<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="review-article" dtd-version="2.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2025.1631670</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Invasive lobular carcinoma of the breast: metastatic patterns and treatment modalities&#x2014;a review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yu</surname>
<given-names>Bixin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3209814/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yan</surname>
<given-names>Li</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2380464/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>HongYan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3210668/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname>
<given-names>Jin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/940834/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname>
<given-names>Jiao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1025480/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Medical Oncology, The First Affiliated Hospital of Xi&#x2019;an Jiaotong University</institution>, <addr-line>Xi&#x2019;an, Shaanxi</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Pathology, The First Affiliated Hospital of Xi&#x2019;an Jiao-tong University</institution>, <addr-line>Xi&#x2019;an, Shaanxi</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Cancer Center, The First Affiliated Hospital of Xi&#x2019;an Jiaotong Univer-sity</institution>, <addr-line>Xi&#x2019;an, Shaanxi</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Phase I Clinical Trial Research Center, The First Affiliated Hospital of Xi&#x2019;an Jiaotong University</institution>, <addr-line>Xi&#x2019;an, Shaanxi</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Precision Medicine Center, The First Affiliated Hospital of Xi&#x2019;an Jiao-tong University</institution>, <addr-line>Xi&#x2019;an, Shaanxi</addr-line>,&#xa0;<country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2227446/overview">Maria Gabriela Raso</ext-link>, University of Texas MD Anderson Cancer Center, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1238479/overview">Akshara Raghavendra</ext-link>, University of Texas MD Anderson Cancer Center, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2547516/overview">Harsh Batra</ext-link>, University of Toronto, Canada</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Jiao Yang, <email xlink:href="mailto:yangjiaoweimeng@126.com">yangjiaoweimeng@126.com</email>; Jin Yang, <email xlink:href="mailto:yangjin@xjtu.edu.cn">yangjin@xjtu.edu.cn</email>; HongYan Wang, <email xlink:href="mailto:whycc0320@126.com">whycc0320@126.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1631670</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Yu, Yan, Wang, Yang and Yang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Yu, Yan, Wang, Yang and Yang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Compared with invasive ductal carcinoma (IDC), invasive lobular carcinoma (ILC) exhibits distinct histologic, molecular, and clinical characteristics, including unique metastatic patterns. This review focuses on three major aspects: (1) an analysis of metastatic behavior across different ILC histologic subtypes, with a preliminary exploration of potential correlations with molecular features; (2) a synthesis of current treatment strategies, highlighting challenges such as endocrine resistance, limited tailored protocols, and emerging immunotherapeutic opportunities; and (3) a review of clinical trials from 2022 to 2024 to identify evolving strategies and future directions for individualized therapy. By integrating pathology, molecular profiling, and clinical data, this review emphasizes ILC&#x2019;s distinctive metastatic behavior and unmet clinical needs, providing a conceptual framework to guide future translational research and therapeutic development.</p>
</abstract>
<kwd-group>
<kwd>invasive lobular carcinoma</kwd>
<kwd>metastatic pattern</kwd>
<kwd>prognosis</kwd>
<kwd>treatment mode</kwd>
<kwd>endocrine resistance</kwd>
</kwd-group>
<contract-num rid="cn001">No.2020JQ-495</contract-num>
<contract-sponsor id="cn001">Natural Science Foundation of Shaanxi Province<named-content content-type="fundref-id">10.13039/501100007128</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="161"/>
<page-count count="21"/>
<word-count count="9192"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Breast Cancer</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Invasive lobular carcinoma(ILC) is the second most common breast cancer histologic subtype, accounting for up to 15% of all cases, following invasive ductal carcinoma(IDC) (<xref ref-type="bibr" rid="B1">1</xref>). In recent years, the apparent increase in incidence of invasive lobular carcinoma (ILC) may reflect not only hormonal risk factors (e.g., menopausal hormone-replacement therapy) but also advances in diagnostic imaging and screening protocols (<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>). In terms of clinical presentation, patients with ILC tend to have a larger mass size at the time of diagnosis, older age of onset, lower histologic grade, later clinical stage, a higher incidence of bilateral and multicentricity lesions compared to patients with IDC (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>Some studies on bilateral primary breast cancer suggest a high probability of lobular histology and hormone receptor(HR) positivity (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>). ILC tends to invade the mesenchyme as a monolayer of cells, which tend to be very dispersed, thus presenting as multicentric and difficult to detect on palpation and imaging (<xref ref-type="bibr" rid="B10">10</xref>). ILC exhibits a higher propensity for lymph node (LN)invasion (<xref ref-type="bibr" rid="B11">11</xref>), in which some LN metastases present as occult metastasis, indicating the difficulty in diagnosis and staging (<xref ref-type="bibr" rid="B12">12</xref>). However, the relationship between such metastasis and prognosis is still unclear (<xref ref-type="bibr" rid="B13">13</xref>). In terms of distant metastatic pattern, ILCs spread predominantly to the bones and liver, while IDCs metastasize more frequently to the lungs and liver (<xref ref-type="bibr" rid="B14">14</xref>). Most ILCs are treated based on their hormone receptor status, similar to IDCs. However, due to the biological differences between the two subtypes, tailored treatment strategies for ILC are still needed.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Specific metastatic pattern of invasive lobular carcinoma</title>
<sec id="s2_1">
<label>2.1</label>
<title>Unique metastatic characteristics and mechanisms</title>
<p>The metastatic pattern of ILC is unusual compared to that of IDC, which tends to be more extensive and tends to invade the plasma membrane layer (<xref ref-type="bibr" rid="B1">1</xref>). While bone and liver are common metastatic sites for both subtypes, ILC more frequently involves the gastrointestinal tract, peritoneum, retroperitoneum, and genitourinary system &#x2014; with the ovary being a particularly recognized site &#x2014; than IDC according to several retrospective analyses (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>). ILCs also invade the central nervous system, such as the meninges, where carcinomatous meningitis occurs almost exclusively in patients with ILC (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). Metastases to rare sites such as the orbit (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>), parotid gland (<xref ref-type="bibr" rid="B22">22</xref>), perianal area (<xref ref-type="bibr" rid="B23">23</xref>), and even intratumoral also happen (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>). The hallmark loss of E-cadherin (CDH1 mutation) impairs epithelial cohesion, contributing to the characteristic discohesive infiltration pattern of ILC (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>). This alteration can activate downstream pathways such as Rho/ROCK, which may facilitate tumor cell survival and dissemination (<xref ref-type="bibr" rid="B28">28</xref>). Nevertheless, these mechanisms are insufficient to fully account for its predilection for metastasis to specific sites, indicating that additional molecular and microenvironmental factors are likely involved and require further elucidation.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Histologic and molecular subtypes and their association with metastatic patterns in ILC</title>
<p>Invasive lobular carcinoma (ILC) encompasses a spectrum of histologic subtypes with distinct biological behavior, molecular alterations, and metastatic patterns. According to the WHO Classification of Tumours of the Breast (<xref ref-type="bibr" rid="B29">29</xref>), formally recognized morphologic variants include classic, mixed, alveolar, solid, tubulolobular, and pleomorphic types. In addition to these WHO-recognized subtypes, we also included trabecular, histiocytoid, and apocrine (apocrine/sweat gland-like) morphologies, as well as signet-ring cell differentiation, which are described in the literature but not listed as formal WHO diagnostic categories, as part of a hypothesis-driven risk stratification model in this review (<xref ref-type="bibr" rid="B30">30</xref>&#x2013;<xref ref-type="bibr" rid="B35">35</xref>).</p>
<p>Classic ILC (cILC) is the most prevalent subtype and typically displays small, uniform tumor cells with round nuclei, arranged in single-file linear cords or targetoid periductal patterns, often with absent or minimal desmoplastic response (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B31">31</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). These tumors are frequently associated with loss of E-cadherin expression and show luminal A molecular features, including strong estrogen receptor (ER) positivity and low proliferative index (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B36">36</xref>). As the dominant subtype, cILC likely contributes to the bone-predominant metastatic pattern observed in ILC overall (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B31">31</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Risk-based histologic stratification of ILC and its broader metastatic profile compared to IDC. <bold>(A)</bold> Risk stratification and metastatic features of ILC: Classic ILC is classified as low-risk, whereas alveolar, pleomorphic, and solid ILC are considered high-risk due to their more aggressive histologic features. Tubulolobular, mixed (mIDLC), and trabecular ILC are assigned to an uncertain-risk category, reflecting limited or heterogeneous evidence. Apocrine and histiocytoid variants are extremely rare and not included in the risk stratification. Unlike IDC, which predominantly metastasizes to bone, liver, and lung, ILC exhibits a broader spectrum of metastatic dissemination, frequently involving the peritoneum, retroperitoneum, gastrointestinal tract, and genitourinary system. These distinctive patterns warrant increased clinical vigilance and potentially adapted surveillance strategies for ILC patients. <bold>(B&#x2013;H)</bold> Representative histology of ILC variants: <bold>(B)</bold> Classic &#x2013; small, uniform cells in single-file cords; <bold>(C)</bold> Pleomorphic &#x2013; high-grade cells with nuclear atypia and prominent nucleoli; <bold>(D)</bold> Alveolar &#x2013; nests of tumor cells separated by thin septa; <bold>(E)</bold> Solid &#x2013; broad sheets of discohesive cells; <bold>(F)</bold> Tubulolobular &#x2013; combination of small tubules and single-file growth; <bold>(G)</bold> Histiocytoid &#x2013; abundant foamy cytoplasm, bland nuclei; <bold>(H)</bold> Apocrine &#x2013; large polygonal cells with granular eosinophilic cytoplasm and prominent nucleoli; Signet-ring differentiation is indicated as a morphologic feature rather than a distinct subtype; mixed/mIDLC shows pronounced heterogeneity, and trabecular ILC is exceedingly rare.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1631670-g001.tif">
<alt-text content-type="machine-generated">Diagram outlining cancer risk categories with histological subtypes and body involvement. Top section shows low risk (classic subtype) on green, high risk (pleomorphic, solid, and alveolar subtypes) on red, and uncertainty (tubulolobular, trabecular subtypes) on yellow. An adjacent human figure illustrates potential spread of invasive lobular carcinoma (ILC) and invasive ductal carcinoma (IDC) to brain, lungs, liver, bones, and intestines. Histopathology images B to H correspond to the mentioned subtypes.</alt-text>
</graphic>
</fig>
<p>Pleomorphic lobular carcinoma (PLC), by contrast, is a high-grade variant characterized by marked nuclear pleomorphism, increased nuclear size and irregularity, and frequent mitotic figures (<xref ref-type="bibr" rid="B29">29</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>). Cells may retain the discohesive growth pattern typical of lobular carcinoma but exhibit prominent nucleoli and abundant eosinophilic cytoplasm (<xref ref-type="bibr" rid="B37">37</xref>). Compared to cILC and IDC, PLC exhibits a higher proportion of HER2-positive and triple-negative subtypes, while maintaining a considerable proportion of ER-positive tumors (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>). Molecularly, PLCs are enriched for p53 mutations, and show higher rates of HER2 overexpression and PIK3CA alterations compared to cILC (<xref ref-type="bibr" rid="B39">39</xref>&#x2013;<xref ref-type="bibr" rid="B41">41</xref>). These features correlate with the aggressive clinical behavior of PLC, which shows a higher propensity for visceral and brain metastases in HER2-positive cases, whereas HR-positive and triple-negative subtypes more commonly metastasize to bone (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B42">42</xref>), making it a high-risk subtype. Alveolar ILC is composed of small tumor cells arranged in nests of more than 20 cells, separated by thin fibrous septa (<xref ref-type="bibr" rid="B29">29</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>). This pattern may mimic lobular hyperplasia, posing diagnostic challenges (<xref ref-type="bibr" rid="B43">43</xref>). Despite earlier large cohort studies suggesting outcomes closer to cILC (<xref ref-type="bibr" rid="B44">44</xref>), the compact cell nests and more aggressive histologic appearance of alveolar ILC support it as representing a higher-risk phenotype (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>). In the solid ILC, tumor cells infiltrate the surrounding tissue in broad solid sheets, with minimal intervening stroma (<xref ref-type="bibr" rid="B29">29</xref>). This variant has been associated with more aggressive features and worse prognosis (<xref ref-type="bibr" rid="B45">45</xref>), and is therefore considered high-risk. However, there are insufficient data to clearly link alveolar or solid ILC to specific metastatic sites.</p>
<p>Tubulolobular carcinoma (TLC), currently classified by the WHO under the spectrum of ILC, exhibits both small tubular structures and single-file lobular growth, representing an intermediate morphology between ductal and lobular carcinoma (<xref ref-type="bibr" rid="B29">29</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1F</bold>
</xref>). However, its nosological position remains debated, with some considering TLC a variant of ILC and others regarding it as closer to IDC (<xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B48">48</xref>). Its metastatic profile is poorly characterized, though limited reports suggest possible associations with gastrointestinal involvement (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>). Mixed invasive ductal-lobular carcinoma (mIDLC), defined by WHO as tumors with 10&#x2013;90% lobular components admixed with at least 10% ductal features (<xref ref-type="bibr" rid="B29">29</xref>), exhibits heterogeneous morphology and variable clinical outcomes. It has been suggested that mIDLC is more similar to ILC histologically, but has a smaller tumor size and better sensitivity to neoadjuvant chemotherapy than ILC (<xref ref-type="bibr" rid="B51">51</xref>). However, some studies have shown that mIDLC is often detected with a larger mass, more advanced stage, higher lymph node grade, and higher rate of bone metastasis, with little difference in outcome of ILC and IDC (<xref ref-type="bibr" rid="B36">36</xref>). Bone metastasis is common, while peritoneal involvement appears less frequent than in pure ILC (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B53">53</xref>). Due to the relatively low incidence of mIDLC, existing studies are often constrained by small sample sizes and inconsistent findings. Further research with larger, stratified cohorts is warranted to better define its biological behavior and clinical significance.</p>
<p>Rare ILC variants not formally recognized by WHO include trabecular, histiocytoid, apocrine and signet-ring cell types. Trabecular ILC consists of cells arranged in cord-like or trabecular patterns (<xref ref-type="bibr" rid="B45">45</xref>). Histiocytoid ILC is characterized by abundant foamy cytoplasm and relatively bland nuclei, which may occasionally mimic benign histiocytic lesions (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1G</bold>
</xref>), and has been reported to metastasize to orbital or cutaneous sites (<xref ref-type="bibr" rid="B54">54</xref>). Apocrine differentiation in invasive lobular carcinoma (ILC) is rare and characterized by large polygonal cells with granular eosinophilic cytoplasm, prominent nucleoli, and distinct cell borders (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B55">55</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1H</bold>
</xref>). These tumors frequently express androgen receptor (AR) (<xref ref-type="bibr" rid="B56">56</xref>). Most of the available morphologic and molecular features are extrapolated from studies of apocrine breast carcinoma in general, which predominantly comprises ductal histology, and thus the clinical significance of apocrine ILC remains extremely limited. Signet-ring cell differentiation is characterized by intracytoplasmic mucin displacing the nucleus and has been reported to metastasize to gastrointestinal and gynecologic organs (<xref ref-type="bibr" rid="B57">57</xref>&#x2013;<xref ref-type="bibr" rid="B59">59</xref>), which is considered a differentiation pattern rather than a distinct subtype (<xref ref-type="bibr" rid="B60">60</xref>). Collectively, these rare variants illustrate the morphological heterogeneity of ILC beyond WHO-recognized subtypes, though evidence is limited and robust conclusions about prognostic or metastatic patterns are difficult to draw.</p>
<p>Based on the above, we propose a simplified tentative framework.</p>
<list list-type="bullet">
<list-item>
<p>Low-risk: Classic ILC, characterized by low-grade morphology, strong ER expression, bone-predominant metastases, and favorable prognosis.</p>
</list-item>
<list-item>
<p>High-risk: Pleomorphic and solid variants, and tentatively alveolar ILC, reflecting their aggressive histology, higher grade, and increased risk of visceral and CNS metastases.</p>
</list-item>
<list-item>
<p>Uncertain risk: Tubulolobular, mixed, and trabecular subtypes, due to nosological controversy, morphologic heterogeneity, and limited prognostic data.</p>
</list-item>
</list>
<p>This provisional framework aims to prompt future validation in large, subtype-stratified cohorts. In clinical practice, recognizing aggressive variants may support more vigilant imaging, earlier CNS screening, or extended surveillance, especially for high-risk subtypes. Conversely, low-risk subtypes might allow de-escalated strategies in selected patients. While evidence linking specific histologic subtypes to defined metastatic sites remains limited, current data support biological heterogeneity. We thus propose a conceptual stratification by recurrence risk and highlight the broader metastatic spectrum of ILC compared to IDC (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<p>Molecularly, most ILCs are HER2-negative and enriched in luminal A subtype (<xref ref-type="bibr" rid="B61">61</xref>). Triple-negative ILCs (TN-ILC), though rare (2&#x2013;9% of ILCs), tend to present at advanced stage and have poor long-term survival (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B62">62</xref>). Interestingly, TN&#x2212;ILCs often express AR at higher levels than TN&#x2212;IDC, displaying an AR&#x2212;driven transcriptomic profile (<xref ref-type="bibr" rid="B63">63</xref>). While this has drawn therapeutic interest, clinical data remain very limited, and the potential benefit is still uncertain. Moreover, the well-recognized proclivity of ILC for bone metastasis may likewise reflect its predominance within hormone receptor-positive (HR+) breast cancer. Clinical and molecular studies consistently show that HR+ (ER-positive) tumors are significantly more likely to colonize bone compared to HR-negative subtypes, suggesting a biological preference driven by hormone receptor biology (<xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B65">65</xref>). Experimental insights further indicate that ER signaling contributes to bone homeostasis and may create a niche favorable to metastatic growth (<xref ref-type="bibr" rid="B65">65</xref>). Currently, due to the rarity of HER2-positive and triple-negative ILC, there is a lack of sufficient studies specifically investigating the impact of these molecular subtypes on metastatic sites in ILC. Inferences regarding the potential influence of HER2-positive or triple-negative status on ILC metastasis are largely extrapolated from observations in corresponding ductal carcinoma subtypes.</p>
<p>Taken together, the metastatic behavior of ILC appears to be shaped by both histologic and molecular subtypes. At present, the interplay between histologic subtype, molecular subtype, and metastatic organotropism in ILC remains incompletely understood. It is therefore more reasonable to consider that the metastatic and prognostic features of ILC are collectively driven by multiple factors, including tumor grade, histologic classification, molecular subtype, and TNM stage. This highlights the need for larger, well-characterized cohorts to disentangle the relative contribution of each dimension.</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Clinical management and molecular therapeutic opportunities in ILC</title>
<sec id="s3_1">
<label>3.1</label>
<title>Management of early-stage ILC</title>
<sec id="s3_1_1">
<label>3.1.1</label>
<title>Neoadjuvant therapy</title>
<sec id="s3_1_1_1">
<label>3.1.1.1</label>
<title>Neoadjuvant chemotherapy</title>
<p>Compared to IDC, ILC is significantly less sensitive to NACT and derives limited clinical benefit (<xref ref-type="bibr" rid="B66">66</xref>). Multiple studies report low pathological complete response (pCR) rates in both primary tumors and axillary nodes following NACT in ILC patients (<xref ref-type="bibr" rid="B67">67</xref>&#x2013;<xref ref-type="bibr" rid="B69">69</xref>). Moreover, NACT does not significantly improve downstaging rates, and a substantial proportion of patients still require mastectomy despite preoperative chemotherapy (<xref ref-type="bibr" rid="B70">70</xref>, <xref ref-type="bibr" rid="B71">71</xref>). This is likely attributed to the predominance of the luminal A subtype in ILC, which is hormone receptor (HR)-positive and HER2-negative (<xref ref-type="bibr" rid="B72">72</xref>, <xref ref-type="bibr" rid="B73">73</xref>). Subgroups more likely to benefit from NACT include tumors with clinical stage T2/T3, HR-negative, ER-positive but PR-negative status, histologic high-grade features, or atypical lobular morphology (<xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B74">74</xref>, <xref ref-type="bibr" rid="B75">75</xref>). Quirke et&#xa0;al. found that patients with atypical ILC (e.g., HR-/HER2+ or pleomorphic ILC) responded better than classic ILC (HR+/HER2-) to NACT (<xref ref-type="bibr" rid="B76">76</xref>). M&#xf6;bus et&#xa0;al. (GAIN-2 trial) and Schneeweiss et&#xa0;al. (GeparOcto trial) both explored the role of dose-dense chemotherapy in HR+/HER2&#x2212; breast cancer. Subgroup analyses suggested that a subset of patients&#x2014;particularly those under 50 years of age and with invasive lobular carcinoma&#x2014;may derive benefit from intensified regimens such as iddEPC, although the study populations and benefit profiles were not fully overlapping (<xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>). HR-positive/HER2-negative patients account for the majority of patients with ILC, which may imply that dose-intensive chemotherapy can be attempted in patients with ILC, but the age of the patient and tolerability still need to be considered. While dose-dense chemotherapy may be effective for selected ILC subtypes, current evidence remains insufficient to support broad application of NACT, highlighting the need for subtype-specific trials.</p>
</sec>
<sec id="s3_1_1_2">
<label>3.1.1.2</label>
<title>Neoadjuvant endocrine therapy</title>
<p>In recent years, the use of NET has been on the agenda due to the high expression of hormone receptors in ILC (<xref ref-type="bibr" rid="B79">79</xref>). Several large clinical studies have shown that NET can be effective in tumor control and stage reduction in hormone receptor-positive, Her2-negative invasive breast cancer, both before and after menopause (<xref ref-type="bibr" rid="B80">80</xref>&#x2013;<xref ref-type="bibr" rid="B82">82</xref>). According to U.S. Cancer Database analysis, use of NET in clinical T2 ILC increased from 2.1% in 2010 to 5% in 2016, suggesting growing acceptance (<xref ref-type="bibr" rid="B83">83</xref>). Longer NET durations are associated with increased breast conservation rates and fewer axillary dissections (<xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B83">83</xref>&#x2013;<xref ref-type="bibr" rid="B85">85</xref>). Adding CDK4/6 inhibitors (e.g., Palbociclib) to NET enhances proliferation suppression and may allow patients with luminal subtypes to avoid chemotherapy toxicity (<xref ref-type="bibr" rid="B86">86</xref>, <xref ref-type="bibr" rid="B87">87</xref>). In NEOPAL trial, researchers found that neoadjuvant letrozole-Palbociclib strategy may allow some patients with luminal breast cancer to be able to spare chemotherapy while achieving favorable long-term outcomes (<xref ref-type="bibr" rid="B88">88</xref>). Regarding the duration of NET administration, most studies have been conducted over a period of 3&#x2013;4 months, but current research suggests that up to 12 months of endocrine therapy is equally safe, but requires close monitoring (<xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B87">87</xref>). Despite promising results, NET in ILC remains under-studied, and future trials should clarify the optimal treatment duration and define patient subgroups most likely to benefit.</p>
</sec>
</sec>
<sec id="s3_1_2">
<label>3.1.2</label>
<title>Surgery</title>
<sec id="s3_1_2_1">
<label>3.1.2.1</label>
<title>Breast surgery</title>
<p>The mastectomy rate in ILC exceeds that of IDC, likely due to its diffuse infiltration pattern and underestimation of tumor extent on imaging (<xref ref-type="bibr" rid="B61">61</xref>, <xref ref-type="bibr" rid="B89">89</xref>&#x2013;<xref ref-type="bibr" rid="B92">92</xref>). In recent years, however, the rate of breast-conserving therapy (BCT) in ILC has gradually increased (<xref ref-type="bibr" rid="B92">92</xref>), possibly related to the use of preoperative neoadjuvant chemotherapy (NACT), extended courses of neoadjuvant endocrine therapy (NET), and radiotherapy (<xref ref-type="bibr" rid="B83">83</xref>, <xref ref-type="bibr" rid="B93">93</xref>). Multiple studies have demonstrated that BCT can achieve comparable local control in ILC, even in tumors greater than 4 cm, with no significant difference in local recurrence or long-term prognosis compared to IDC (<xref ref-type="bibr" rid="B94">94</xref>&#x2013;<xref ref-type="bibr" rid="B96">96</xref>). Notably, compared with women treated with mastectomy in IDC cohorts, those undergoing BCT had significantly higher breast cancer-specific survival (BCSS) and a lower risk of breast cancer mortality, regardless of detection modality, prognostic features, or tumor subtype (<xref ref-type="bibr" rid="B97">97</xref>, <xref ref-type="bibr" rid="B98">98</xref>).</p>
<p>While breast-conserving therapy (BCT) is increasingly applied in ILC, margin positivity remains a frequent concern. Studies have reported that more than half of ILC patients undergoing BCT present with positive margins after initial resection (<xref ref-type="bibr" rid="B99">99</xref>), and the risk of margin involvement is significantly higher than in IDC (<xref ref-type="bibr" rid="B89">89</xref>, <xref ref-type="bibr" rid="B100">100</xref>). Lobular histology itself has been identified as an independent risk factor for margin positivity (<xref ref-type="bibr" rid="B101">101</xref>), which is clinically relevant given the two-fold increased risk of ipsilateral breast tumor recurrence associated with positive margins (<xref ref-type="bibr" rid="B102">102</xref>). These findings suggest that the choice of surgical procedure in ILC should be individualized, and that patients undergoing BCT should be counseled regarding the possibility of re-excision (<xref ref-type="bibr" rid="B103">103</xref>).</p>
<p>Interestingly, when only atypical lobular hyperplasia (ALH) or lobular carcinoma <italic>in situ</italic> (LCIS) is found at the surgical margin, reoperation is generally not recommended, as current evidence indicates a low progression rate and minimal impact on local recurrence risk (<xref ref-type="bibr" rid="B104">104</xref>, <xref ref-type="bibr" rid="B105">105</xref>).</p>
<p>Given the high incidence and clinical implications of positive margins, predicting margin status preoperatively has become an important focus. Studies suggest that positive margins are more likely in patients with tumors &#x2265;1.5 cm on mammography and in younger individuals (<xref ref-type="bibr" rid="B106">106</xref>, <xref ref-type="bibr" rid="B107">107</xref>). Additionally, margin positivity risk should be considered preoperatively in cases with HR+/HER2&#x2212; tumors, nonmass enhancement (NME) on MRI, or a histologic diagnosis of ILC (<xref ref-type="bibr" rid="B103">103</xref>). To improve local control in patients undergoing BCT and radiotherapy, intraoperative margin assessment and immediate re-excision have been beneficial&#x2014;achieving negative margins in over one-quarter of patients during the initial surgery (<xref ref-type="bibr" rid="B108">108</xref>).</p>
</sec>
<sec id="s3_1_2_2">
<label>3.1.2.2</label>
<title>Lymph node surgery</title>
<p>Axillary lymph node dissection (ALND) is more frequently performed in ILC compared to IDC, largely due to its higher lymph node (LN) stage, greater number of positive LNs, and a higher rate of occult metastasis (<xref ref-type="bibr" rid="B1">1</xref>). However, ALND is associated with considerable postoperative morbidity, including lymphedema and reduced shoulder mobility, which significantly impair quality of life (<xref ref-type="bibr" rid="B109">109</xref>). In recent years, sentinel lymph node biopsy (SLNB) has become the standard approach for axillary staging in LN-negative breast cancer (<xref ref-type="bibr" rid="B109">109</xref>, <xref ref-type="bibr" rid="B110">110</xref>). For patients with 1&#x2013;2 positive sentinel lymph nodes (SLNs) and no clinical axillary involvement, omitting ALND has shown equivalent survival outcomes, as demonstrated by the ACOSOG Z0011 trial. Supporting this, Wang et&#xa0;al. analyzed 1,269 ILC patients from the SEER database and reported similar prognostic outcomes between SLNB and ALND in selected patients with early-stage ILC following breast-conserving therapy (BCT) (<xref ref-type="bibr" rid="B111">111</xref>).</p>
<p>Nevertheless, in the neoadjuvant chemotherapy (NACT) setting, the accuracy of SLNB is substantially reduced due to altered lymphatic drainage, raising concerns about false-negative rates (FNR) (<xref ref-type="bibr" rid="B112">112</xref>). To address this, targeted axillary dissection (TAD) has been introduced since 2016. The NCCN guidelines recommend three technical criteria to maintain FNR below 10%: retrieval of pre-treatment marked nodes, dual tracer technique, and excision of at least three SLNs (<xref ref-type="bibr" rid="B113">113</xref>). Whitrock et&#xa0;al., using U.S. Cancer Database data, noted a growing adoption of TAD in node-positive (LN+) breast cancer patients after NACT from 2014 to 2017 (<xref ref-type="bibr" rid="B110">110</xref>).</p>
<p>Despite these advances, ALND remains indispensable in certain clinical scenarios. Notably, TAD has not been validated in patients with persistently positive nodes after NACT (<xref ref-type="bibr" rid="B109">109</xref>, <xref ref-type="bibr" rid="B110">110</xref>). Furthermore, ILC&#x2014;particularly luminal A subtype&#x2014;tends to present with &#x2265;4 metastatic LNs and higher rates of non-sentinel node involvement compared to IDC, which increases the risk of under-staging when ALND is omitted (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B114">114</xref>). These features underscore the need for cautious decision-making when considering de-escalation of axillary surgery in ILC. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> illustrates the surgical decision-making process in ILC, incorporating preoperative evaluation, breast and lymph node surgery, and margin assessment. This visual guide emphasizes the need for caution in surgical de-escalation due to the unique characteristics of ILC.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Surgical options for invasive lobular carcinoma (ILC). This figure summarizes the surgical decision-making process for ILC, including preoperative assessment, breast surgery and lymph node (LN) surgery and margin assessment. Because of the special characteristics of ILC, it is necessary to be more careful to make decisions of surgical degradation. For patients whose tumor size less than 4cm, monocentric lesion and eligible for radiotherapy, it is suggested to choose breast conserved therapy(BCT), while others are recommended to undergo mastectomy. * indicates that intraoperative frozen section (IFS) evaluation is required for margin assessment.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1631670-g002.tif">
<alt-text content-type="machine-generated">Flowchart depicting surgical options for a primary lesion diagnosed by pathology. It includes paths for mastectomy, breast conservation therapy (BCT), axillary lymph node dissection (ALND), targeted axillary dissection (TAD), and sentinel lymph node biopsy (SLNB). Decisions are based on lesion size, lymph node invasion, patient factors, and intraoperative margin assessment. Positive margins lead to extended resection.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s3_1_3">
<label>3.1.3</label>
<title>Adjuvant endocrine therapy</title>
<p>Most ILCs are positive for ER expression, leading the endocrine therapy the routine treatment for HR-positive early breast cancer. In the BIG 1&#x2013;98 trial, letrozole was more efficacious than tamoxifen in early-stage ILC compared with early-stage IDC (<xref ref-type="bibr" rid="B115">115</xref>). In AI therapy, Weippl et&#xa0;al. compared the efficacy of anastrozole and exemestane in early-stage ILC and found that anastrozole had a better OS when compared to exemestane (<xref ref-type="bibr" rid="B116">116</xref>). Record et&#xa0;al. compared a treatment cohort of premenopausal women with aromatase inhibitors(AI) combined with ovarian function suppression(OFS)and tamoxifen combined with OFS and found that AIs significantly reduced the risk of death in premenopausal women (<xref ref-type="bibr" rid="B117">117</xref>). For early-stage ILC patients with high-risk features, adding CDK4/6 inhibitors to endocrine therapy has been proposed to reduce recurrence. A matched cohort study reported similar 3-year IDFS (86.9%) and DRFS (88.5%) for high-risk ILC compared to IDC, aligning with outcomes from the endocrine-alone arm of the monarchE trial (<xref ref-type="bibr" rid="B118">118</xref>). These findings suggest a potential benefit of CDK4/6 inhibition in ILC; however, since monarchE did not stratify by histology, this remains speculative. Prospective trials specifically targeting ILC are needed to validate this approach.</p>
</sec>
<sec id="s3_1_4">
<label>3.1.4</label>
<title>Adjuvant chemotherapy</title>
<p>For ILC, the clinical utility of adjuvant chemotherapy (ACT) remains controversial due to its relatively limited efficacy. Multiple studies have reported that ACT confers less benefit in early-stage ILC compared to IDC (<xref ref-type="bibr" rid="B1">1</xref>). In a cohort of 520 ER+/HER2&#x2212; ILC patients&#x2014;379 of whom received chemotherapy&#x2014;&#xd6;ztekin et&#xa0;al. found no improvement in recurrence-free survival (RFS), breast cancer-specific survival (BCSS), or overall survival (OS) with the addition of chemotherapy to endocrine therapy, even in those with indications for ACT (<xref ref-type="bibr" rid="B119">119</xref>).</p>
<p>However, more recent studies suggest a nuanced view. Some data indicate that dose-dense chemotherapy may modestly reduce 10-year recurrence and mortality, with no significant difference between ILC and IDC when stratified by histology (<xref ref-type="bibr" rid="B120">120</xref>). In high-risk populations, chemotherapy appears to have a clearer benefit (<xref ref-type="bibr" rid="B120">120</xref>).</p>
<p>Regarding regimen selection, anthracyclines remain a standard component of ACT, though their cardiotoxicity raises concerns. Evidence from HR+/HER2&#x2212; populations suggests that de-anthracycline regimens may offer comparable efficacy with improved tolerability (<xref ref-type="bibr" rid="B1">1</xref>). Nonetheless, a study by de Gregorio et&#xa0;al. reported that patients with pN2&#x2013;N3 ILC still derive benefit from anthracycline-containing regimens (<xref ref-type="bibr" rid="B121">121</xref>), indicating that complete omission of anthracyclines in high-risk ILC should be approached with caution.</p>
<p>Critically, most studies lack ILC-specific stratification or were retrospective in nature, limiting their applicability to this histologic subtype. While emerging data support a more individualized approach, current treatment decisions are still largely guided by clinicopathological features rather than robust ILC-specific evidence. Therefore, future prospective trials are warranted to clarify the optimal role and regimen of ACT in ILC.</p>
</sec>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Treatment of advanced and metastatic ILC</title>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Endocrine therapy combined with CDK4/6 inhibitors in advanced ILC</title>
<p>CDK4/6 inhibitors combined with endocrine therapy has become the first-line treatment for advanced ER positive ILC. In recent years, the addition of CDK4/6 inhibitors to endocrine regimens has redefined the first-line treatment landscape, with agents such as Palbociclib, Ribociclib, Abemaciclib, and Dalpiciclib approved or under investigation.Although all CDK4/6 inhibitors share a common target, they differ in pharmacologic properties, dosing schedules, and toxicity profiles. For instance, Abemaciclib is administered continuously and has greater single-agent activity, while Ribociclib is associated with more prominent QTc prolongation and Palbociclib is more commonly linked to neutropenia.</p>
<p>Despite the large representation of HR+ patients in pivotal CDK4/6 inhibitor trials (MONALEESA, MONARCH, PALOMA series), ILC-specific outcomes remain underreported. <italic>Post hoc</italic> analyses of MONARCH and PALOMA trials did include lobular subsets, but sample sizes were small, and no histology-stratified efficacy conclusions could be firmly drawn. This is a major evidence gap, given the biological and clinical distinctiveness of ILC.</p>
<p>Anecdotal reports suggest promising activity of CDK4/6 inhibitors in ILC. Nuno Rodrigues Alves et&#xa0;al. reported a case of an ILC patient who developed bilateral orbital metastases and achieved significant efficacy after treatment with letrozole in combination with Abemaciclib (<xref ref-type="bibr" rid="B21">21</xref>). Similarly, Gao et&#xa0;al. reported a case of ILC with initial bone metastases who later developed peritoneal progression during tamoxifen plus Abemaciclib treatment; subsequent genomic analysis revealed ESR1 and PIK3CA mutations (<xref ref-type="bibr" rid="B122">122</xref>). While mechanistic interpretation was beyond the report&#x2019;s scope, such cases underscore the real-world application of CDK4/6 inhibition in ILC and the clinical complexity encountered in treatment-refractory settings.</p>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Chemotherapy</title>
<p>For patients with advanced invasive lobular carcinoma (ILC), chemotherapy is generally reserved for endocrine-resistant disease or visceral crisis situations (<xref ref-type="bibr" rid="B1">1</xref>). A study has demonstrated that single-agent capecitabine(CAP) have a superior progression-free survival(PFS) to taxanes(TAX) in ET-refractory HR+ HER2-negative mILC, showing the potential benefit of CAP in this patient subgroup (<xref ref-type="bibr" rid="B123">123</xref>). Eribulin appears to offer comparable efficacy in metastatic ILC and IDC patients following prior treatment with anthracyclines and taxanes, as reported by P&#xe9;rez-Garcia et&#xa0;al. (<xref ref-type="bibr" rid="B124">124</xref>). Prospective, ILC-enriched cohorts are urgently needed to validate these regimens. Moreover, single-agent regimens are generally better tolerated and may be preferable in patients with comorbidities or those with indolent but progressing disease, particularly when aiming to stabilize visceral involvement while minimizing toxicity.</p>
</sec>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Targetable molecular and immune pathways in ILC</title>
<p>Despite the generally favorable response of HR-positive ILC to endocrine therapy, acquired resistance remains a major clinical obstacle. Hanker et&#xa0;al. comprehensively summarized resistance mechanisms in HR+ advanced breast cancer, encompassing somatic mutations, transcription factor dysregulation, DNA repair deficiencies, epigenetic alterations, coactivator overexpression, epithelial&#x2013;mesenchymal transition (EMT), stem cell&#x2013;like phenotypes, metabolic shifts, and modifications in the tumor microenvironment (TME) (<xref ref-type="bibr" rid="B125">125</xref>). However, the molecular landscape underlying endocrine resistance in ILC differs substantially from that in invasive ductal carcinoma (IDC), including distinctive somatic mutation patterns, ER-regulatory transcriptomes, and expression profiles (<xref ref-type="bibr" rid="B125">125</xref>, <xref ref-type="bibr" rid="B126">126</xref>). These differences suggest ILC may rely on unique molecular vulnerabilities beyond conventional mechanisms. <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> summarizes the targetable molecular and immune pathways implicated in ILC, including potential mechanisms of endocrine resistance and novel therapeutic opportunities that may guide future precision treatments.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Targetable molecules and TME(tumor microenvironment) in invasive lobular carcinoma (ILC). This figure summarizes targetable molecular and immune pathways in ILC. CDH1 loss and E-cadherin dysfunction may be associated with alterations in downstream pathways such as PI3K/Akt/mTOR and IGF1R, although the causality remains unclear. Common genetic alterations include PIK3CA, PTEN loss, and receptor tyrosine kinase mutations (e.g., ERBB2, FGFR4). ER-related adaptations and immune evasion also contribute to therapy resistance. These pathways represent areas of ongoing investigation and may support future precision therapy development.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1631670-g003.tif">
<alt-text content-type="machine-generated">Diagram illustrating the targetable molecules and tumor microenvironment (TME) in invasive lobular carcinoma (ILC). It features sections on CDH1 mutation, PI3K/AKT pathway activation, tumor metabolism, TME, ER-related mechanisms, and receptor tyrosine kinases. The &#x201c;Others&#x201d; section indicates areas to be explored. The center highlights &#x201c;Targetable Molecules and TME in ILC."</alt-text>
</graphic>
</fig>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>CDH1 mutation and E-cadherin loss</title>
<p>In ILC, the loss of E-cadherin (E-Ca) resulting from CDH1 mutations represents a defining molecular feature. As summarized by Sijnesael et&#xa0;al., E-Ca loss leads to intracellular translocation of p120-catenin (p120), which binds to the zinc finger transcription factor Kaiso, thereby relieving Kaiso-mediated transcriptional repression at cKBS (Kaiso-binding site) motifs (<xref ref-type="bibr" rid="B127">127</xref>). This derepression may activate non-canonical Wnt signaling, particularly Wnt11, contributing to Rho pathway activation, cytoskeletal remodeling, and a loss of anoikis&#x2014;a potential mechanism contributing to endocrine resistance in ILC (<xref ref-type="bibr" rid="B127">127</xref>, <xref ref-type="bibr" rid="B128">128</xref>). Furthermore, Sikora et&#xa0;al. identified the Wnt4 pathway as another candidate driver of endocrine resistance in lobular models (<xref ref-type="bibr" rid="B129">129</xref>). While these findings offer intriguing mechanistic insights, they are primarily derived from preclinical models, and their relevance to patient outcomes remains to be fully validated. Notably, the causal link between Wnt signaling activation and therapeutic resistance in ILC has not yet been firmly established, and further functional and clinical studies are warranted to clarify these relationships.</p>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Signal transduction pathways in endocrine resistance</title>
<sec id="s3_3_2_1">
<label>3.3.2.1</label>
<title>PI3K/AKT/mTOR pathway and its resistance bypass mechanisms</title>
<p>Activation of the PI3K/AKT/mTOR pathway is commonly seen in ILC, often due to PIK3CA mutations or PTEN loss (<xref ref-type="bibr" rid="B130">130</xref>). Boelens et&#xa0;al. demonstrated that dual inhibition using the PI3K/mTOR inhibitor BEZ235 exhibited antitumor effects in ILC models (<xref ref-type="bibr" rid="B130">130</xref>). However, the clinical value of PIK3CA mutations remains controversial: they occur early in lobular tumorigenesis and may not necessarily indicate aggressive disease (<xref ref-type="bibr" rid="B131">131</xref>), with some studies even linking them to a reduced risk of local relapse (<xref ref-type="bibr" rid="B132">132</xref>). Conversely, PTEN deletions correlate with significantly shorter time to progression (<xref ref-type="bibr" rid="B131">131</xref>), highlighting that not all alterations in this pathway carry equal prognostic weight. Moreover, resistance to mTOR inhibitors (mTORi) has been linked to MYC activation, which counteracts mTORi-induced translational suppression by upregulating ribosomal protein translation (<xref ref-type="bibr" rid="B133">133</xref>). This mechanism, uncovered in a multi-omics analysis of mouse ILCs, illustrates the need to account for feedback and bypass loops when targeting this pathway. Overall, while PI3K pathway inhibitors show promise, patient stratification based on molecular context remains a challenge.</p>
</sec>
<sec id="s3_3_2_2">
<label>3.3.2.2</label>
<title>RTKs and alternative targetable pathways in endocrine resistance</title>
<p>In addition to the PI3K pathway, alterations in multiple receptor tyrosine kinases (RTKs) have been identified in ILC. HER2 mutations have been associated with reduced endocrine responsiveness in early-stage ILC, and emerging evidence suggests that targeting HER2 mutations could improve outcomes (<xref ref-type="bibr" rid="B134">134</xref>, <xref ref-type="bibr" rid="B135">135</xref>). HER3 mutations are increasingly reported, yet the efficacy of anti-HER3 therapy remains unclear. A distinct target is FGFR4, found to be overexpressed in endocrine-resistant ILC cell lines and metastatic ER+ ILC samples (<xref ref-type="bibr" rid="B136">136</xref>). FGFR4 mutations were also detected in patient samples, suggesting its involvement in acquired resistance (<xref ref-type="bibr" rid="B136">136</xref>). Another potentially actionable axis is the IGF1R pathway. In E-cadherin-deficient ILC, loss of CDH1 was found to activate IGF1R signaling, increasing sensitivity to IGF1R/InsR-targeted therapies (<xref ref-type="bibr" rid="B137">137</xref>). This interaction highlights the interplay between cell adhesion loss and growth factor signaling. Moreover, mutations in metabotropic glutamate receptors (GRMs or mGluRs) were found to upregulate MAPK signaling and impair tamoxifen sensitivity (<xref ref-type="bibr" rid="B138">138</xref>). Preclinical data support the use of MEK inhibitors or glutamate-release blockers to restore endocrine response in this context (<xref ref-type="bibr" rid="B139">139</xref>). However, these findings are mostly based on non-clinical studies and require further validation in human ILC-specific cohorts.</p>
</sec>
</sec>
<sec id="s3_3_3">
<label>3.3.3</label>
<title>Hormone receptor-related alterations</title>
<p>Endocrine resistance in ILC is increasingly understood to involve distinct estrogen receptor (ER)-related mechanisms. A prominent model proposed by Nardone et&#xa0;al. highlights the unique chromatin organization of ILC, which facilitates the binding of FOXA1 and ER to super-enhancers (<xref ref-type="bibr" rid="B140">140</xref>). This process helps sustain ER transcriptional activity even under tamoxifen (TAM) treatment, thus driving resistance despite the drug&#x2019;s presence (<xref ref-type="bibr" rid="B140">140</xref>). While this mechanism sheds light on chromatin-based resistance pathways, it remains largely correlative, and functional studies directly disrupting enhancer-ER interactions in ILC are still limited.</p>
<p>Transcriptional reprogramming downstream of ER also appears to play a role. For example, the zinc finger transcription factor SNAIL, a well-known regulator of epithelial-mesenchymal transition (EMT) and a target gene of ER, was shown by Bossart et&#xa0;al. to be upregulated when both TAM and estrogen are present. ER recruitment to the SNAIL promoter was enhanced, and SNAIL overexpression was associated with G0/G1 arrest and reduced proliferation, implying that it may induce a dormant state in ILC cells that confers resistance (<xref ref-type="bibr" rid="B141">141</xref>). This proposed dormancy model, while intriguing, remains speculative. Whether SNAIL-mediated quiescence is a reversible survival mechanism or contributes to true therapy escape is yet to be validated <italic>in vivo</italic>.</p>
<p>Genomic alterations of the ER itself also contribute. ESR1 gene amplification (ESR1 gains) has been reported in over 20% of ILC samples, potentially enhancing ligand-independent ER signaling (<xref ref-type="bibr" rid="B126">126</xref>). Furthermore, Rebecca B. Riggins et&#xa0;al. identified the ERR&#x3b3;/AP1 signaling axis as a novel contributor to TAM resistance, where ERR&#x3b3; expression was associated with poor treatment response (<xref ref-type="bibr" rid="B142">142</xref>). However, ERR&#x3b3;&#x2019;s functional role in lobular carcinoma remains undercharacterized, and current evidence is mostly based on expression data without mechanistic dissection in ILC-specific contexts.</p>
<p>Taken together, these studies collectively support a multifaceted model of endocrine resistance in ILC involving structural enhancer rewiring, transcriptional reprogramming, and receptor-level genetic changes. Nevertheless, most findings are extrapolated from preclinical or mixed histology models. Future ILC-specific functional validation will be crucial to determine the translational value of these mechanisms.</p>
</sec>
<sec id="s3_3_4">
<label>3.3.4</label>
<title>Distinct lipid metabolism pathways</title>
<p>Alterations in lipid metabolism have been increasingly implicated in endocrine resistance in ILC, particularly in response to tamoxifen (TAM) and aromatase inhibitors (AIs). Sivadas et&#xa0;al. identified significant enrichment of peroxisome proliferator-activated receptor (PPAR) signaling and pathways regulating lipolysis in adipocytes within ILC tumors, suggesting a metabolic phenotype distinct from that of invasive ductal carcinoma (IDC) (<xref ref-type="bibr" rid="B143">143</xref>). Additionally, Narayanan et&#xa0;al., through integrated analysis of SCAN-B, TCGA, and METABRIC datasets, reported that cAMP/PKA/CREB signaling activity was elevated in ILC relative to IDC (<xref ref-type="bibr" rid="B144">144</xref>). This finding was further validated in both cell line and organoid models, supporting the notion that ILC exhibits a unique metabolic-transcriptional axis (<xref ref-type="bibr" rid="B144">144</xref>).</p>
<p>Further mechanistic insight was provided by Xu et&#xa0;al., who demonstrated that TAM-resistant ILC cells exhibited upregulated expression of aldo-keto reductase family members (AKR1C1/2/3), enzymes involved in fatty acid metabolism (<xref ref-type="bibr" rid="B145">145</xref>). Knockdown of these genes restored TAM sensitivity, implicating them in a functional resistance mechanism (<xref ref-type="bibr" rid="B145">145</xref>). Similarly, in the context of AI resistance, elevated expression of sterol regulatory element-binding protein 1 (SREBP1)&#x2014;a master regulator of lipid and cholesterol biosynthesis&#x2014;was correlated with lack of clinical response, highlighting a potential link between <italic>de novo</italic> lipogenesis and therapeutic escape in ILC (<xref ref-type="bibr" rid="B146">146</xref>).</p>
<p>Although these findings suggest compelling associations between lipid metabolic reprogramming and endocrine resistance in ILC, most current evidence is derived from transcriptomic analyses or <italic>in vitro</italic> systems. The clinical relevance and causality of these pathways remain to be validated in prospective patient cohorts and interventional studies. Moreover, whether targeting metabolic dependencies could effectively reverse resistance or enhance endocrine response in ILC has not yet been conclusively demonstrated. Therefore, while these metabolic signatures offer promising avenues for further exploration, they should currently be interpreted as hypothesis-generating rather than practice-changing.</p>
</sec>
<sec id="s3_3_5">
<label>3.3.5</label>
<title>DNA damage response and repair pathways</title>
<p>DNA repair mechanisms are known to play a crucial role in determining both therapeutic sensitivity and resistance in breast cancer. In a comprehensive transcriptomic analysis, Mohamed et&#xa0;al. identified a broad spectrum of DNA repair genes involved in diverse pathways, including translesion DNA synthesis, double-strand break (DSB) repair, homology-directed repair (HDR), Fanconi anemia (FA), and base excision repair (BER), among others (<xref ref-type="bibr" rid="B147">147</xref>). Interestingly, while ILC and IDC displayed broadly similar levels of DNA repair gene expression, their underlying transcriptomic signatures were notably distinct (<xref ref-type="bibr" rid="B125">125</xref>). While this observation suggests the core components of DNA repair machinery are conserved between subtypes, the transcriptional divergence may reflect subtype-specific regulatory contexts or functional consequences. Notably, current analyses rely on bulk data, potentially masking cell-type&#x2013;specific activity or microenvironmental modulation. Thus, whether DNA repair contributes meaningfully to resistance or therapeutic targeting in ILC remains unresolved and warrants further functional investigation.</p>
</sec>
<sec id="s3_3_6">
<label>3.3.6</label>
<title>TME (tumor microenvironment) and immune modulation</title>
<p>The tumor microenvironment (TME) plays a crucial role in regulating tumor growth, metabolism, immune evasion, and therapeutic response in ILC. Compared to IDC, ILC exhibits a distinct stromal and immune landscape that may inform novel treatment strategies.</p>
<sec id="s3_3_6_1">
<label>3.3.6.1</label>
<title>Stromal remodeling and cancer-associated fibroblasts (CAFs)</title>
<p>ILC is characterized by a more abundant but less mature vasculature and enriched stromal components, including CAFs and altered extracellular matrix (ECM) composition (<xref ref-type="bibr" rid="B148">148</xref>). CAFs in ILC differ from those in IDC, with higher expression of markers such as FAP-&#x3b1; and FSP-1/S100A4 (<xref ref-type="bibr" rid="B149">149</xref>). These cells are genetically stable yet epigenetically reprogrammed, contributing persistently to tumor progression (<xref ref-type="bibr" rid="B149">149</xref>).</p>
<p>Mechanistically, ILC CAFs secrete pregnancy-associated plasma protein A (PAPP-A), enhancing IGF-1 bioavailability and activating the IGF1R pathway in tumor epithelial cells. This paracrine loop may not only promote growth and invasion but also create an immunosuppressive microenvironment by affecting immune cell trafficking (<xref ref-type="bibr" rid="B150">150</xref>). These findings support a potential CAF-driven IGF1/IGF1R paracrine loop in ILC; however, direct links to immune suppression or metastatic progression remain to be functionally validated. Notably, Sflomos et&#xa0;al. identified overexpression of ECM regulators including LOXL1 in ILC stroma; inhibition of LOXL1 via BAPN disrupted ECM integrity, reduced ER signaling, and attenuated tumor progression (<xref ref-type="bibr" rid="B151">151</xref>), offering a promising CAF-targeted strategy. Recent spatial analyses revealed subtype-specific CAF profiles: pleomorphic ILCs were enriched in FAP+ and S100A4+ CAFs, while &#x3b1;-SMA+ CAFs were more common and spatially proximal in classic ILCs (<xref ref-type="bibr" rid="B152">152</xref>). This highlights the heterogeneity of CAFs within ILC and supports the rationale for subtype-specific stromal targeting.</p>
</sec>
<sec id="s3_3_6_2">
<label>3.3.6.2</label>
<title>Immune landscape and therapeutic implications</title>
<p>ILC demonstrates a predominantly &#x201c;immune cold&#x201d; phenotype: reduced TILs, increased TAMs, and a higher M2:M1 macrophage ratio&#x2014;particularly in the stromal compartment&#x2014;contribute to an immune-excluded microenvironment (<xref ref-type="bibr" rid="B153">153</xref>). Spatial dislocation of immune cells from tumor nests further impairs cytotoxic engagement and likely underlies the limited efficacy of immune checkpoint inhibitors (ICIs) in ILC (<xref ref-type="bibr" rid="B153">153</xref>). Nevertheless, about 17% of ILC tumors express PD-L1 on tumor cells or infiltrating lymphocytes, with a corresponding enrichment of CD8+ T cells, suggesting a potentially responsive subgroup (<xref ref-type="bibr" rid="B154">154</xref>). The GELATO trial reported a 20% response rate to carboplatin and PD-L1 blockade in triple-negative ILC (TN-ILC), a rare and underexplored subset with possibly greater immunogenicity. However, the limited sample size precludes firm conclusions and underscores the need for larger, subtype-specific trials.</p>
</sec>
<sec id="s3_3_6_3">
<label>3.3.6.3</label>
<title>Future directions and therapeutic opportunities</title>
<p>Collectively, these findings reveal a complex interplay between CAFs, ECM remodeling, and immune evasion in ILC. The CAF&#x2013;IGF axis and LOXL1-mediated ECM stiffening represent promising therapeutic targets. Moreover, integrating CAF-targeted agents or macrophage modulators (e.g., HDAC inhibitors) with ICIs may help overcome immune exclusion and resistance in ILC. To this end, single-cell and spatial transcriptomic approaches are urgently needed to delineate stromal-immune crosstalk and identify actionable stromal subtypes in ILC.</p>
</sec>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Invasive lobular carcinoma (ILC) displays distinct metastatic patterns compared to invasive ductal carcinoma (IDC), with a predisposition for the peritoneum, retroperitoneum, gastrointestinal tract, and leptomeninges&#x2014;sites often missed due to subtle radiologic features and low FDG avidity (<xref ref-type="bibr" rid="B155">155</xref>, <xref ref-type="bibr" rid="B156">156</xref>). Alternative modalities such as contrast-enhanced CT, MRI, or CSF cytology should be considered in high-risk patients to avoid disease underestimation. While therapeutic options for such metastases remain limited, experimental strategies like hyperthermic intraperitoneal chemotherapy (HIPEC) or intrathecal chemotherapy merit further exploration. Our analysis suggests that different ILC histologic subtypes may demonstrate variable metastatic propensities. However, histology-based stratification alone may not fully capture metastatic risk. Clinical parameters such as tumor burden, nodal status, anatomic involvement, and Ki-67 index should be integrated to refine treatment planning. Similarly, molecular subtypes may reflect intrinsic biology but lack consistent correlation with specific metastatic sites, due to limited and retrospective datasets. The scarcity of rare histologic subtypes and underutilization of detailed subtype diagnosis in earlier decades have contributed to data insufficiency. Artificial intelligence (AI) holds promise in addressing these gaps. Trained models can identify CDH1 inactivation&#x2014;a hallmark of ILC&#x2014;and assist in understanding its downstream effects, including altered metastatic routes and immune exclusion (<xref ref-type="bibr" rid="B157">157</xref>, <xref ref-type="bibr" rid="B158">158</xref>). AI can also enhance detection of occult nodal metastases, improving staging accuracy and informing systemic therapy choices (<xref ref-type="bibr" rid="B159">159</xref>). Furthermore, AI-driven pathology platforms may aid in building more precise classification systems, incorporating multi-modal data to better define metastatic risk and optimize treatment timing, particularly for chemotherapy in ILC. Current stratification strategies remain largely hypothesis-generating. Prospective multi-institutional cohorts, coupled with spatial profiling and AI-driven analytics, are needed to validate how histologic, molecular, and clinical features jointly determine ILC metastatic behavior and treatment response.</p>
<p>Early-stage ILC treatment remains largely empirical, with limited evidence supporting chemotherapy efficacy. Neoadjuvant chemotherapy (NACT) often yields suboptimal response in ILC, while the role of adjuvant chemotherapy (ACT) remains controversial. In contrast, neoadjuvant endocrine therapy (NET) is gaining attention but lacks definitive clinical guidance or routine application. Given these uncertainties, our review advocates a dual-layered stratification incorporating both molecular profiles (e.g., luminal A/B) and clinical-pathologic parameters (tumor size, nodal status, Ki-67 index, histologic subtype) to define high-risk vs. low-risk patients. Such integrative assessment may better inform surgical planning and adjuvant treatment strategies. For advanced disease, systemic therapy guided by hormone receptor (HR) and HER2 status remains the cornerstone. However, local treatment options may offer added benefit, especially for symptom-driven metastatic lesions: HIPEC for peritoneal carcinomatosis, intrathecal chemotherapy for leptomeningeal disease, or stereotactic radiotherapy for oligometastatic involvement. Targeted therapies aimed at frequent ILC alterations&#x2014;CDH1 loss, PI3KCA mutations, ERBB2 mutations&#x2014;may further refine systemic approaches (<xref ref-type="bibr" rid="B160">160</xref>). Meanwhile, immune checkpoint blockade and other novel modalities are under exploration, though their efficacy in ILC remains to be fully established. <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> outlines the current and emerging treatment paradigms for ILC, integrating histologic subtypes, endocrine sensitivity, and molecular vulnerabilities to support stage-specific therapeutic strategies.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Conceptual framework for stage-specific management in invasive lobular carcinoma (ILC). This schematic illustrates a proposed treatment framework for ILC, integrating current clinical practice with emerging stratification strategies. In early-stage disease, accurate diagnosis is followed by risk-adapted treatment selection: Low-risk patients may undergo surgery alone or receive neoadjuvant endocrine therapy. High-risk patients, based on molecular subtypes, pathological characteristics and tumor stages, may benefit from neoadjuvant chemotherapy or intensified endocrine regimens. Postoperative high-risk individuals may consider adjuvant CDK4/6 inhibitors or chemotherapy intensification. Extended follow-up is recommended, with symptom-guided evaluation for atypical metastatic sites such as the peritoneum, gastrointestinal tract, and central nervous system. In advanced-stage ILC, local and systemic therapies should proceed concurrently. Systemic therapy decisions should incorporate molecular subtype and ILC-specific alterations (e.g., CDH1 loss, PIK3CA mutations, rare actionable targets).This framework remains exploratory and hypothesis-generating, underscoring the need for prospective data and ILC-specific clinical trials to refine precision treatment approaches.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-15-1631670-g004.tif">
<alt-text content-type="machine-generated">Flowchart depicting the treatment plan for invasive lobular carcinoma (ILC). It outlines steps for early-stage ILC through imaging, risk assessment, and treatment options like surgery, radiotherapy, and adjuvant therapy. The chart details advanced ILC symptoms, local and systemic therapies, including different strategies based on HER2 status. Follow-up recommendations highlight long-term imaging and surveillance for uncommon metastatic sites.</alt-text>
</graphic>
</fig>
<p>To refine treatment strategies, recent trials have introduced multi-omics-based classification systems, notably the Subtype Network Fusion (SNF) framework developed by Professor Zhimin Shao&#x2019;s group. Originally applied to IDC, SNF stratifies luminal A tumors into four transcriptomic subtypes (SNF1&#x2013;SNF4), each associated with unique therapeutic vulnerabilities (<xref ref-type="bibr" rid="B161">161</xref>). Between 2022 and 2024, three early-stage HR+/HER2&#x2212; trials have adopted SNF-guided interventions&#x2014;for example, NCT05891093 evaluates fluzoparib in SNF3, while NCT05889871 investigates apatinib in SNF4 tumors. Though SNF has yet to be validated in ILC, it provides a model for biologically informed treatment selection. Beyond SNF, several ILC-specific trials have emerged. These include ROS1 inhibitor repotrectinib in metastatic ILC (NCT04551495), HER2 mutation-targeted therapies (NCT05911910), and small molecule TKIs in the advanced setting (NCT06408168). In early-stage HR+ ILC, NCT06144268 explores CDK4/6 inhibitors in the neoadjuvant setting. Additionally, NCT06067503 investigates predictive biomarkers associated with endocrine resistance specifically in ILC. <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> compiles recent (2022&#x2013;2024) clinical trials specific to ILC, reflecting ongoing progress in endocrine and targeted therapies. <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> provides a parallel summary of clinical trials in early-stage HR+/HER2&#x2212; breast cancer, emphasizing SNF subtypes and novel molecular targets.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>On-going clinical trials of invasive lobular carcinoma from 2022-2024.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Serial number</th>
<th valign="middle" align="center">Title</th>
<th valign="middle" align="center">Stage</th>
<th valign="middle" align="center">Start time</th>
<th valign="middle" align="center">End time</th>
<th valign="middle" align="center">Phase</th>
<th valign="middle" align="center">Number of patients</th>
<th valign="middle" align="center">Arms</th>
<th valign="middle" align="center">Primary endpoint:</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">NCT04551495</td>
<td valign="middle" align="center">Neoadjuvant Study of Targeting ROS1 in Combination With Endocrine Therapy in Invasive Lobular Carcinoma of the Breast</td>
<td valign="middle" align="center">early</td>
<td valign="middle" align="center">2021/1/14</td>
<td valign="middle" align="center">2025/1/1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">65</td>
<td valign="middle" align="center">single arm: Subjects will receive four 28-day cycles of letrozole 2.5 mg daily in combination with neratinib 600 mg daily. Pre-menopausal women will receive goserelin 3.6 mg every 28 days.</td>
<td valign="middle" align="center">Residual Cancer Burden (RCB)</td>
</tr>
<tr>
<td valign="middle" align="center">NCT0591910</td>
<td valign="middle" align="center">Neoadjuvant Neratinib in Stage I-III HER2-Mutated Lobular Breast Cancers</td>
<td valign="middle" align="center">early</td>
<td valign="middle" align="center">2025/1/31</td>
<td valign="middle" align="center">2031/4/30</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">30</td>
<td valign="middle" align="center">4weeks as a cycle, for 24 weeks<break/>Treatment A (endocrine therapy)<break/>Treatment B (endocrine therapy, neratinib)</td>
<td valign="middle" align="center">Preoperative endocrine prognostic index score(Up to 5 years)</td>
</tr>
<tr>
<td valign="middle" align="center">NCT02764541</td>
<td valign="middle" align="center">Palbociclib and Endocrine Therapy for Lobular Breast Cancer Preoperative Study (PELOPS): A Randomized Phase II Study of Palbociclib With Letrozole Versus Letrozole Alone for Invasive Lobular Carcinoma and Invasive Ductal Carcinoma (PELOPS)</td>
<td valign="middle" align="center">early</td>
<td valign="middle" align="center">2016/5/24</td>
<td valign="middle" align="center">2031/4/1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">195(84 43.8%)</td>
<td valign="middle" align="center">Arm1:Tamoxifen&#x2013;endocrine therapy<break/>Arm2: letrozole&#x2013;endocrine therapy<break/>Arm3: Tamoxifen&#x2013;Palbociclib+endocrine therapy<break/>Arm4: letrozole&#x2013;Palbociclib+endocrine therapy</td>
<td valign="middle" align="center">Difference in Anti-proliferative Activity of Patients Given Letrozole Versus Tamoxifen During the Window Phase; Pathologic Complete Response (pCR) of Patients Given Endocrine Therapy Plus Palbociclib and of Endocrine Therapy Alone During the Treatment Phase</td>
</tr>
<tr>
<td valign="middle" align="center">NCT01953588</td>
<td valign="middle" align="center">Fulvestrant and/&#x200b;or Anastrozole in Treating Postmenopausal Patients With Stage II-III Breast Cancer Undergoing Surgery</td>
<td valign="middle" align="center">early</td>
<td valign="middle" align="center">2013/12/13</td>
<td valign="middle" align="center">2025/8/31</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">1473</td>
<td valign="middle" align="center">Arm I (anastrozole);<break/>Arm II (fulvestrant);<break/>Arm III (anastrozole and fulvestrant)</td>
<td valign="middle" align="center">Rate of endocrine resistant disease-(First Phase) [Time Frame: Up to 24 weeks]<break/>Pathologic complete response rate-(pCR rate) [Time Frame: Up to 24 weeks]<break/>Recurrence-free survival (RFS)-(Second Phase) [Time Frame: Up to 5 years]</td>
</tr>
<tr>
<td valign="middle" align="center">NCT06408168</td>
<td valign="middle" align="center">Phase II Study of REPotrectinib With or Without Fulvestrant in Patients With Hormone Receptor-positive Human Epidermal Growth Factor 2-negative Metastatic Invasive Lobular Carcinoma Who Received a Prior Endocrine Therapy in Combination With Cyclin-dependent Kinase 4 and 6 Inhibitor (REPLOT Trial) CDK4/6</td>
<td valign="middle" align="center">advanced</td>
<td valign="middle" align="center">2024/8/8</td>
<td valign="middle" align="center">2027/12/31</td>
<td valign="middle" align="center">1, 2</td>
<td valign="middle" align="center">58</td>
<td valign="middle" align="center">Cohort 1:fulvestrant combined with repotrectinib (either use at the same time or in a sequential way in every treatment cycle for 6 months)<break/>Cohort 2: have received fulcestrant in the earlier treatment and will receive repotreatinib alone</td>
<td valign="middle" align="center">6-month progression free survival (PFS)</td>
</tr>
<tr>
<td valign="middle" align="center">NCT06067503</td>
<td valign="middle" align="center">Integrating Minimally Invasive Biomarkers of Estrogen Signaling to Detect Endocrine Therapy Resistance in Metastatic Invasive Lobular Breast Cancer</td>
<td valign="middle" align="center">advanced</td>
<td valign="middle" align="center">2024/4/30</td>
<td valign="middle" align="center">2026/1/1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">8(recruiting)</td>
<td valign="middle" align="center">Experimental: Participants with ER/PR+ metastatic lobular breast cancer (LBC)</td>
<td valign="middle" align="center">1.Number of Participants who have decreased FFNP uptake on PET/CT in response to endocrine therapy<break/>2.Number of Participants who have decrease in circulating tumor cell estrogen signaling in response to endocrine therapy<break/>3.Baseline level and on-treatment CTC ESR1 and estrogen regulated gene expression will be evaluated as well as endocrine-resistance associated mutations including ESR1 (though rare in this patient population) and PGR.<break/>Number of Participants who have a decrease in concentration of Circulating Tumor DNA in response to endocrine therapy</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>On-going clinical trials of early stage HR-positive HER2-negative Breast Carcinoma from 2022-2024.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Serial number</th>
<th valign="middle" align="center">Name</th>
<th valign="middle" align="center">Start time</th>
<th valign="middle" align="center">End time</th>
<th valign="middle" align="center">Phase</th>
<th valign="middle" align="center">Number of patients</th>
<th valign="middle" align="center">Inclusion criteria</th>
<th valign="middle" align="center">Arms</th>
<th valign="middle" align="center">Primary endpoint</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">NCT05809024</td>
<td valign="middle" align="center">Select the Appropriate Population for Adding CDK4/6i to Neoadjuvant Endocrine Therapy in High-Risk Early HR+/HER2-breast Cancer Based on Molecular Marker CDK4/6</td>
<td valign="middle" align="center">2023/3/1</td>
<td valign="middle" align="center">2026/3/25</td>
<td valign="middle" align="right">4</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">cT2-cT4/cN0-cN3/cM0 (clinical phase II and III);HR+/HER2- breast cancer</td>
<td valign="middle" align="center">Single Arm:Hormone receptor positive,HER2 negative participants will receive letrozole as neoadjuvant endocrine therapy, if ki67 was higher than 10% after two weeks,CDK4/6 Inhibitor was added.</td>
<td valign="middle" align="center">ki67 index [Time Frame: Up to approximately 2 weeks]</td>
</tr>
<tr>
<td valign="middle" align="center">NCT05512416</td>
<td valign="middle" align="center">Neoadjuvant Dalpiciclib Plus Letrozole for HR+/HER2- Breast Cancer: A Single Arm, Open Label, Phase II Trial</td>
<td valign="middle" align="center">2022/8/1</td>
<td valign="middle" align="center">2024/5/1</td>
<td valign="middle" align="right">2</td>
<td valign="middle" align="center">35</td>
<td valign="middle" align="center">Operable patients with ER+ (&gt;10%), HER2- invasive breast carcinomas, regardless of PR level. ;</td>
<td valign="middle" align="center">Single Arm:patients with stage IIB-III HR+/HER2- breast cancer;Six 4-week cycles of dalpiciclib orally, 150mg, day 1-21, and letrozole orally, 2.5 mg, day 1-28</td>
<td valign="middle" align="center">Complete cell-cycle arrest at C1D15, defined as ki67 &#x2264; 2.7% [Time Frame: up 2 years]<break/>From the date into this study(signed ICF) to C1D15,defined as ki67 &#x2264; 2.7%</td>
</tr>
<tr>
<td valign="middle" align="center">NCT05512780</td>
<td valign="middle" align="center">An Exploratory Clinical Study of CDK4/6 Inhibitor Dalpiciclib Combined With Letrozole in Neoadjuvant Treatment of Stage II-III HR-positive/HER2-negative Breast Cancer</td>
<td valign="middle" align="center">2022/9/10</td>
<td valign="middle" align="center">2024/8/10</td>
<td valign="middle" align="right">2</td>
<td valign="middle" align="center">30</td>
<td valign="middle" align="center">Treatment-naive patients with (ER) positive (&gt;10%), HER2 -negative invasive breast cancer regardless of PR expression level.</td>
<td valign="middle" align="center">Single Arm:Dalpiciclib combined with Letrozole,28 days as one cycle.<break/>Dalpiciclib: 150 mg (p.o.) was given once daily for 3 weeks, followed by 1 week off in each 4-week cycle.<break/>Letrozole: 2.5mg, p.o., once a day, continuous administration.</td>
<td valign="middle" align="center">ORR [Time Frame: 24 months]<break/>Objective response rate</td>
</tr>
<tr>
<td valign="middle" align="center">NCT06650748</td>
<td valign="middle" align="center">Multigene Risk Score Combined With Ki-67 Dynamic Assessment in Stratified Neoadjuvant Endocrine Therapy Treatment With or Without CDK4/6 Inhibitors in HR+/HER2- Breast Cancer: a Randomize-controlled Study</td>
<td valign="middle" align="center">2024/11/15</td>
<td valign="middle" align="center">2028/4/1</td>
<td valign="middle" align="right">2</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">&#x2264;T2N1M0 HR+/HER2- invasive breast cancer, Ki67&#x2265;+20%, ER expression &gt;50%</td>
<td valign="middle" align="center">Arm1:gene high-risk according to Epclin who are insensitive to single-agent AI treatment for two weeks;<break/>Arm2:gene high-risk according to Epclin who are sensitive to single-agent AI treatment for two weeks and gene low-risk according to Epclin who are insensitive to single-agent AI treatment for two weeks, randomly assigned to letrozole treatment arm;<break/>Arm3:gene high-risk according to Epclin who are sensitive to single-agent AI treatment for two weeks and gene low-risk according to Epclin who are insensitive to single-agent AI treatment for two weeks, randomly assigned to Dalpiciclib and letrozole treatment arm;<break/>Arm4:gene low-risk according to Epclin who are sensitive to single-agent AI treatment for two weeks</td>
<td valign="middle" align="center">The proportion of (PEPI score 0 + pCR) in patients with discordant EPclin scores and Ki67 assessments who were randomly assigned to the &#x201c;+CDK4/6i&#x201d; group [Time Frame: Start of treatment until 6-month follow-up]</td>
</tr>
<tr>
<td valign="middle" align="center">NCT05891093</td>
<td valign="middle" align="center">A Prospective, Randomized, Open-label Phase III Clinical Study of the Efficacy and Safety of Fluzoparib Combined With Adjuvant Endocrine Therapy Versus Adjuvant Endocrine Therapy for HR+/HER2- SNF3-subtype Early Breast Cancer (BCTOP-L-A01)</td>
<td valign="middle" align="center">2023/6/1</td>
<td valign="middle" align="center">2031/5/31</td>
<td valign="middle" align="right">1</td>
<td valign="middle" align="center">766</td>
<td valign="middle" align="center">stage T2-4N0-3M0, ER+/HER2- ;SNF3;have previously received neoadjuvant chemotherapy and/or adjuvant chemotherapy;</td>
<td valign="middle" align="center">Experimental: Fluzoparib+Endocrine Therapy<break/>Fluzoparib 50mg bid orally for 1 year, combined with physician&#x2019;s choice of endocrine therapy as clinically indicated (eg, aromatase inhibitor, tamoxifen, toremifene endocrine therapy for 5 to 10 years; CDK4/6 inhibitor therapy for 2 years; ovarian function suppression with LHRH agonist).<break/>Active Comparator: Endocrine Therapy<break/>Physician&#x2019;s choice of endocrine therapy as clinically indicated (eg, aromatase inhibitor, tamoxifen, toremifene endocrine therapy for 5 to 10 years; CDK4/6 inhibitor therapy for 2 years; ovarian function suppression with LHRH agonist).</td>
<td valign="middle" align="center">invasive disease free survival (iDFS)</td>
</tr>
<tr>
<td valign="middle" align="center">NCT05889871</td>
<td valign="middle" align="center">A Randomized, Controlled, Open-label<break/>, Phase III Clinical Trial of Adjuvant Intensive Therapy for HR+/HER2-SNF4 Early Breast Cancer Based on SNF Molecular Classification</td>
<td valign="middle" align="center">2023/6/1</td>
<td valign="middle" align="center">2026/6/1</td>
<td valign="middle" align="right">3</td>
<td valign="middle" align="center">916</td>
<td valign="middle" align="center">pT2-4N0-3M0 HR+/HER2- invasive breast cancer ;SNF4 subtype;No more than 16 months from surgery to randomization, and no more than 12 weeks after non-endocrine therapy;</td>
<td valign="middle" align="center">Experimental: Standard endocrine therapy plus Apatinib<break/>5 to 10 years of endocrine therapy (e.g., aromatase inhibitors, tamoxifen, LHRH agonists, etc.) and 2 years of CDK4/6 inhibitors, depending on clinical indications. plus Apatinib, 250mg orally once a day;<break/>Active Comparator: Standard endocrine therapy<break/>5 to 10 years of endocrine therapy (e.g., aromatase inhibitors, tamoxifen, LHRH agonists, etc.) and 2 years of CDK4/6 inhibitors, depending on clinical indications.</td>
<td valign="middle" align="center">3-year survival without invasive disease (iDFS)</td>
</tr>
<tr>
<td valign="middle" align="center">NCT06650423</td>
<td valign="middle" align="center">ONCO-ADHER: Adherence to Treatment With an Aromatase Inhibitors With or Without Abemaciclib in Patients With Early-stage, Endocrine-dependent, HER-2-negative Breast Cancer</td>
<td valign="middle" align="center">2024/10/20</td>
<td valign="middle" align="center">2026/3/1</td>
<td valign="middle" align="center">Observational</td>
<td valign="middle" align="center">319</td>
<td valign="middle" align="center">Early HR+/HER-2- BC;Patient is receiving adjuvant therapy with an aromatase inhibitor (letrozole, anastrozole or exemestane), with or without a CDK4/6 inhibitor abemaciclib, for no more than 18 months,</td>
<td valign="middle" align="center">Arm1:Aromatase inhibitor + abemaciclib<break/>Adult women with early HR+ HER2- breast cancer, eligible for treatment with aromatase inhibitor + abemaciclib, both prescribed prior inclusion into study, irrespective of protocol, as per regular clinical practice;<break/>Arm2:Aromatase inhibitor<break/>Adult women with early HR+ HER2- breast cancer, eligible for treatment with aromatase inhibitor, prescribed prior inclusion into study, irrespective of protocol, as per regular clinical practice</td>
<td valign="middle" align="center">Medication adherence in proportion of days covered (PDC);<break/>Medication adherence in proportion of days covered (PDC) [Time Frame: Month 6 after starting dose]</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>This review provides a comprehensive analysis of invasive lobular carcinoma (ILC) by examining metastatic patterns across different histologic subtypes, alongside a preliminary exploration of subtype-based risk stratification. While current evidence for formal risk categories remains limited, integrating histologic and molecular features offers insights into the broader metastatic spectrum of ILC compared with invasive ductal carcinoma (IDC). In addition, we summarize current clinical management strategies and highlight potential avenues for targeted and immunotherapeutic approaches. Our review of recent (2022&#x2013;2024) clinical trials reveals growing interest in ILC-specific targets and paves the way for individualized treatment pathways. Overall, this work emphasizes the unique metastatic behavior of ILC as a foundation for guiding clinical decision-making, while underscoring the need for large-scale studies, multi-omics integration, and prospective trials to refine personalized treatment pathways.</p>
</sec>
<sec id="s6">
<title>Ethics statement</title>
<p>The study was conducted according to the guidelines of the Declaration of Helsinki, approved by the Institutional Review Board (IRB) at the First Affiliated Hospital of Xi&#x2019;an Jiaotong University (The approval number: XJTU1AF2025LSYY-458).</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>BY: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. LY:&#xa0;Writing &#x2013; review &amp; editing. HW: Conceptualization, Writing &#x2013; review &amp; editing. JiY: Conceptualization, Funding acquisition, Investigation, Methodology, Writing &#x2013; review &amp; editing. JiaY: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. This review article was funded by Natural Science Foundation of Shaanxi Province, grant number No.2020JQ-495 and Beijing Kechuang Medical Development Foundation, grant number KC2023-JX-0082-10.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We sincerely thank all the researchers and clinicians who contributed to this study. We appreciate the support from The First Affiliated Hospital of Xi&#x2019;an Jiaotong University and the funding pro-vided by Natural Science Foundation of Shaanxi Province and Beijing Kechuang Medical Development Foundation. Special thanks to our colleagues for their valuable discussions and technical assistance.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare no conflicts of interest. The funders had no role in the writing of the manuscript.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Van Baelen</surname> <given-names>K</given-names>
</name>
<name>
<surname>Geukens</surname> <given-names>T</given-names>
</name>
<name>
<surname>Maetens</surname> <given-names>M</given-names>
</name>
<name>
<surname>Tjan-Heijnen</surname> <given-names>V</given-names>
</name>
<name>
<surname>Lord</surname> <given-names>CJ</given-names>
</name>
<name>
<surname>Linn</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Current and future diagnostic and treatment strategies for patients with invasive lobular breast cancer</article-title>. <source>Ann Oncol: Off J Eur Soc Med Oncol</source>. (<year>2022</year>) <volume>33</volume>:<page-range>769&#x2013;85</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.annonc.2022.05.006</pub-id>, PMID: <pub-id pub-id-type="pmid">35605746</pub-id></citation></ref>
<ref id="B2">
<label>2</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>CI</given-names>
</name>
<name>
<surname>Weiss</surname> <given-names>NS</given-names>
</name>
<name>
<surname>Stanford</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Daling</surname> <given-names>JR</given-names>
</name>
</person-group>. <article-title>Hormone replacement therapy in relation to risk of lobular and ductal breast carcinoma in middle-aged women</article-title>. <source>Cancer</source>. (<year>2000</year>) <volume>88</volume>:<page-range>2570&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/1097-0142(20000601)88:11&lt;2570::AID-CNCR20&gt;3.0.CO;2-O</pub-id>
</citation></ref>
<ref id="B3">
<label>3</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Reig</surname> <given-names>B</given-names>
</name>
<name>
<surname>Heacock</surname> <given-names>L</given-names>
</name>
</person-group>. <article-title>Invasive lobular carcinoma in the screening setting</article-title>. <source>J Breast Imaging</source>. (<year>2025</year>) <volume>7</volume>:<fpage>3</fpage>&#x2013;<lpage>15</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/jbi/wbae082</pub-id>, PMID: <pub-id pub-id-type="pmid">39657621</pub-id></citation></ref>
<ref id="B4">
<label>4</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Findlay-Shirras</surname> <given-names>LJ</given-names>
</name>
<name>
<surname>Lima</surname> <given-names>I</given-names>
</name>
<name>
<surname>Smith</surname> <given-names>G</given-names>
</name>
<name>
<surname>Clemons</surname> <given-names>M</given-names>
</name>
<name>
<surname>Arnaout</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Population trends in lobular carcinoma of the breast: the Ontario experience</article-title>. <source>Ann Surg Oncol</source>. (<year>2020</year>) <volume>27</volume>:<page-range>4711&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-020-08895-8</pub-id>, PMID: <pub-id pub-id-type="pmid">32725525</pub-id></citation></ref>
<ref id="B5">
<label>5</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuo</surname> <given-names>WH</given-names>
</name>
<name>
<surname>Yen</surname> <given-names>AMF</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>PH</given-names>
</name>
<name>
<surname>Hou</surname> <given-names>MF</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>SC</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>KM</given-names>
</name>
<etal/>
</person-group>. <article-title>Incidence and risk factors associated with bilateral breast cancer in area with early age diagnosis but low incidence of primary breast cancer: analysis of 10-year longitudinal cohort in Taiwan</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2006</year>) <volume>99</volume>:<page-range>221&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-006-9194-z</pub-id>, PMID: <pub-id pub-id-type="pmid">16544057</pub-id></citation></ref>
<ref id="B6">
<label>6</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Li</surname> <given-names>S</given-names>
</name>
<name>
<surname>Lv</surname> <given-names>M</given-names>
</name>
<name>
<surname>Shen</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>B</given-names>
</name>
<etal/>
</person-group>. <article-title>Invasive lobular carcinoma of the breast: A special histological type compared with invasive ductal carcinoma</article-title>. <source>PloS One</source>. (<year>2017</year>) <volume>12</volume>:<fpage>e0182397</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0182397</pub-id>, PMID: <pub-id pub-id-type="pmid">28863134</pub-id></citation></ref>
<ref id="B7">
<label>7</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Akdeniz</surname> <given-names>D</given-names>
</name>
<name>
<surname>Kramer</surname> <given-names>I</given-names>
</name>
<name>
<surname>Van Deurzen</surname> <given-names>CHM</given-names>
</name>
<name>
<surname>Heemskerk-Gerritsen</surname> <given-names>BAM</given-names>
</name>
<name>
<surname>Schaapveld</surname> <given-names>M</given-names>
</name>
<name>
<surname>Westenend</surname> <given-names>PJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Risk of metachronous contralateral breast cancer in patients with primary invasive lobular breast cancer: Results from a nationwide cohort</article-title>. <source>Cancer Med</source>. (<year>2023</year>) <volume>12</volume>:<page-range>3123&#x2013;33</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/cam4.5235</pub-id>, PMID: <pub-id pub-id-type="pmid">36127572</pub-id></citation></ref>
<ref id="B8">
<label>8</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>B</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>W</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>J</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>D</given-names>
</name>
<name>
<surname>Tao</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Jin</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>A study of clinical and molecular characteristics in bilateral primary breast cancer</article-title>. <source>Cancer Med</source>. (<year>2023</year>) <volume>12</volume>:<page-range>15881&#x2013;92</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/cam4.6226</pub-id>, PMID: <pub-id pub-id-type="pmid">37293877</pub-id></citation></ref>
<ref id="B9">
<label>9</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schulze</surname> <given-names>AK</given-names>
</name>
<name>
<surname>Hoskin</surname> <given-names>TL</given-names>
</name>
<name>
<surname>Moldoveanu</surname> <given-names>D</given-names>
</name>
<name>
<surname>Sturz</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Boughey</surname> <given-names>JC</given-names>
</name>
</person-group>. <article-title>Tumor characteristics of bilateral breast cancer compared with unilateral breast cancer</article-title>. <source>Ann Surg Oncol</source>. (<year>2024</year>) <volume>31</volume>:<page-range>947&#x2013;56</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-023-14451-x</pub-id>, PMID: <pub-id pub-id-type="pmid">37906382</pub-id></citation></ref>
<ref id="B10">
<label>10</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Johnson</surname> <given-names>K</given-names>
</name>
<name>
<surname>Sarma</surname> <given-names>D</given-names>
</name>
<name>
<surname>Hwang</surname> <given-names>ES</given-names>
</name>
</person-group>. <article-title>Lobular breast cancer series: imaging</article-title>. <source>Breast Cancer Res: BCR</source>. (<year>2015</year>) <volume>17</volume>:<fpage>94</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13058-015-0605-0</pub-id>, PMID: <pub-id pub-id-type="pmid">26163296</pub-id></citation></ref>
<ref id="B11">
<label>11</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Narbe</surname> <given-names>U</given-names>
</name>
<name>
<surname>Bendahl</surname> <given-names>PO</given-names>
</name>
<name>
<surname>Fern&#xf6;</surname> <given-names>M</given-names>
</name>
<name>
<surname>Ingvar</surname> <given-names>C</given-names>
</name>
<name>
<surname>Dihge</surname> <given-names>L</given-names>
</name>
<name>
<surname>Ryd&#xe9;n</surname> <given-names>L</given-names>
</name>
</person-group>. <article-title>St Gallen 2019 guidelines understage the axilla in lobular breast cancer: a population-based study</article-title>. <source>Br J Surg</source>. (<year>2021</year>) <volume>108</volume>:<page-range>1465&#x2013;73</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/bjs/znab327</pub-id>, PMID: <pub-id pub-id-type="pmid">34636842</pub-id></citation></ref>
<ref id="B12">
<label>12</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cocco</surname> <given-names>D</given-names>
</name>
<name>
<surname>ElSherif</surname> <given-names>A</given-names>
</name>
<name>
<surname>Wright</surname> <given-names>MD</given-names>
</name>
<name>
<surname>Dempster</surname> <given-names>MS</given-names>
</name>
<name>
<surname>Kruse</surname> <given-names>ML</given-names>
</name>
<name>
<surname>Li</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Invasive lobular breast cancer: data to support surgical decision making</article-title>. <source>Ann Surg Oncol</source>. (<year>2021</year>) <volume>28</volume>:<page-range>5723&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-021-10455-7</pub-id>, PMID: <pub-id pub-id-type="pmid">34324111</pub-id></citation></ref>
<ref id="B13">
<label>13</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fernandez</surname> <given-names>B</given-names>
</name>
<name>
<surname>Paish</surname> <given-names>EC</given-names>
</name>
<name>
<surname>Green</surname> <given-names>AR</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>AHS</given-names>
</name>
<name>
<surname>Macmillan</surname> <given-names>RD</given-names>
</name>
<name>
<surname>Ellis</surname> <given-names>IO</given-names>
</name>
<etal/>
</person-group>. <article-title>Lymph-node metastases in invasive lobular carcinoma are different from those in ductal carcinoma of the breast</article-title>. <source>J Clin Pathol</source>. (<year>2011</year>) <volume>64</volume>:<fpage>995</fpage>&#x2013;<lpage>1000</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1136/jclinpath-2011-200151</pub-id>, PMID: <pub-id pub-id-type="pmid">21712309</pub-id></citation></ref>
<ref id="B14">
<label>14</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jain</surname> <given-names>S</given-names>
</name>
<name>
<surname>Fisher</surname> <given-names>C</given-names>
</name>
<name>
<surname>Smith</surname> <given-names>P</given-names>
</name>
<name>
<surname>Millis</surname> <given-names>RR</given-names>
</name>
<name>
<surname>Rubens</surname> <given-names>RD</given-names>
</name>
</person-group>. <article-title>Patterns of metastatic breast cancer in relation to histological type</article-title>. <source>Eur J Cancer</source>. (<year>1993</year>) <volume>29A</volume>:<page-range>2155&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/0959-8049(93)90053-I</pub-id>, PMID: <pub-id pub-id-type="pmid">8297656</pub-id></citation></ref>
<ref id="B15">
<label>15</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ferlicot</surname> <given-names>S</given-names>
</name>
<name>
<surname>Vincent-Salomon</surname> <given-names>A</given-names>
</name>
<name>
<surname>M&#xe9;dioni</surname> <given-names>J</given-names>
</name>
<name>
<surname>Genin</surname> <given-names>P</given-names>
</name>
<name>
<surname>Rosty</surname> <given-names>C</given-names>
</name>
<name>
<surname>Sigal-Zafrani</surname> <given-names>B</given-names>
</name>
<etal/>
</person-group>. <article-title>Wide metastatic spreading in infiltrating lobular carcinoma of the breast</article-title>. <source>Eur J Cancer (Oxford England: 1990)</source>. (<year>2004</year>) <volume>40</volume>:<page-range>336&#x2013;41</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ejca.2003.08.007</pub-id>, PMID: <pub-id pub-id-type="pmid">14746850</pub-id></citation></ref>
<ref id="B16">
<label>16</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bhaludin</surname> <given-names>BN</given-names>
</name>
<name>
<surname>Tunariu</surname> <given-names>N</given-names>
</name>
<name>
<surname>Koh</surname> <given-names>DM</given-names>
</name>
<name>
<surname>Messiou</surname> <given-names>C</given-names>
</name>
<name>
<surname>Okines</surname> <given-names>AF</given-names>
</name>
<name>
<surname>McGrath</surname> <given-names>SE</given-names>
</name>
<etal/>
</person-group>. <article-title>A review on the added value of whole-body MRI in metastatic lobular breast cancer</article-title>. <source>Eur Radiol</source>. (<year>2022</year>) <volume>32</volume>:<page-range>6514&#x2013;25</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00330-022-08714-6</pub-id>, PMID: <pub-id pub-id-type="pmid">35384456</pub-id></citation></ref>
<ref id="B17">
<label>17</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Makhlouf</surname> <given-names>S</given-names>
</name>
<name>
<surname>Atallah</surname> <given-names>NM</given-names>
</name>
<name>
<surname>Polotto</surname> <given-names>S</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>AHS</given-names>
</name>
<name>
<surname>Green</surname> <given-names>AR</given-names>
</name>
<name>
<surname>Rakha</surname> <given-names>EA</given-names>
</name>
</person-group>. <article-title>Deciphering the clinical behaviour of invasive lobular carcinoma of the breast defines an aggressive subtype</article-title>. <source>Cancers</source>. (<year>2024</year>) <volume>16</volume>:<fpage>1893</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cancers16101893</pub-id>, PMID: <pub-id pub-id-type="pmid">38791971</pub-id></citation></ref>
<ref id="B18">
<label>18</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>He</surname> <given-names>H</given-names>
</name>
<name>
<surname>Gonzalez</surname> <given-names>A</given-names>
</name>
<name>
<surname>Robinson</surname> <given-names>E</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>WT</given-names>
</name>
</person-group>. <article-title>Distant metastatic disease manifestations in infiltrating lobular carcinoma of the breast</article-title>. <source>Am J Roentgenol</source>. (<year>2014</year>) <volume>202</volume>:<page-range>1140&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2214/AJR.13.11156</pub-id>, PMID: <pub-id pub-id-type="pmid">24758672</pub-id></citation></ref>
<ref id="B19">
<label>19</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harris</surname> <given-names>M</given-names>
</name>
<name>
<surname>Howell</surname> <given-names>A</given-names>
</name>
<name>
<surname>Chrissohou</surname> <given-names>M</given-names>
</name>
<name>
<surname>Swindell</surname> <given-names>RI</given-names>
</name>
<name>
<surname>Hudson</surname> <given-names>M</given-names>
</name>
<name>
<surname>Sellwood</surname> <given-names>RA</given-names>
</name>
</person-group>. <article-title>A comparison of the metastatic pattern of infiltrating lobular carcinoma and infiltrating duct carcinoma of the breast</article-title>. <source>Br J Cancer</source>. (<year>1984</year>) <volume>50</volume>:<fpage>23</fpage>&#x2013;<lpage>30</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/bjc.1984.135</pub-id>, PMID: <pub-id pub-id-type="pmid">6331484</pub-id></citation></ref>
<ref id="B20">
<label>20</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Blohmer</surname> <given-names>M</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>L</given-names>
</name>
<name>
<surname>Atkinson</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Beriwal</surname> <given-names>S</given-names>
</name>
<name>
<surname>Rodr&#xed;guez-L&#xf3;pez</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Rosenzweig</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Patient treatment and outcome after breast cancer orbital and periorbital metastases: a comprehensive case series including analysis of lobular versus ductal tumor histology</article-title>. <source>Breast Cancer Res</source>. (<year>2020</year>) <volume>22</volume>:<fpage>70</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13058-020-01309-3</pub-id>, PMID: <pub-id pub-id-type="pmid">32586354</pub-id></citation></ref>
<ref id="B21">
<label>21</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rodrigues Alves</surname> <given-names>N</given-names>
</name>
<name>
<surname>Duarte</surname> <given-names>AF</given-names>
</name>
<name>
<surname>Ribeiro</surname> <given-names>DF</given-names>
</name>
<name>
<surname>Silva</surname> <given-names>RS</given-names>
</name>
<name>
<surname>Carvalho</surname> <given-names>BA</given-names>
</name>
<name>
<surname>Alpuim Costa</surname> <given-names>D</given-names>
</name>
</person-group>. <article-title>Successful management of bilateral orbital metastases from invasive lobular breast cancer with abemaciclib and letrozole: a case report and literature review</article-title>. <source>Front Oncol</source>. (<year>2024</year>) <volume>14</volume>:<elocation-id>1286910</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fonc.2024.1286910</pub-id>, PMID: <pub-id pub-id-type="pmid">38322413</pub-id></citation></ref>
<ref id="B22">
<label>22</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sellinger</surname> <given-names>M</given-names>
</name>
<name>
<surname>Neubauer</surname> <given-names>K</given-names>
</name>
<name>
<surname>William</surname> <given-names>M</given-names>
</name>
<name>
<surname>Hemmerlein</surname> <given-names>B</given-names>
</name>
<name>
<surname>Friedrich</surname> <given-names>M</given-names>
</name>
<name>
<surname>Salehin</surname> <given-names>D</given-names>
</name>
</person-group>. <article-title>Contralateral metastasis of parotid gland in advanced breast cancer with peripheral facial paralysis</article-title>. <source>Arch Gynecol Obstet</source>. (<year>2011</year>) <volume>284</volume>:<page-range>1557&#x2013;60</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00404-011-1989-4</pub-id>, PMID: <pub-id pub-id-type="pmid">21822624</pub-id></citation></ref>
<ref id="B23">
<label>23</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Balibrea</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Cantero</surname> <given-names>R</given-names>
</name>
<name>
<surname>Garc&#xed;a-Calvo</surname> <given-names>M</given-names>
</name>
<name>
<surname>Garc&#xed;a-P&#xe9;rez</surname> <given-names>JC</given-names>
</name>
<name>
<surname>Furi&#xf3;-Bacete</surname> <given-names>V</given-names>
</name>
<name>
<surname>Blanco</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>Perianal metastases from lobular breast carcinoma</article-title>. <source>Clin Transl Oncol</source>. (<year>2007</year>) <volume>9</volume>:<page-range>606&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12094-007-0111-7</pub-id>, PMID: <pub-id pub-id-type="pmid">17921110</pub-id></citation></ref>
<ref id="B24">
<label>24</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>L</given-names>
</name>
<name>
<surname>Yuan</surname> <given-names>P</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Mu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Ying</surname> <given-names>J</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>C</given-names>
</name>
</person-group>. <article-title>Case report: A rare case of tumor-to-tumor metastasis: metastatic lobular breast carcinoma to clear cell renal cell carcinoma</article-title>. <source>Pathol Oncol Res</source>. (<year>2023</year>) <volume>29</volume>:<fpage>1611204</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/pore.2023.1611204</pub-id>, PMID: <pub-id pub-id-type="pmid">37378074</pub-id></citation></ref>
<ref id="B25">
<label>25</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abaid</surname> <given-names>LN</given-names>
</name>
<name>
<surname>Rhee</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Rausei-Mills</surname> <given-names>V</given-names>
</name>
<name>
<surname>Lim</surname> <given-names>J</given-names>
</name>
<name>
<surname>Police</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Goldstein</surname> <given-names>BH</given-names>
</name>
</person-group>. <article-title>Metastatic lobular breast carcinoma infiltrating a uterine leiomyoma</article-title>. <source>J Minim Invasive Gynecol</source>. (<year>2011</year>) <volume>18</volume>:<page-range>674&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jmig.2011.06.008</pub-id>, PMID: <pub-id pub-id-type="pmid">21872175</pub-id></citation></ref>
<ref id="B26">
<label>26</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Derksen</surname> <given-names>PWB</given-names>
</name>
<name>
<surname>Braumuller</surname> <given-names>TM</given-names>
</name>
<name>
<surname>van der Burg</surname> <given-names>E</given-names>
</name>
<name>
<surname>Hornsveld</surname> <given-names>M</given-names>
</name>
<name>
<surname>Mesman</surname> <given-names>E</given-names>
</name>
<name>
<surname>Wesseling</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>Mammary-specific inactivation of E-cadherin and p53 impairs functional gland development and leads to pleomorphic invasive lobular carcinoma in mice</article-title>. <source>Dis Model Mech</source>. (<year>2011</year>) <volume>4</volume>:<page-range>347&#x2013;58</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1242/dmm.006395</pub-id>, PMID: <pub-id pub-id-type="pmid">21282721</pub-id></citation></ref>
<ref id="B27">
<label>27</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Berx</surname> <given-names>G</given-names>
</name>
<name>
<surname>Roy</surname> <given-names>FV</given-names>
</name>
</person-group>. <article-title>The E-cadherin/catenin complex: an important gatekeeper in breast cancer tumorigenesis and Malignant progression</article-title>. <source>Breast Cancer Res</source>. (<year>2001</year>) <volume>3</volume>:<fpage>289</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/bcr309</pub-id>, PMID: <pub-id pub-id-type="pmid">11597316</pub-id></citation></ref>
<ref id="B28">
<label>28</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schackmann</surname> <given-names>RCJ</given-names>
</name>
<name>
<surname>Van Amersfoort</surname> <given-names>M</given-names>
</name>
<name>
<surname>Haarhuis</surname> <given-names>JHI</given-names>
</name>
<name>
<surname>Vlug</surname> <given-names>EJ</given-names>
</name>
<name>
<surname>Halim</surname> <given-names>VA</given-names>
</name>
<name>
<surname>Roodhart</surname> <given-names>JML</given-names>
</name>
<etal/>
</person-group>. <article-title>Cytosolic p120-catenin regulates growth of metastatic lobular carcinoma through Rock1-mediated anoikis resistance</article-title>. <source>J Clin Invest</source>. (<year>2011</year>) <volume>121</volume>:<page-range>3176&#x2013;88</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1172/JCI41695</pub-id>, PMID: <pub-id pub-id-type="pmid">21747168</pub-id></citation></ref>
<ref id="B29">
<label>29</label>
<citation citation-type="book">
<person-group person-group-type="author">
<collab>World Health Organization</collab>
</person-group>. <source>WHO Classification of Tumors:breast tumors</source>. <edition>5th ed</edition>. <publisher-loc>Lyon, France</publisher-loc>: <publisher-name>International Agency for Research on Cancer (IARC</publisher-name> (<year>2019</year>).</citation></ref>
<ref id="B30">
<label>30</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Eusebi</surname> <given-names>V</given-names>
</name>
<name>
<surname>Betts</surname> <given-names>C</given-names>
</name>
<name>
<surname>Haagensen</surname> <given-names>DE</given-names>
</name>
<name>
<surname>Gugliotta</surname> <given-names>P</given-names>
</name>
<name>
<surname>Bussolati</surname> <given-names>G</given-names>
</name>
<name>
<surname>Azzopardi</surname> <given-names>JG</given-names>
</name>
</person-group>. <article-title>Apocrine differentiation in lobular carcinoma of the breast: a morphologic, immunologic, and ultrastructural study</article-title>. <source>Hum Pathol</source>. (<year>1984</year>) <volume>15</volume>:<page-range>134&#x2013;40</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0046-8177(84)80053-2</pub-id>, PMID: <pub-id pub-id-type="pmid">6365733</pub-id></citation></ref>
<ref id="B31">
<label>31</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Orvieto</surname> <given-names>E</given-names>
</name>
<name>
<surname>Maiorano</surname> <given-names>E</given-names>
</name>
<name>
<surname>Bottiglieri</surname> <given-names>L</given-names>
</name>
<name>
<surname>Maisonneuve</surname> <given-names>P</given-names>
</name>
<name>
<surname>Rotmensz</surname> <given-names>N</given-names>
</name>
<name>
<surname>Galimberti</surname> <given-names>V</given-names>
</name>
<etal/>
</person-group>. <article-title>Clinicopathologic characteristics of invasive lobular carcinoma of the breast: results of an analysis of 530 cases from a single institution</article-title>. <source>Cancer</source>. (<year>2008</year>) <volume>113</volume>:<page-range>1511&#x2013;20</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/cncr.23811</pub-id>, PMID: <pub-id pub-id-type="pmid">18704988</pub-id></citation></ref>
<ref id="B32">
<label>32</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Walford</surname> <given-names>N</given-names>
</name>
<name>
<surname>Ten Velden</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Histiocytoid breast carcinoma: an apocrine variant of lobular carcinoma</article-title>. <source>Histopathology</source>. (<year>1989</year>) <volume>14</volume>:<page-range>515&#x2013;22</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1365-2559.1989.tb02187.x</pub-id>, PMID: <pub-id pub-id-type="pmid">2472346</pub-id></citation></ref>
<ref id="B33">
<label>33</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Martinez</surname> <given-names>V</given-names>
</name>
<name>
<surname>Azzopardi</surname> <given-names>JG</given-names>
</name>
</person-group>. <article-title>Invasive lobular carcinoma of the breast: incidence and variants</article-title>. <source>Histopathology</source>. (<year>1979</year>) <volume>3</volume>:<page-range>467&#x2013;88</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1365-2559.1979.tb03029.x</pub-id>, PMID: <pub-id pub-id-type="pmid">229072</pub-id></citation></ref>
<ref id="B34">
<label>34</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Katayama</surname> <given-names>A</given-names>
</name>
<name>
<surname>Makhlouf</surname> <given-names>S</given-names>
</name>
<name>
<surname>Toss</surname> <given-names>MS</given-names>
</name>
<name>
<surname>Oyama</surname> <given-names>T</given-names>
</name>
<name>
<surname>Rakha</surname> <given-names>EA</given-names>
</name>
</person-group>. <article-title>Nuclear morphological characterisation of lobular carcinoma variants: a morphometric study</article-title>. <source>Histopathology</source>. (<year>2025</year>) <volume>86</volume>:<page-range>813&#x2013;23</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/his.15390</pub-id>, PMID: <pub-id pub-id-type="pmid">39654376</pub-id></citation></ref>
<ref id="B35">
<label>35</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Merino</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>Livolsi</surname> <given-names>VA</given-names>
</name>
</person-group>. <article-title>Signet ring carcinoma of the female breast: a clinicopathologic analysis of 24 cases</article-title>. <source>Cancer</source>. (<year>1981</year>) <volume>48</volume>:<page-range>1830&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/1097-0142(19811015)48:8&lt;1830::AID-CNCR2820480821&gt;3.0.CO;2-H</pub-id>, PMID: <pub-id pub-id-type="pmid">6269726</pub-id></citation></ref>
<ref id="B36">
<label>36</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zengel</surname> <given-names>B</given-names>
</name>
<name>
<surname>Yararbas</surname> <given-names>U</given-names>
</name>
<name>
<surname>Duran</surname> <given-names>A</given-names>
</name>
<name>
<surname>Uslu</surname> <given-names>A</given-names>
</name>
<name>
<surname>El&#x131;yatk&#x131;n</surname> <given-names>N</given-names>
</name>
<name>
<surname>Dem&#x131;rk&#x131;ran</surname> <given-names>MA</given-names>
</name>
<etal/>
</person-group>. <article-title>Comparison of the clinicopathological features of invasive ductal, invasive lobular, and mixed (invasive ductal + invasive lobular) carcinoma of the breast</article-title>. <source>Breast Cancer Tokyo</source>. (<year>2015</year>) <volume>22</volume>:<page-range>374&#x2013;81</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12282-013-0489-8</pub-id>, PMID: <pub-id pub-id-type="pmid">23925582</pub-id></citation></ref>
<ref id="B37">
<label>37</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Butler</surname> <given-names>D</given-names>
</name>
<name>
<surname>Rosa</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>Pleomorphic lobular carcinoma of the breast: a morphologically and clinically distinct variant of lobular carcinoma</article-title>. <source>Arch Pathol Lab Med</source>. (<year>2013</year>) <volume>137</volume>:<page-range>1688&#x2013;92</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.5858/arpa.2012-0603-RS</pub-id>, PMID: <pub-id pub-id-type="pmid">24168512</pub-id></citation></ref>
<ref id="B38">
<label>38</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Luo</surname> <given-names>X</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>M</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>L</given-names>
</name>
<name>
<surname>Lei</surname> <given-names>T</given-names>
</name>
<name>
<surname>Pu</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Biomarker profile of invasive lobular carcinoma: pleomorphic versus classic subtypes, clinicopathological characteristics and prognosis analyses</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2022</year>) <volume>194</volume>:<page-range>279&#x2013;95</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-022-06627-y</pub-id>, PMID: <pub-id pub-id-type="pmid">35666367</pub-id></citation></ref>
<ref id="B39">
<label>39</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Simpson</surname> <given-names>P</given-names>
</name>
<name>
<surname>Reis-Filho</surname> <given-names>J</given-names>
</name>
<name>
<surname>Lambros</surname> <given-names>M</given-names>
</name>
<name>
<surname>Jones</surname> <given-names>C</given-names>
</name>
<name>
<surname>Steele</surname> <given-names>D</given-names>
</name>
<name>
<surname>Mackay</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Molecular profiling pleomorphic lobular carcinomas of the breast: evidence for a common molecular genetic pathway with classic lobular carcinomas</article-title>. <source>J Pathol</source>. (<year>2008</year>) <volume>215</volume>:<page-range>231&#x2013;44</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/path.2358</pub-id>, PMID: <pub-id pub-id-type="pmid">18473330</pub-id></citation></ref>
<ref id="B40">
<label>40</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rosa-Rosa</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Caniego-Casas</surname> <given-names>T</given-names>
</name>
<name>
<surname>Leskela</surname> <given-names>S</given-names>
</name>
<name>
<surname>Cristobal</surname> <given-names>E</given-names>
</name>
<name>
<surname>Gonz&#xe1;lez-Mart&#xed;nez</surname> <given-names>S</given-names>
</name>
<name>
<surname>Moreno-Moreno</surname> <given-names>E</given-names>
</name>
<etal/>
</person-group>. <article-title>High frequency of ERBB2 activating mutations in invasive lobular breast carcinoma with pleomorphic features</article-title>. <source>Cancers (Basel)</source>. (<year>2019</year>) <volume>11</volume>:<fpage>74</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cancers11010074</pub-id>, PMID: <pub-id pub-id-type="pmid">30641862</pub-id></citation></ref>
<ref id="B41">
<label>41</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Riedlinger</surname> <given-names>GM</given-names>
</name>
<name>
<surname>Joshi</surname> <given-names>S</given-names>
</name>
<name>
<surname>Hirshfield</surname> <given-names>KM</given-names>
</name>
<name>
<surname>Barnard</surname> <given-names>N</given-names>
</name>
<name>
<surname>Ganesan</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>Targetable alterations in invasive pleomorphic lobular carcinoma of the breast</article-title>. <source>Breast Cancer Res</source>. (<year>2021</year>) <volume>23</volume>:<fpage>7</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13058-020-01385-5</pub-id>, PMID: <pub-id pub-id-type="pmid">33441174</pub-id></citation></ref>
<ref id="B42">
<label>42</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Al-Baimani</surname> <given-names>K</given-names>
</name>
<name>
<surname>Bazzarelli</surname> <given-names>A</given-names>
</name>
<name>
<surname>Clemons</surname> <given-names>M</given-names>
</name>
<name>
<surname>Robertson</surname> <given-names>SJ</given-names>
</name>
<name>
<surname>Addison</surname> <given-names>C</given-names>
</name>
<name>
<surname>Arnaout</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Invasive pleomorphic lobular carcinoma of the breast: pathologic, clinical, and therapeutic considerations</article-title>. <source>Clin Breast Cancer</source>. (<year>2015</year>) <volume>15</volume>:<page-range>421&#x2013;5</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.clbc.2015.06.010</pub-id>, PMID: <pub-id pub-id-type="pmid">26209026</pub-id></citation></ref>
<ref id="B43">
<label>43</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kolawole</surname> <given-names>HF</given-names>
</name>
<name>
<surname>Rai</surname> <given-names>H</given-names>
</name>
<name>
<surname>Lovrics</surname> <given-names>P</given-names>
</name>
<name>
<surname>Vasudev</surname> <given-names>P</given-names>
</name>
</person-group>. <article-title>The alveolar variant of lobular carcinoma and its mimickers: A case series</article-title>. <source>Cureus</source>. (<year>2024</year>) <volume>16</volume>:<fpage>e63909</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.7759/cureus.63909</pub-id>, PMID: <pub-id pub-id-type="pmid">39099959</pub-id></citation></ref>
<ref id="B44">
<label>44</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dixon</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Anderson</surname> <given-names>TJ</given-names>
</name>
<name>
<surname>Page</surname> <given-names>DL</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>D</given-names>
</name>
<name>
<surname>Duffy</surname> <given-names>SW</given-names>
</name>
</person-group>. <article-title>Infiltrating lobular carcinoma of the breast</article-title>. <source>Histopathology</source>. (<year>1982</year>) <volume>6</volume>:<page-range>149&#x2013;61</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1365-2559.1982.tb02712.x</pub-id>, PMID: <pub-id pub-id-type="pmid">7076138</pub-id></citation></ref>
<ref id="B45">
<label>45</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Iorfida</surname> <given-names>M</given-names>
</name>
<name>
<surname>Maiorano</surname> <given-names>E</given-names>
</name>
<name>
<surname>Orvieto</surname> <given-names>E</given-names>
</name>
<name>
<surname>Maisonneuve</surname> <given-names>P</given-names>
</name>
<name>
<surname>Bottiglieri</surname> <given-names>L</given-names>
</name>
<name>
<surname>Rotmensz</surname> <given-names>N</given-names>
</name>
<etal/>
</person-group>. <article-title>Invasive lobular breast cancer: subtypes and outcome</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2012</year>) <volume>133</volume>:<page-range>713&#x2013;23</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-012-2002-z</pub-id>, PMID: <pub-id pub-id-type="pmid">22399188</pub-id></citation></ref>
<ref id="B46">
<label>46</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuroda</surname> <given-names>H</given-names>
</name>
<name>
<surname>Tamaru</surname> <given-names>JI</given-names>
</name>
<name>
<surname>Takeuchi</surname> <given-names>I</given-names>
</name>
<name>
<surname>Ohnisi</surname> <given-names>K</given-names>
</name>
<name>
<surname>Sakamoto</surname> <given-names>G</given-names>
</name>
<name>
<surname>Adachi</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Expression of E-cadherin, alpha-catenin, and beta-catenin in tubulolobular carcinoma of the breast</article-title>. <source>Virchows Arch</source>. (<year>2006</year>) <volume>448</volume>:<page-range>500&#x2013;5</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00428-005-0096-y</pub-id>, PMID: <pub-id pub-id-type="pmid">16538444</pub-id></citation></ref>
<ref id="B47">
<label>47</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Das</surname> <given-names>DK</given-names>
</name>
<name>
<surname>Haji</surname> <given-names>BI</given-names>
</name>
<name>
<surname>Abdeen</surname> <given-names>SM</given-names>
</name>
<name>
<surname>John</surname> <given-names>B</given-names>
</name>
<name>
<surname>Sheikh</surname> <given-names>M</given-names>
</name>
<name>
<surname>Al-Bader</surname> <given-names>I</given-names>
</name>
<etal/>
</person-group>. <article-title>Tubulolobular carcinoma of the breast with grooved and cerebriform nuclei: failure to identify this specific subtype in a case during routine fine needle aspiration cytology and histopathological diagnosis</article-title>. <source>Diagn Cytopathol</source>. (<year>2011</year>) <volume>39</volume>:<page-range>54&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/dc.21372</pub-id>, PMID: <pub-id pub-id-type="pmid">21162094</pub-id></citation></ref>
<ref id="B48">
<label>48</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wheeler</surname> <given-names>DT</given-names>
</name>
<name>
<surname>Tai</surname> <given-names>LH</given-names>
</name>
<name>
<surname>Bratthauer</surname> <given-names>GL</given-names>
</name>
<name>
<surname>Waldner</surname> <given-names>DL</given-names>
</name>
<name>
<surname>Tavassoli</surname> <given-names>FA</given-names>
</name>
</person-group>. <article-title>Tubulolobular carcinoma of the breast: an analysis of 27 cases of a tumor with a hybrid morphology and immunoprofile</article-title>. <source>Am J Surg Pathol</source>. (<year>2004</year>) <volume>28</volume>:<page-range>1587&#x2013;93</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/00000478-200412000-00006</pub-id>, PMID: <pub-id pub-id-type="pmid">15577677</pub-id></citation></ref>
<ref id="B49">
<label>49</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>G</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>T</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>L</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>H</given-names>
</name>
</person-group>. <article-title>Gastrointestinal tract metastasis from tubulolobular carcinoma of the breast: a case report and review of the literature</article-title>. <source>Onco Targets Ther</source>. (<year>2014</year>) <volume>7</volume>:<page-range>435&#x2013;40</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2147/OTT.S57831</pub-id>, PMID: <pub-id pub-id-type="pmid">24672246</pub-id></citation></ref>
<ref id="B50">
<label>50</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Razzetta</surname> <given-names>F</given-names>
</name>
<name>
<surname>Tassara</surname> <given-names>E</given-names>
</name>
<name>
<surname>Saro</surname> <given-names>F</given-names>
</name>
<name>
<surname>Sironi</surname> <given-names>M</given-names>
</name>
<name>
<surname>D&#x2019;Ambrosio</surname> <given-names>G</given-names>
</name>
</person-group>. <article-title>Rare abdominal metastases from occult lobular breast cancer: report of two cases</article-title>. <source>Updates Surg</source>. (<year>2011</year>) <volume>63</volume>:<page-range>129&#x2013;33</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s13304-011-0095-2</pub-id>, PMID: <pub-id pub-id-type="pmid">21286894</pub-id></citation></ref>
<ref id="B51">
<label>51</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nasrazadani</surname> <given-names>A</given-names>
</name>
<name>
<surname>Li</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Fang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Shah</surname> <given-names>O</given-names>
</name>
<name>
<surname>Atkinson</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>JS</given-names>
</name>
<etal/>
</person-group>. <article-title>Mixed invasive ductal lobular carcinoma is clinically and pathologically more similar to invasive lobular than ductal carcinoma</article-title>. <source>Br J Cancer</source>. (<year>2023</year>) <volume>128</volume>:<page-range>1030&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41416-022-02131-8</pub-id>, PMID: <pub-id pub-id-type="pmid">36604587</pub-id></citation></ref>
<ref id="B52">
<label>52</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Duraker</surname> <given-names>N</given-names>
</name>
<name>
<surname>Hot</surname> <given-names>S</given-names>
</name>
<name>
<surname>Akan</surname> <given-names>A</given-names>
</name>
<name>
<surname>Nay&#x131;r</surname> <given-names>P&#xd6;</given-names>
</name>
</person-group>. <article-title>A comparison of the clinicopathological features, metastasis sites and survival outcomes of invasive lobular, invasive ductal and mixed invasive ductal and lobular breast carcinoma</article-title>. <source>Eur J Breast Health</source>. (<year>2020</year>) <volume>16</volume>:<fpage>22</fpage>&#x2013;<lpage>31</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.5152/ejbh.2019.5004</pub-id>, PMID: <pub-id pub-id-type="pmid">31912010</pub-id></citation></ref>
<ref id="B53">
<label>53</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Metzger-Filho</surname> <given-names>O</given-names>
</name>
<name>
<surname>Ferreira</surname> <given-names>AR</given-names>
</name>
<name>
<surname>Jeselsohn</surname> <given-names>R</given-names>
</name>
<name>
<surname>Barry</surname> <given-names>WT</given-names>
</name>
<name>
<surname>Dillon</surname> <given-names>DA</given-names>
</name>
<name>
<surname>Brock</surname> <given-names>JE</given-names>
</name>
<etal/>
</person-group>. <article-title>Mixed invasive ductal and lobular carcinoma of the breast: prognosis and the importance of histologic grade</article-title>. <source>Oncologist</source>. (<year>2019</year>) <volume>24</volume>:<page-range>e441&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1634/theoncologist.2018-0363</pub-id>, PMID: <pub-id pub-id-type="pmid">30518616</pub-id></citation></ref>
<ref id="B54">
<label>54</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tan</surname> <given-names>PH</given-names>
</name>
<name>
<surname>Harada</surname> <given-names>O</given-names>
</name>
<name>
<surname>Thike</surname> <given-names>AA</given-names>
</name>
<name>
<surname>Tse</surname> <given-names>GMK</given-names>
</name>
</person-group>. <article-title>Histiocytoid breast carcinoma: an enigmatic lobular entity</article-title>. <source>J Clin Pathol</source>. (<year>2011</year>) <volume>64</volume>:<page-range>654&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1136/jcp.2011.088930</pub-id>, PMID: <pub-id pub-id-type="pmid">21398688</pub-id></citation></ref>
<ref id="B55">
<label>55</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vranic</surname> <given-names>S</given-names>
</name>
<name>
<surname>Feldman</surname> <given-names>R</given-names>
</name>
<name>
<surname>Gatalica</surname> <given-names>Z</given-names>
</name>
</person-group>. <article-title>Apocrine carcinoma of the breast: A brief update on the molecular features and targetable biomarkers</article-title>. <source>Bosnian J Basic Med</source>. (<year>2017</year>) <volume>17</volume>:<fpage>9</fpage>&#x2013;<lpage>11</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.17305/bjbms.2016.1811</pub-id>, PMID: <pub-id pub-id-type="pmid">28027454</pub-id></citation></ref>
<ref id="B56">
<label>56</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mills AM</surname> <given-names>E</given-names>
</name>
<name>
<surname>Gottlieb</surname> <given-names>C</given-names>
</name>
<name>
<surname>Wendroth S</surname> <given-names>M</given-names>
</name>
<name>
<surname>Brenin C</surname> <given-names>M</given-names>
</name>
<name>
<surname>Atkins</surname> <given-names>KA</given-names>
</name>
</person-group>. <article-title>Pure apocrine carcinomas represent a clinicopathologically distinct androgen receptor-positive subset of triple-negative breast cancers</article-title>. <source>Am J Surg Pathol</source>. (<year>2016</year>) <volume>40</volume>:<page-range>1109&#x2013;16</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/PAS.0000000000000671</pub-id>, PMID: <pub-id pub-id-type="pmid">27259012</pub-id></citation></ref>
<ref id="B57">
<label>57</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname> <given-names>W</given-names>
</name>
<name>
<surname>Ding</surname> <given-names>S</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>L</given-names>
</name>
<name>
<surname>Ren</surname> <given-names>F</given-names>
</name>
<name>
<surname>Lai</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Carcinoma with signet ring cell differentiation associated with invasive breast cancer: A case report</article-title>. <source>Oncol Lett</source>. (<year>2023</year>) <volume>25</volume>:<fpage>212</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3892/ol.2023.13798</pub-id>, PMID: <pub-id pub-id-type="pmid">37123029</pub-id></citation></ref>
<ref id="B58">
<label>58</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sato</surname> <given-names>T</given-names>
</name>
<name>
<surname>Muto</surname> <given-names>I</given-names>
</name>
<name>
<surname>Hasegawa</surname> <given-names>M</given-names>
</name>
<name>
<surname>Aono</surname> <given-names>T</given-names>
</name>
<name>
<surname>Okada</surname> <given-names>T</given-names>
</name>
<name>
<surname>Hasegawa</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>Breast signet-ring cell lobular carcinoma presenting with duodenal obstruction and acute pancreatitis</article-title>. <source>Asian J Surg</source>. (<year>2007</year>) <volume>30</volume>:<page-range>220&#x2013;3</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1015-9584(08)60026-3</pub-id>, PMID: <pub-id pub-id-type="pmid">17638643</pub-id></citation></ref>
<ref id="B59">
<label>59</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pambuccian</surname> <given-names>SE</given-names>
</name>
<name>
<surname>Bachowski</surname> <given-names>GJ</given-names>
</name>
<name>
<surname>Twiggs</surname> <given-names>LB</given-names>
</name>
</person-group>. <article-title>Signet ring cell lobular carcinoma of the breast presenting in a cervicovaginal smear</article-title>. <source>A Case Rep Acta Cytol</source>. (<year>2000</year>) <volume>44</volume>:<page-range>824&#x2013;30</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1159/000328569</pub-id>, PMID: <pub-id pub-id-type="pmid">11015987</pub-id></citation></ref>
<ref id="B60">
<label>60</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Koufopoulos</surname> <given-names>NI</given-names>
</name>
<name>
<surname>Boutas</surname> <given-names>I</given-names>
</name>
<name>
<surname>Pouliakis</surname> <given-names>A</given-names>
</name>
<name>
<surname>Samaras</surname> <given-names>MG</given-names>
</name>
<name>
<surname>Kotanidis</surname> <given-names>C</given-names>
</name>
<name>
<surname>Kontogeorgi</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>The &#x2018;Forgotten&#x2019; Subtypes of breast carcinoma: A systematic review of selected histological variants not included or not recognized as distinct entities in the current world health organization classification of breast tumors</article-title>. <source>Int J Mol Sci</source>. (<year>2024</year>) <volume>25</volume>:<fpage>8382</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijms25158382</pub-id>, PMID: <pub-id pub-id-type="pmid">39125951</pub-id></citation></ref>
<ref id="B61">
<label>61</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lim</surname> <given-names>ST</given-names>
</name>
<name>
<surname>Yu</surname> <given-names>JH</given-names>
</name>
<name>
<surname>Park</surname> <given-names>HK</given-names>
</name>
<name>
<surname>Moon</surname> <given-names>BI</given-names>
</name>
<name>
<surname>Ko</surname> <given-names>BK</given-names>
</name>
<name>
<surname>Suh</surname> <given-names>YJ</given-names>
</name>
</person-group>. <article-title>A comparison of the clinical outcomes of patients with invasive lobular carcinoma and invasive ductal carcinoma of the breast according to molecular subtype in a Korean population</article-title>. <source>World J Surg Oncol</source>. (<year>2014</year>) <volume>12</volume>:<fpage>56</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1477-7819-12-56</pub-id>, PMID: <pub-id pub-id-type="pmid">24621330</pub-id></citation></ref>
<ref id="B62">
<label>62</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Conforti</surname> <given-names>F</given-names>
</name>
<name>
<surname>Pala</surname> <given-names>L</given-names>
</name>
<name>
<surname>Pagan</surname> <given-names>E</given-names>
</name>
<name>
<surname>Rocco</surname> <given-names>EG</given-names>
</name>
<name>
<surname>Bagnardi</surname> <given-names>V</given-names>
</name>
<name>
<surname>Montagna</surname> <given-names>E</given-names>
</name>
<etal/>
</person-group>. <article-title>Biological and clinical features of triple negative Invasive Lobular Carcinomas of the breast. Clinical outcome and actionable molecular alterations</article-title>. <source>Breast</source>. (<year>2021</year>) <volume>59</volume>:<fpage>94</fpage>&#x2013;<lpage>101</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.breast.2021.06.011</pub-id>, PMID: <pub-id pub-id-type="pmid">34217971</pub-id></citation></ref>
<ref id="B63">
<label>63</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bergeron</surname> <given-names>A</given-names>
</name>
<name>
<surname>MacGrogan</surname> <given-names>G</given-names>
</name>
<name>
<surname>Bertaut</surname> <given-names>A</given-names>
</name>
<name>
<surname>Ladoire</surname> <given-names>S</given-names>
</name>
<name>
<surname>Arveux</surname> <given-names>P</given-names>
</name>
<name>
<surname>Desmoulins</surname> <given-names>I</given-names>
</name>
<etal/>
</person-group>. <article-title>Triple-negative breast lobular carcinoma: a luminal androgen receptor carcinoma with specific ESRRA mutations</article-title>. <source>Mod Pathol</source>. (<year>2021</year>) <volume>34</volume>:<page-range>1282&#x2013;96</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41379-021-00742-9</pub-id>, PMID: <pub-id pub-id-type="pmid">33753865</pub-id></citation></ref>
<ref id="B64">
<label>64</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pang</surname> <given-names>L</given-names>
</name>
<name>
<surname>Gan</surname> <given-names>C</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Jia</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Chai</surname> <given-names>J</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>Bone metastasis of breast cancer: molecular mechanisms and therapeutic strategies</article-title>. <source>Cancers</source>. (<year>2022</year>) <volume>14</volume>:<fpage>5727</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cancers14235727</pub-id>, PMID: <pub-id pub-id-type="pmid">36497209</pub-id></citation></ref>
<ref id="B65">
<label>65</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bado</surname> <given-names>I</given-names>
</name>
<name>
<surname>Gugala</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Fuqua</surname> <given-names>SAW</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>XHF</given-names>
</name>
</person-group>. <article-title>Estrogen receptors in breast and bone: from virtue of remodeling to vileness of metastasis</article-title>. <source>Oncogene</source>. (<year>2017</year>) <volume>36</volume>:<page-range>4527&#x2013;37</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/onc.2017.94</pub-id>, PMID: <pub-id pub-id-type="pmid">28368409</pub-id></citation></ref>
<ref id="B66">
<label>66</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nagao</surname> <given-names>T</given-names>
</name>
<name>
<surname>Kinoshita</surname> <given-names>T</given-names>
</name>
<name>
<surname>Hojo</surname> <given-names>T</given-names>
</name>
<name>
<surname>Tsuda</surname> <given-names>H</given-names>
</name>
<name>
<surname>Tamura</surname> <given-names>K</given-names>
</name>
<name>
<surname>Fujiwara</surname> <given-names>Y</given-names>
</name>
</person-group>. <article-title>The differences in the histological types of breast cancer and the response to neoadjuvant chemotherapy: the relationship between the outcome and the clinicopathological characteristics</article-title>. <source>Breast</source>. (<year>2012</year>) <volume>21</volume>:<page-range>289&#x2013;95</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.breast.2011.12.011</pub-id>, PMID: <pub-id pub-id-type="pmid">22277312</pub-id></citation></ref>
<ref id="B67">
<label>67</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>O&#x2019;Connor</surname> <given-names>DJ</given-names>
</name>
<name>
<surname>Davey</surname> <given-names>MG</given-names>
</name>
<name>
<surname>Barkley</surname> <given-names>LR</given-names>
</name>
<name>
<surname>Kerin</surname> <given-names>MJ</given-names>
</name>
</person-group>. <article-title>Differences in sensitivity to neoadjuvant chemotherapy among invasive lobular and ductal carcinoma of the breast and implications on surgery-A systematic review and meta-analysis</article-title>. <source>Breast</source>. (<year>2022</year>) <volume>61</volume>:<fpage>1</fpage>&#x2013;<lpage>10</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.breast.2021.11.017</pub-id>, PMID: <pub-id pub-id-type="pmid">34864494</pub-id></citation></ref>
<ref id="B68">
<label>68</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kubota</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Han</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Masaki</surname> <given-names>N</given-names>
</name>
<name>
<surname>Hozumi</surname> <given-names>C</given-names>
</name>
<name>
<surname>Hamada</surname> <given-names>K</given-names>
</name>
<name>
<surname>Aoki</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Elimination of axillary-lymph-node metastases in a patient with invasive lobular breast cancer treated by first-line neo-adjuvant chemotherapy combined with methionine restriction</article-title>. <source>Anticancer Res</source>. (<year>2022</year>) <volume>42</volume>:<page-range>5819&#x2013;23</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.21873/anticanres.16089</pub-id>, PMID: <pub-id pub-id-type="pmid">36456116</pub-id></citation></ref>
<ref id="B69">
<label>69</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Loibl</surname> <given-names>S</given-names>
</name>
<name>
<surname>Volz</surname> <given-names>C</given-names>
</name>
<name>
<surname>Mau</surname> <given-names>C</given-names>
</name>
<name>
<surname>Blohmer</surname> <given-names>JU</given-names>
</name>
<name>
<surname>Costa</surname> <given-names>SD</given-names>
</name>
<name>
<surname>Eidtmann</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Response and prognosis after neoadjuvant chemotherapy in 1,051 patients with infiltrating lobular breast carcinoma</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2014</year>) <volume>144</volume>:<page-range>153&#x2013;62</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-014-2861-6</pub-id>, PMID: <pub-id pub-id-type="pmid">24504379</pub-id></citation></ref>
<ref id="B70">
<label>70</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Delpech</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Coutant</surname> <given-names>C</given-names>
</name>
<name>
<surname>Hsu</surname> <given-names>L</given-names>
</name>
<name>
<surname>Barranger</surname> <given-names>E</given-names>
</name>
<name>
<surname>Iwamoto</surname> <given-names>T</given-names>
</name>
<name>
<surname>Barcenas</surname> <given-names>CH</given-names>
</name>
<etal/>
</person-group>. <article-title>Clinical benefit from neoadjuvant chemotherapy in oestrogen receptor-positive invasive ductal and lobular carcinomas</article-title>. <source>Br J Cancer</source>. (<year>2013</year>) <volume>108</volume>:<page-range>285&#x2013;91</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/bjc.2012.557</pub-id>, PMID: <pub-id pub-id-type="pmid">23299541</pub-id></citation></ref>
<ref id="B71">
<label>71</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tsung</surname> <given-names>K</given-names>
</name>
<name>
<surname>Grobmyer</surname> <given-names>SR</given-names>
</name>
<name>
<surname>Tu</surname> <given-names>C</given-names>
</name>
<name>
<surname>Abraham</surname> <given-names>J</given-names>
</name>
<name>
<surname>Budd</surname> <given-names>GT</given-names>
</name>
<name>
<surname>Valente</surname> <given-names>SA</given-names>
</name>
</person-group>. <article-title>Neoadjuvant systemic therapy in invasive lobular breast cancer: Is it indicated</article-title>? <source>Am J Surg</source>. (<year>2018</year>) <volume>215</volume>:<page-range>509&#x2013;12</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.amjsurg.2017.11.011</pub-id>, PMID: <pub-id pub-id-type="pmid">29197477</pub-id></citation></ref>
<ref id="B72">
<label>72</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<collab>I-SPY TRIAL Investigators</collab>
<name>
<surname>Lips</surname> <given-names>EH</given-names>
</name>
<name>
<surname>Mukhtar</surname> <given-names>RA</given-names>
</name>
<name>
<surname>Yau</surname> <given-names>C</given-names>
</name>
<name>
<surname>De Ronde</surname> <given-names>JJ</given-names>
</name>
<name>
<surname>Livasy</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Lobular histology and response to neoadjuvant chemotherapy in invasive breast cancer</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2012</year>) <volume>136</volume>:<fpage>35</fpage>&#x2013;<lpage>43</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-012-2233-z</pub-id>, PMID: <pub-id pub-id-type="pmid">22961065</pub-id></citation></ref>
<ref id="B73">
<label>73</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Goldstein</surname> <given-names>NS</given-names>
</name>
<name>
<surname>Decker</surname> <given-names>D</given-names>
</name>
<name>
<surname>Severson</surname> <given-names>D</given-names>
</name>
<name>
<surname>Schell</surname> <given-names>S</given-names>
</name>
<name>
<surname>Vicini</surname> <given-names>F</given-names>
</name>
<name>
<surname>Margolis</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>Molecular classification system identifies invasive breast carcinoma patients who are most likely and those who are least likely to achieve a complete pathologic response after neoadjuvant chemotherapy</article-title>. <source>Cancer</source>. (<year>2007</year>) <volume>110</volume>:<page-range>1687&#x2013;96</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/cncr.22981</pub-id>, PMID: <pub-id pub-id-type="pmid">17722109</pub-id></citation></ref>
<ref id="B74">
<label>74</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Truin</surname> <given-names>W</given-names>
</name>
<name>
<surname>Vugts</surname> <given-names>G</given-names>
</name>
<name>
<surname>Roumen</surname> <given-names>RMH</given-names>
</name>
<name>
<surname>Maaskant-Braat</surname> <given-names>AJG</given-names>
</name>
<name>
<surname>Nieuwenhuijzen</surname> <given-names>GAP</given-names>
</name>
<name>
<surname>van der Heiden-van Der Loo</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Differences in response and surgical management with neoadjuvant chemotherapy in invasive lobular versus ductal breast cancer</article-title>. <source>Ann Surg Oncol</source>. (<year>2016</year>) <volume>23</volume>:<page-range>51&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-015-4603-3</pub-id>, PMID: <pub-id pub-id-type="pmid">25980321</pub-id></citation></ref>
<ref id="B75">
<label>75</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mamtani</surname> <given-names>A</given-names>
</name>
<name>
<surname>Grabenstetter</surname> <given-names>A</given-names>
</name>
<name>
<surname>Sevilimedu</surname> <given-names>V</given-names>
</name>
<name>
<surname>Morrow</surname> <given-names>M</given-names>
</name>
<name>
<surname>Gemignani</surname> <given-names>ML</given-names>
</name>
</person-group>. <article-title>Do non-classic invasive lobular carcinomas derive a benefit from neoadjuvant chemotherapy</article-title>? <source>Breast Cancer Res Treat</source>. (<year>2023</year>) <volume>197</volume>:<page-range>417&#x2013;23</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-022-06813-y</pub-id>, PMID: <pub-id pub-id-type="pmid">36394689</pub-id></citation></ref>
<ref id="B76">
<label>76</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Quirke</surname> <given-names>NP</given-names>
</name>
<name>
<surname>Cullinane</surname> <given-names>C</given-names>
</name>
<name>
<surname>Turk</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Shafique</surname> <given-names>N</given-names>
</name>
<name>
<surname>Evoy</surname> <given-names>D</given-names>
</name>
<name>
<surname>Geraghty</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>Invasive lobular carcinoma of the breast; clinicopathologic profile and response to neoadjuvant chemotherapy over a 15-year period</article-title>. <source>Breast</source>. (<year>2024</year>) <volume>76</volume>:<fpage>103739</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.breast.2024.103739</pub-id>, PMID: <pub-id pub-id-type="pmid">38754140</pub-id></citation></ref>
<ref id="B77">
<label>77</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>M&#xf6;bus</surname> <given-names>V</given-names>
</name>
<name>
<surname>L&#xfc;ck</surname> <given-names>HJ</given-names>
</name>
<name>
<surname>Ladda</surname> <given-names>E</given-names>
</name>
<name>
<surname>Klare</surname> <given-names>P</given-names>
</name>
<name>
<surname>Schmidt</surname> <given-names>M</given-names>
</name>
<name>
<surname>Schneeweiss</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Phase III randomised trial comparing intense dose-dense chemotherapy to tailored dose-dense chemotherapy in high-risk early breast cancer (GAIN-2)</article-title>. <source>Eur J Cancer</source>. (<year>2021</year>) <volume>156</volume>:<page-range>138&#x2013;48</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ejca.2021.07.033</pub-id>, PMID: <pub-id pub-id-type="pmid">34450552</pub-id></citation></ref>
<ref id="B78">
<label>78</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schneeweiss</surname> <given-names>A</given-names>
</name>
<name>
<surname>M&#xf6;bus</surname> <given-names>V</given-names>
</name>
<name>
<surname>Tesch</surname> <given-names>H</given-names>
</name>
<name>
<surname>Hanusch</surname> <given-names>C</given-names>
</name>
<name>
<surname>Denkert</surname> <given-names>C</given-names>
</name>
<name>
<surname>L&#xfc;bbe</surname> <given-names>K</given-names>
</name>
<etal/>
</person-group>. <article-title>Intense dose-dense epirubicin, paclitaxel, cyclophosphamide versus weekly paclitaxel, liposomal doxorubicin (plus carboplatin in triple-negative breast cancer) for neoadjuvant treatment of high-risk early breast cancer (GeparOcto-GBG 84): A randomised phase III trial</article-title>. <source>Eur J Cancer</source>. (<year>2019</year>) <volume>106</volume>:<page-range>181&#x2013;92</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ejca.2018.10.015</pub-id>, PMID: <pub-id pub-id-type="pmid">30528802</pub-id></citation></ref>
<ref id="B79">
<label>79</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thomas</surname> <given-names>M</given-names>
</name>
<name>
<surname>Kelly</surname> <given-names>ED</given-names>
</name>
<name>
<surname>Abraham</surname> <given-names>J</given-names>
</name>
<name>
<surname>Kruse</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>Invasive lobular breast cancer: A review of pathogenesis, diagnosis, management, and future directions of early stage disease</article-title>. <source>Semin Oncol</source>. (<year>2019</year>) <volume>46</volume>:<page-range>121&#x2013;32</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1053/j.seminoncol.2019.03.002</pub-id>, PMID: <pub-id pub-id-type="pmid">31239068</pub-id></citation></ref>
<ref id="B80">
<label>80</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cataliotti</surname> <given-names>L</given-names>
</name>
<name>
<surname>Buzdar</surname> <given-names>AU</given-names>
</name>
<name>
<surname>Noguchi</surname> <given-names>S</given-names>
</name>
<name>
<surname>Bines</surname> <given-names>J</given-names>
</name>
<name>
<surname>Takatsuka</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Petrakova</surname> <given-names>K</given-names>
</name>
<etal/>
</person-group>. <article-title>Comparison of anastrozole versus tamoxifen as preoperative therapy in postmenopausal women with hormone receptor-positive breast cancer: the Pre-Operative &#x2018;Arimidex&#x2019; Compared to Tamoxifen (PROACT) trial</article-title>. <source>Cancer</source>. (<year>2006</year>) <volume>106</volume>:<page-range>2095&#x2013;103</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/cncr.21872</pub-id>, PMID: <pub-id pub-id-type="pmid">16598749</pub-id></citation></ref>
<ref id="B81">
<label>81</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dixon</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Renshaw</surname> <given-names>L</given-names>
</name>
<name>
<surname>Dixon</surname> <given-names>J</given-names>
</name>
<name>
<surname>Thomas</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Invasive lobular carcinoma: response to neoadjuvant letrozole therapy</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2011</year>) <volume>130</volume>:<page-range>871&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-011-1735-4</pub-id>, PMID: <pub-id pub-id-type="pmid">21870129</pub-id></citation></ref>
<ref id="B82">
<label>82</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lerebours</surname> <given-names>F</given-names>
</name>
<name>
<surname>Rivera</surname> <given-names>S</given-names>
</name>
<name>
<surname>Mouret-Reynier</surname> <given-names>M</given-names>
</name>
<name>
<surname>Alran</surname> <given-names>S</given-names>
</name>
<name>
<surname>Venat-Bouvet</surname> <given-names>L</given-names>
</name>
<name>
<surname>Kerbrat</surname> <given-names>P</given-names>
</name>
<etal/>
</person-group>. <article-title>Randomized phase 2 neoadjuvant trial evaluating anastrozole and fulvestrant efficacy for postmenopausal, estrogen receptor-positive, human epidermal growth factor receptor 2-negative breast cancer patients: Results of the UNICANCER CARMINA 02 French trial (UCBG 0609)</article-title>. <source>Cancer</source>. (<year>2016</year>) <volume>122</volume>:<page-range>3032&#x2013;40</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/cncr.30143</pub-id>, PMID: <pub-id pub-id-type="pmid">27315583</pub-id></citation></ref>
<ref id="B83">
<label>83</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mukhtar</surname> <given-names>RA</given-names>
</name>
<name>
<surname>Hoskin</surname> <given-names>TL</given-names>
</name>
<name>
<surname>Habermann</surname> <given-names>EB</given-names>
</name>
<name>
<surname>Day</surname> <given-names>CN</given-names>
</name>
<name>
<surname>Boughey</surname> <given-names>JC</given-names>
</name>
</person-group>. <article-title>Changes in management strategy and impact of neoadjuvant therapy on extent of surgery in invasive lobular carcinoma of the breast: analysis of the national cancer database (NCDB)</article-title>. <source>Ann Surg Oncol</source>. (<year>2021</year>) <volume>28</volume>:<page-range>5867&#x2013;77</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-021-09715-3</pub-id>, PMID: <pub-id pub-id-type="pmid">33687613</pub-id></citation></ref>
<ref id="B84">
<label>84</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stafford</surname> <given-names>A</given-names>
</name>
<name>
<surname>Williams</surname> <given-names>A</given-names>
</name>
<name>
<surname>Edmiston</surname> <given-names>K</given-names>
</name>
<name>
<surname>Cocilovo</surname> <given-names>C</given-names>
</name>
<name>
<surname>Cohen</surname> <given-names>R</given-names>
</name>
<name>
<surname>Bruce</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Axillary response in patients undergoing neoadjuvant endocrine treatment for node-positive breast cancer: systematic literature review and NCDB analysis</article-title>. <source>Ann Surg Oncol</source>. (<year>2020</year>) <volume>27</volume>:<page-range>4669&#x2013;77</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-020-08905-9</pub-id>, PMID: <pub-id pub-id-type="pmid">32909130</pub-id></citation></ref>
<ref id="B85">
<label>85</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mukhtar</surname> <given-names>RA</given-names>
</name>
<name>
<surname>Boughey</surname> <given-names>JC</given-names>
</name>
</person-group>. <article-title>ASO author reflections: changes in primary treatment strategy for invasive lobular carcinoma highlight the need for better predictors of therapy response</article-title>. <source>Ann Surg Oncol</source>. (<year>2021</year>) <volume>28</volume>:<page-range>5878&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-021-09730-4</pub-id>, PMID: <pub-id pub-id-type="pmid">33704606</pub-id></citation></ref>
<ref id="B86">
<label>86</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Johnston</surname> <given-names>S</given-names>
</name>
<name>
<surname>Puhalla</surname> <given-names>S</given-names>
</name>
<name>
<surname>Wheatley</surname> <given-names>D</given-names>
</name>
<name>
<surname>Ring</surname> <given-names>A</given-names>
</name>
<name>
<surname>Barry</surname> <given-names>P</given-names>
</name>
<name>
<surname>Holcombe</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Randomized phase II study evaluating palbociclib in addition to letrozole as neoadjuvant therapy in estrogen receptor-positive early breast cancer: PALLET trial</article-title>. <source>J Clin Oncol</source>. (<year>2019</year>) <volume>37</volume>:<page-range>178&#x2013;89</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1200/JCO.18.01624</pub-id>, PMID: <pub-id pub-id-type="pmid">30523750</pub-id></citation></ref>
<ref id="B87">
<label>87</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Madigan</surname> <given-names>LI</given-names>
</name>
<name>
<surname>Dinh</surname> <given-names>P</given-names>
</name>
<name>
<surname>Graham</surname> <given-names>JD</given-names>
</name>
</person-group>. <article-title>Neoadjuvant endocrine therapy in locally advanced estrogen or progesterone receptor-positive breast cancer: determining the optimal endocrine agent and treatment duration in postmenopausal women-a literature review and proposed guidelines</article-title>. <source>Breast Cancer Res</source>. (<year>2020</year>) <volume>22</volume>:<fpage>77</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13058-020-01314-6</pub-id>, PMID: <pub-id pub-id-type="pmid">32690069</pub-id></citation></ref>
<ref id="B88">
<label>88</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Delaloge</surname> <given-names>S</given-names>
</name>
<name>
<surname>Dureau</surname> <given-names>S</given-names>
</name>
<name>
<surname>D&#x2019;Hondt</surname> <given-names>V</given-names>
</name>
<name>
<surname>Desmoulins</surname> <given-names>I</given-names>
</name>
<name>
<surname>Heudel</surname> <given-names>PE</given-names>
</name>
<name>
<surname>Duhoux</surname> <given-names>FP</given-names>
</name>
<etal/>
</person-group>. <article-title>Survival outcomes after neoadjuvant letrozole and palbociclib versus third generation chemotherapy for patients with high-risk oestrogen receptor-positive HER2-negative breast cancer</article-title>. <source>Eur J Cancer</source>. (<year>2022</year>) <volume>166</volume>:<page-range>300&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ejca.2022.01.014</pub-id>, PMID: <pub-id pub-id-type="pmid">35337692</pub-id></citation></ref>
<ref id="B89">
<label>89</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>BF</given-names>
</name>
<name>
<surname>Tsai</surname> <given-names>YF</given-names>
</name>
<name>
<surname>Lien</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>YS</given-names>
</name>
<name>
<surname>Feng</surname> <given-names>CJ</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>YJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Clinical characteristics and treatment outcomes of invasive ductal and lobular carcinoma: analyses of 54,832 Taiwan cancer registry index cases</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2023</year>) <volume>201</volume>:<page-range>547&#x2013;60</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-023-07044-5</pub-id>, PMID: <pub-id pub-id-type="pmid">37470893</pub-id></citation></ref>
<ref id="B90">
<label>90</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Truin</surname> <given-names>W</given-names>
</name>
<name>
<surname>Roumen</surname> <given-names>RM</given-names>
</name>
<name>
<surname>Siesling</surname> <given-names>S</given-names>
</name>
<name>
<surname>van der Heiden-van Der Loo</surname> <given-names>M</given-names>
</name>
<name>
<surname>Duijm</surname> <given-names>LEM</given-names>
</name>
<name>
<surname>Tjan-Heijnen</surname> <given-names>VCG</given-names>
</name>
<etal/>
</person-group>. <article-title>Patients with invasive lobular breast cancer are less likely to undergo breast-conserving surgery: a population based study in the Netherlands</article-title>. <source>Ann Surg Oncol</source>. (<year>2015</year>) <volume>22</volume>:<page-range>1471&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-014-4175-7</pub-id>, PMID: <pub-id pub-id-type="pmid">25323475</pub-id></citation></ref>
<ref id="B91">
<label>91</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yoon</surname> <given-names>TI</given-names>
</name>
<name>
<surname>Jeong</surname> <given-names>J</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>S</given-names>
</name>
<name>
<surname>Ryu</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>YJ</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>JY</given-names>
</name>
<etal/>
</person-group>. <article-title>Survival outcomes in premenopausal patients with invasive lobular carcinoma</article-title>. <source>JAMA Netw Open</source>. (<year>2023</year>) <volume>6</volume>:<fpage>e2342270</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jamanetworkopen.2023.42270</pub-id>, PMID: <pub-id pub-id-type="pmid">37938845</pub-id></citation></ref>
<ref id="B92">
<label>92</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Singletary</surname> <given-names>SE</given-names>
</name>
<name>
<surname>Patel-Parekh</surname> <given-names>L</given-names>
</name>
<name>
<surname>Bland</surname> <given-names>KI</given-names>
</name>
</person-group>. <article-title>Treatment trends in early-stage invasive lobular carcinoma: a report from the National Cancer Data Base</article-title>. <source>Ann Surg</source>. (<year>2005</year>) <volume>242</volume>:<page-range>281&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/01.sla.0000171306.74366.22</pub-id>, PMID: <pub-id pub-id-type="pmid">16041220</pub-id></citation></ref>
<ref id="B93">
<label>93</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bollet</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Savignoni</surname> <given-names>A</given-names>
</name>
<name>
<surname>Pierga</surname> <given-names>JY</given-names>
</name>
<name>
<surname>Lae</surname> <given-names>M</given-names>
</name>
<name>
<surname>Fourchotte</surname> <given-names>V</given-names>
</name>
<name>
<surname>Kirova</surname> <given-names>YM</given-names>
</name>
<etal/>
</person-group>. <article-title>High rates of breast conservation for large ductal and lobular invasive carcinomas combining multimodality strategies</article-title>. <source>Br J Cancer</source>. (<year>2008</year>) <volume>98</volume>:<page-range>734&#x2013;41</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/sj.bjc.6604229</pub-id>, PMID: <pub-id pub-id-type="pmid">18253121</pub-id></citation></ref>
<ref id="B94">
<label>94</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abel</surname> <given-names>MK</given-names>
</name>
<name>
<surname>Brabham</surname> <given-names>CE</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>R</given-names>
</name>
<name>
<surname>Fahrner-Scott</surname> <given-names>K</given-names>
</name>
<name>
<surname>Wong</surname> <given-names>J</given-names>
</name>
<name>
<surname>Alvarado</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Breast conservation therapy versus mastectomy in the surgical management of invasive lobular carcinoma measuring 4 cm or greater</article-title>. <source>Am J Surg</source>. (<year>2021</year>) <volume>221</volume>:<page-range>32&#x2013;6</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.amjsurg.2020.05.038</pub-id>, PMID: <pub-id pub-id-type="pmid">32622509</pub-id></citation></ref>
<ref id="B95">
<label>95</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sharma</surname> <given-names>SDJ</given-names>
</name>
<name>
<surname>Barry</surname> <given-names>M</given-names>
</name>
<name>
<surname>O&#x2019;Reilly</surname> <given-names>EA</given-names>
</name>
<name>
<surname>Kell</surname> <given-names>MR</given-names>
</name>
</person-group>. <article-title>Surgical management of lobular carcinoma from a national screening program: a retrospective analysis</article-title>. <source>Eur J Surg Oncol (EJSO)</source>. (<year>2015</year>) <volume>41</volume>:<fpage>79</fpage>&#x2013;<lpage>85</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ejso.2014.09.004</pub-id>, PMID: <pub-id pub-id-type="pmid">25441933</pub-id></citation></ref>
<ref id="B96">
<label>96</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Holland</surname> <given-names>PA</given-names>
</name>
<name>
<surname>Shah</surname> <given-names>A</given-names>
</name>
<name>
<surname>Howell</surname> <given-names>A</given-names>
</name>
<name>
<surname>Baildam</surname> <given-names>AD</given-names>
</name>
<name>
<surname>Bundred</surname> <given-names>NJ</given-names>
</name>
</person-group>. <article-title>Lobular carcinoma of the breast can be managed by breast-conserving therapy</article-title>. <source>Br J Surg</source>. (<year>2005</year>) <volume>82</volume>:<page-range>1364&#x2013;6</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/bjs.1800821023</pub-id>, PMID: <pub-id pub-id-type="pmid">7489166</pub-id></citation></ref>
<ref id="B97">
<label>97</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hofvind</surname> <given-names>S</given-names>
</name>
<name>
<surname>Holen</surname> <given-names>&#xc5;</given-names>
</name>
<name>
<surname>Aas</surname> <given-names>T</given-names>
</name>
<name>
<surname>Roman</surname> <given-names>M</given-names>
</name>
<name>
<surname>Sebu&#xf8;deg&#xe5;rd</surname> <given-names>S</given-names>
</name>
<name>
<surname>Akslen</surname> <given-names>LA</given-names>
</name>
</person-group>. <article-title>Women treated with breast conserving surgery do better than those with mastectomy independent of detection mode, prognostic and predictive tumor characteristics</article-title>. <source>Eur J Surg Oncol (EJSO)</source>. (<year>2015</year>) <volume>41</volume>:<page-range>1417&#x2013;22</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ejso.2015.07.002</pub-id>, PMID: <pub-id pub-id-type="pmid">26253193</pub-id></citation></ref>
<ref id="B98">
<label>98</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Agarwal</surname> <given-names>S</given-names>
</name>
<name>
<surname>Pappas</surname> <given-names>L</given-names>
</name>
<name>
<surname>Neumayer</surname> <given-names>L</given-names>
</name>
<name>
<surname>Kokeny</surname> <given-names>K</given-names>
</name>
<name>
<surname>Agarwal</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Effect of breast conservation therapy vs mastectomy on disease-specific survival for early-stage breast cancer</article-title>. <source>JAMA Surg</source>. (<year>2014</year>) <volume>149</volume>:<fpage>267</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jamasurg.2013.3049</pub-id>, PMID: <pub-id pub-id-type="pmid">24429935</pub-id></citation></ref>
<ref id="B99">
<label>99</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moore</surname> <given-names>MM</given-names>
</name>
<name>
<surname>Borossa</surname> <given-names>G</given-names>
</name>
<name>
<surname>Imbrie</surname> <given-names>JZ</given-names>
</name>
<name>
<surname>Fechner</surname> <given-names>RE</given-names>
</name>
<name>
<surname>Harvey</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Slingluff</surname> <given-names>CL</given-names>
</name>
<etal/>
</person-group>. <article-title>Association of infiltrating lobular carcinoma with positive surgical margins after breast-conservation therapy</article-title>. <source>Ann Surg</source>. (<year>2000</year>) <volume>231</volume>:<page-range>877&#x2013;82</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/00000658-200006000-00012</pub-id>, PMID: <pub-id pub-id-type="pmid">10816631</pub-id></citation></ref>
<ref id="B100">
<label>100</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rothschild</surname> <given-names>HT</given-names>
</name>
<name>
<surname>Clelland</surname> <given-names>EN</given-names>
</name>
<name>
<surname>Abel</surname> <given-names>MK</given-names>
</name>
<name>
<surname>Chien</surname> <given-names>AJ</given-names>
</name>
<name>
<surname>Shui</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Esserman</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>The impact of histologic subtype on primary site surgery in the management of metastatic lobular versus ductal breast cancer: a population based study from the National Cancer Database (NCDB)</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2024</year>) <volume>203</volume>:<page-range>245&#x2013;56</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-023-07125-5</pub-id>, PMID: <pub-id pub-id-type="pmid">37833450</pub-id></citation></ref>
<ref id="B101">
<label>101</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nederend</surname> <given-names>J</given-names>
</name>
<name>
<surname>Duijm</surname> <given-names>LEM</given-names>
</name>
<name>
<surname>Louwman</surname> <given-names>MWJ</given-names>
</name>
<name>
<surname>Roumen</surname> <given-names>RMH</given-names>
</name>
<name>
<surname>Jansen</surname> <given-names>FH</given-names>
</name>
<name>
<surname>Voogd</surname> <given-names>AC</given-names>
</name>
</person-group>. <article-title>Trends in surgery for screen-detected and interval breast cancers in a national screening programme</article-title>. <source>Br J Surg</source>. (<year>2014</year>) <volume>101</volume>:<page-range>949&#x2013;58</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/bjs.9530</pub-id>, PMID: <pub-id pub-id-type="pmid">24828281</pub-id></citation></ref>
<ref id="B102">
<label>102</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Buchholz</surname> <given-names>TA</given-names>
</name>
<name>
<surname>Somerfield</surname> <given-names>MR</given-names>
</name>
<name>
<surname>Griggs</surname> <given-names>JJ</given-names>
</name>
<name>
<surname>El-Eid</surname> <given-names>S</given-names>
</name>
<name>
<surname>Hammond</surname> <given-names>MEH</given-names>
</name>
<name>
<surname>Lyman</surname> <given-names>GH</given-names>
</name>
<etal/>
</person-group>. <article-title>Margins for breast-conserving surgery with whole-breast irradiation in stage I and II invasive breast cancer: American Society of Clinical Oncology endorsement of the Society of Surgical Oncology/American Society for Radiation Oncology consensus guideline</article-title>. <source>J Clin Oncol</source>. (<year>2014</year>) <volume>32</volume>:<page-range>1502&#x2013;6</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1200/JCO.2014.55.1572</pub-id>, PMID: <pub-id pub-id-type="pmid">24711553</pub-id></citation></ref>
<ref id="B103">
<label>103</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Van Der Noordaa</surname> <given-names>MEM</given-names>
</name>
<name>
<surname>Ioan</surname> <given-names>I</given-names>
</name>
<name>
<surname>Rutgers</surname> <given-names>EJ</given-names>
</name>
<name>
<surname>Van Werkhoven</surname> <given-names>E</given-names>
</name>
<name>
<surname>Loo</surname> <given-names>CE</given-names>
</name>
<name>
<surname>Voorthuis</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>Breast-conserving therapy in patients with cT3 breast cancer with good response to neoadjuvant systemic therapy results in excellent local control: A comprehensive cancer center experience</article-title>. <source>Ann Surg Oncol</source>. (<year>2021</year>) <volume>28</volume>:<page-range>7383&#x2013;94</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-021-09865-4</pub-id>, PMID: <pub-id pub-id-type="pmid">33978889</pub-id></citation></ref>
<ref id="B104">
<label>104</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Beck</surname> <given-names>AC</given-names>
</name>
<name>
<surname>Bayard</surname> <given-names>S</given-names>
</name>
<name>
<surname>Plitas</surname> <given-names>G</given-names>
</name>
<name>
<surname>Sevilimedu</surname> <given-names>V</given-names>
</name>
<name>
<surname>Kuba</surname> <given-names>MG</given-names>
</name>
<name>
<surname>Garcia</surname> <given-names>P</given-names>
</name>
<etal/>
</person-group>. <article-title>Does non-classic lobular carcinoma <italic>in situ</italic> at the lumpectomy margin increase local recurrence</article-title>? <source>Ann Surg Oncol</source>. (<year>2023</year>) <volume>30</volume>:<page-range>6061&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-023-13899-1</pub-id>, PMID: <pub-id pub-id-type="pmid">37493892</pub-id></citation></ref>
<ref id="B105">
<label>105</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Crary</surname> <given-names>IL</given-names>
</name>
<name>
<surname>Parker</surname> <given-names>EU</given-names>
</name>
<name>
<surname>Lowry</surname> <given-names>KP</given-names>
</name>
<name>
<surname>Patwardhan</surname> <given-names>PP</given-names>
</name>
<name>
<surname>Soong</surname> <given-names>TR</given-names>
</name>
<name>
<surname>Javid</surname> <given-names>SH</given-names>
</name>
<etal/>
</person-group>. <article-title>Risk of lobular neoplasia upgrade with synchronous carcinoma</article-title>. <source>Ann Surg Oncol</source>. (<year>2022</year>) <volume>29</volume>:<page-range>6350&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-022-12129-4</pub-id>, PMID: <pub-id pub-id-type="pmid">35802213</pub-id></citation></ref>
<ref id="B106">
<label>106</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>White</surname> <given-names>JR</given-names>
</name>
<name>
<surname>Gustafson</surname> <given-names>GS</given-names>
</name>
<name>
<surname>Wimbish</surname> <given-names>K</given-names>
</name>
<name>
<surname>Ingold</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Lucas</surname> <given-names>RJ</given-names>
</name>
<name>
<surname>Levine</surname> <given-names>AJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Conservative surgery and radiation therapy for infiltrating lobular carcinoma of the breast. The role of preoperative mammograms in guiding treatment</article-title>. <source>Cancer</source>. (<year>1994</year>) <volume>74</volume>:<page-range>640&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/1097-0142(19940715)74:2&lt;640::AID-CNCR2820740216&gt;3.0.CO;2-V</pub-id>, PMID: <pub-id pub-id-type="pmid">8033043</pub-id></citation></ref>
<ref id="B107">
<label>107</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dillon</surname> <given-names>MF</given-names>
</name>
<name>
<surname>Hill</surname> <given-names>ADK</given-names>
</name>
<name>
<surname>Fleming</surname> <given-names>FJ</given-names>
</name>
<name>
<surname>O&#x2019;Doherty</surname> <given-names>A</given-names>
</name>
<name>
<surname>Quinn</surname> <given-names>CM</given-names>
</name>
<name>
<surname>McDermott</surname> <given-names>EW</given-names>
</name>
<etal/>
</person-group>. <article-title>Identifying patients at risk of compromised margins following breast conservation for lobular carcinoma</article-title>. <source>Am J Surg</source>. (<year>2006</year>) <volume>191</volume>:<page-range>201&#x2013;5</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.amjsurg.2005.03.041</pub-id>, PMID: <pub-id pub-id-type="pmid">16442946</pub-id></citation></ref>
<ref id="B108">
<label>108</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cabioglu</surname> <given-names>N</given-names>
</name>
<name>
<surname>Hunt</surname> <given-names>KK</given-names>
</name>
<name>
<surname>Sahin</surname> <given-names>AA</given-names>
</name>
<name>
<surname>Kuerer</surname> <given-names>HM</given-names>
</name>
<name>
<surname>Babiera</surname> <given-names>GV</given-names>
</name>
<name>
<surname>Singletary</surname> <given-names>SE</given-names>
</name>
<etal/>
</person-group>. <article-title>Role for intraoperative margin assessment in patients undergoing breast-conserving surgery</article-title>. <source>Ann Surg Oncol</source>. (<year>2007</year>) <volume>14</volume>:<page-range>1458&#x2013;71</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1245/s10434-006-9236-0</pub-id>, PMID: <pub-id pub-id-type="pmid">17260108</pub-id></citation></ref>
<ref id="B109">
<label>109</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Beck</surname> <given-names>AC</given-names>
</name>
<name>
<surname>Morrow</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>Axillary lymph node dissection: Dead or still alive</article-title>? <source>Breast</source>. (<year>2023</year>) <volume>69</volume>:<page-range>469&#x2013;75</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.breast.2023.01.009</pub-id>, PMID: <pub-id pub-id-type="pmid">36702672</pub-id></citation></ref>
<ref id="B110">
<label>110</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Whitrock</surname> <given-names>JN</given-names>
</name>
<name>
<surname>Carter</surname> <given-names>MM</given-names>
</name>
<name>
<surname>Leonard</surname> <given-names>LD</given-names>
</name>
<name>
<surname>Lewis</surname> <given-names>JD</given-names>
</name>
<name>
<surname>Shaughnessy</surname> <given-names>EA</given-names>
</name>
<name>
<surname>Heelan</surname> <given-names>AA</given-names>
</name>
</person-group>. <article-title>Axillary management in breast cancer after neoadjuvant chemotherapy in the modern era: A national cancer database analysis</article-title>. <source>Surgery</source>. (<year>2024</year>) <volume>175</volume>:<page-range>687&#x2013;94</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.surg.2023.08.039</pub-id>, PMID: <pub-id pub-id-type="pmid">37880050</pub-id></citation></ref>
<ref id="B111">
<label>111</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Mittendorf</surname> <given-names>EA</given-names>
</name>
<name>
<surname>Sahin</surname> <given-names>AA</given-names>
</name>
<name>
<surname>Yi</surname> <given-names>M</given-names>
</name>
<name>
<surname>Caudle</surname> <given-names>A</given-names>
</name>
<name>
<surname>Hunt</surname> <given-names>KK</given-names>
</name>
<etal/>
</person-group>. <article-title>Outcomes of sentinel lymph node dissection alone vs. axillary lymph node dissection in early stage invasive lobular carcinoma: a retrospective study of the surveillance, epidemiology and end results (SEER) database</article-title>. <source>PloS One</source>. (<year>2014</year>) <volume>9</volume>:<fpage>e89778</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0089778</pub-id>, PMID: <pub-id pub-id-type="pmid">24587029</pub-id></citation></ref>
<ref id="B112">
<label>112</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuehn</surname> <given-names>T</given-names>
</name>
<name>
<surname>Bauerfeind</surname> <given-names>I</given-names>
</name>
<name>
<surname>Fehm</surname> <given-names>T</given-names>
</name>
<name>
<surname>Fleige</surname> <given-names>B</given-names>
</name>
<name>
<surname>Hausschild</surname> <given-names>M</given-names>
</name>
<name>
<surname>Helms</surname> <given-names>G</given-names>
</name>
<etal/>
</person-group>. <article-title>Sentinel-lymph-node biopsy in patients with breast cancer before and after neoadjuvant chemotherapy (SENTINA): a prospective, multicentre cohort study</article-title>. <source>Lancet Oncol</source>. (<year>2013</year>) <volume>14</volume>:<page-range>609&#x2013;18</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1470-2045(13)70166-9</pub-id>, PMID: <pub-id pub-id-type="pmid">23683750</pub-id></citation></ref>
<ref id="B113">
<label>113</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gradishar</surname> <given-names>WJ</given-names>
</name>
<name>
<surname>Moran</surname> <given-names>MS</given-names>
</name>
<name>
<surname>Abraham</surname> <given-names>J</given-names>
</name>
<name>
<surname>Aft</surname> <given-names>R</given-names>
</name>
<name>
<surname>Agnese</surname> <given-names>D</given-names>
</name>
<name>
<surname>Allison</surname> <given-names>KH</given-names>
</name>
<etal/>
</person-group>. <article-title>Breast cancer, version 3.2022, NCCN clinical practice guidelines in oncology</article-title>. <source>J Natl Compr Canc Netw</source>. (<year>2022</year>) <volume>20</volume>:<fpage>691</fpage>&#x2013;<lpage>722</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.6004/jnccn.2022.0030</pub-id>, PMID: <pub-id pub-id-type="pmid">35714673</pub-id></citation></ref>
<ref id="B114">
<label>114</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Adachi</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Sawaki</surname> <given-names>M</given-names>
</name>
<name>
<surname>Hattori</surname> <given-names>M</given-names>
</name>
<name>
<surname>Yoshimura</surname> <given-names>A</given-names>
</name>
<name>
<surname>Gondo</surname> <given-names>N</given-names>
</name>
<name>
<surname>Kotani</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Comparison of sentinel lymph node biopsy between invasive lobular carcinoma and invasive ductal carcinoma</article-title>. <source>Breast Cancer Tokyo</source>. (<year>2018</year>) <volume>25</volume>:<page-range>560&#x2013;5</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12282-018-0852-x</pub-id>, PMID: <pub-id pub-id-type="pmid">29536376</pub-id></citation></ref>
<ref id="B115">
<label>115</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Metzger Filho</surname> <given-names>O</given-names>
</name>
<name>
<surname>Giobbie-Hurder</surname> <given-names>A</given-names>
</name>
<name>
<surname>Mallon</surname> <given-names>E</given-names>
</name>
<name>
<surname>Gusterson</surname> <given-names>B</given-names>
</name>
<name>
<surname>Viale</surname> <given-names>G</given-names>
</name>
<name>
<surname>Winer</surname> <given-names>EP</given-names>
</name>
<etal/>
</person-group>. <article-title>Relative effectiveness of letrozole compared with tamoxifen for patients with lobular carcinoma in the BIG 1&#x2013;98 trial</article-title>. <source>J Clin Oncol: Off J Am Soc Clin Oncol</source>. (<year>2015</year>) <volume>33</volume>:<page-range>2772&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1200/JCO.2015.60.8133</pub-id>, PMID: <pub-id pub-id-type="pmid">26215945</pub-id></citation></ref>
<ref id="B116">
<label>116</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Strasser-Weippl</surname> <given-names>K</given-names>
</name>
<name>
<surname>Sudan</surname> <given-names>G</given-names>
</name>
<name>
<surname>Ramjeesingh</surname> <given-names>R</given-names>
</name>
<name>
<surname>Shepherd</surname> <given-names>LE</given-names>
</name>
<name>
<surname>O&#x2019;Shaughnessy</surname> <given-names>J</given-names>
</name>
<name>
<surname>Parulekar</surname> <given-names>WR</given-names>
</name>
<etal/>
</person-group>. <article-title>Outcomes in women with invasive ductal or invasive lobular early stage breast cancer treated with anastrozole or exemestane in CCTG (NCIC CTG) MA.27</article-title>. <source>Eur J Cancer</source>. (<year>2018</year>) <volume>90</volume>:<fpage>19</fpage>&#x2013;<lpage>25</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ejca.2017.11.014</pub-id>, PMID: <pub-id pub-id-type="pmid">29274617</pub-id></citation></ref>
<ref id="B117">
<label>117</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Record</surname> <given-names>H</given-names>
</name>
<name>
<surname>Clelland</surname> <given-names>E</given-names>
</name>
<name>
<surname>Rothschild</surname> <given-names>HT</given-names>
</name>
<name>
<surname>Kaur</surname> <given-names>M</given-names>
</name>
<name>
<surname>Chien</surname> <given-names>AJ</given-names>
</name>
<name>
<surname>Melisko</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Tamoxifen or aromatase inhibitors with ovarian function suppression in pre-menopausal stage I-III lobular breast cancer</article-title>. <source>NPJ Breast Cancer</source>. (<year>2023</year>) <volume>9</volume>:<fpage>88</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41523-023-00594-3</pub-id>, PMID: <pub-id pub-id-type="pmid">37884561</pub-id></citation></ref>
<ref id="B118">
<label>118</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Magnoni</surname> <given-names>F</given-names>
</name>
<name>
<surname>Corso</surname> <given-names>G</given-names>
</name>
<name>
<surname>Maisonneuve</surname> <given-names>P</given-names>
</name>
<name>
<surname>Bianchi</surname> <given-names>B</given-names>
</name>
<name>
<surname>Accardo</surname> <given-names>G</given-names>
</name>
<name>
<surname>Sangalli</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Comparison of long-term outcome between clinically high risk lobular versus ductal breast cancer: a propensity score matched study</article-title>. <source>EClinicalMedicine</source>. (<year>2024</year>) <volume>71</volume>:<fpage>102552</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.eclinm.2024.102552</pub-id>, PMID: <pub-id pub-id-type="pmid">38545425</pub-id></citation></ref>
<ref id="B119">
<label>119</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>&#xd6;ztekin</surname> <given-names>S</given-names>
</name>
<name>
<surname>Hooning</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>Van Deurzen</surname> <given-names>CHM</given-names>
</name>
<name>
<surname>Dietvorst</surname> <given-names>AHP</given-names>
</name>
<name>
<surname>Drooger</surname> <given-names>JC</given-names>
</name>
<name>
<surname>Kitzen</surname> <given-names>JJEM</given-names>
</name>
<etal/>
</person-group>. <article-title>The effect of (neo)adjuvant chemotherapy on long-term survival outcomes in patients with invasive lobular breast cancer treated with endocrine therapy: A retrospective cohort study</article-title>. <source>Cancer</source>. (<year>2024</year>) <volume>130</volume>:<page-range>927&#x2013;35</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/cncr.35125</pub-id>, PMID: <pub-id pub-id-type="pmid">37985357</pub-id></citation></ref>
<ref id="B120">
<label>120</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gray</surname> <given-names>R</given-names>
</name>
<name>
<surname>Bradley</surname> <given-names>R</given-names>
</name>
<name>
<surname>Braybrooke</surname> <given-names>J</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Peto</surname> <given-names>R</given-names>
</name>
<name>
<surname>Davies</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Increasing the dose intensity of chemotherapy by more frequent administration or sequential scheduling: a patient-level meta-analysis of 37&#x2008;298 women with early breast cancer in 26 randomised trials</article-title>. <source>Lancet</source>. (<year>2019</year>) <volume>393</volume>:<page-range>1440&#x2013;52</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0140-6736(18)33137-4</pub-id>, PMID: <pub-id pub-id-type="pmid">30739743</pub-id></citation></ref>
<ref id="B121">
<label>121</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>De Gregorio</surname> <given-names>A</given-names>
</name>
<name>
<surname>Janni</surname> <given-names>W</given-names>
</name>
<name>
<surname>Friedl</surname> <given-names>TWP</given-names>
</name>
<name>
<surname>Nitz</surname> <given-names>U</given-names>
</name>
<name>
<surname>Rack</surname> <given-names>B</given-names>
</name>
<name>
<surname>Schneeweiss</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>The impact of anthracyclines in intermediate and high-risk HER2-negative early breast cancer-a pooled analysis of the randomised clinical trials PlanB and SUCCESS C</article-title>. <source>Br J Cancer</source>. (<year>2022</year>) <volume>126</volume>:<page-range>1715&#x2013;24</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41416-021-01690-6</pub-id>, PMID: <pub-id pub-id-type="pmid">35194193</pub-id></citation></ref>
<ref id="B122">
<label>122</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gao</surname> <given-names>HF</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>JS</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>QZ</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>T</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>CQ</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>LL</given-names>
</name>
<etal/>
</person-group>. <article-title>Peritoneal metastasis after treated with abemaciclib plus fulvestrant for metastatic invasive lobular breast cancer: A case report and review of the literature</article-title>. <source>Front Endocrinol</source>. (<year>2021</year>) <volume>12</volume>:<elocation-id>659537</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2021.659537</pub-id>, PMID: <pub-id pub-id-type="pmid">34690920</pub-id></citation></ref>
<ref id="B123">
<label>123</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mouabbi</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Qaio</surname> <given-names>W</given-names>
</name>
<name>
<surname>Shen</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Raghavendra</surname> <given-names>AS</given-names>
</name>
<name>
<surname>Tripathy</surname> <given-names>D</given-names>
</name>
<name>
<surname>Layman</surname> <given-names>RM</given-names>
</name>
</person-group>. <article-title>Efficacy of single-agent chemotherapy in endocrine therapy-refractory metastatic invasive lobular carcinoma</article-title>. <source>Oncologist</source>. (<year>2024</year>) <volume>29</volume>:<page-range>213&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/oncolo/oyad317</pub-id>, PMID: <pub-id pub-id-type="pmid">38070191</pub-id></citation></ref>
<ref id="B124">
<label>124</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>P&#xe9;rez-Garcia</surname> <given-names>J</given-names>
</name>
<name>
<surname>Cort&#xe9;s</surname> <given-names>J</given-names>
</name>
<name>
<surname>Metzger Filho</surname> <given-names>O</given-names>
</name>
</person-group>. <article-title>Efficacy of single-agent chemotherapy for patients with advanced invasive lobular carcinoma: A pooled analysis from three clinical trials</article-title>. <source>Oncologist</source>. (<year>2019</year>) <volume>24</volume>:<page-range>1041&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1634/theoncologist.2018-0182</pub-id>, PMID: <pub-id pub-id-type="pmid">30578311</pub-id></citation></ref>
<ref id="B125">
<label>125</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hanker</surname> <given-names>AB</given-names>
</name>
<name>
<surname>Sudhan</surname> <given-names>DR</given-names>
</name>
<name>
<surname>Arteaga</surname> <given-names>CL</given-names>
</name>
</person-group>. <article-title>Overcoming endocrine resistance in breast cancer</article-title>. <source>Cancer Cell</source>. (<year>2020</year>) <volume>37</volume>:<fpage>496</fpage>&#x2013;<lpage>513</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ccell.2020.03.009</pub-id>, PMID: <pub-id pub-id-type="pmid">32289273</pub-id></citation></ref>
<ref id="B126">
<label>126</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Desmedt</surname> <given-names>C</given-names>
</name>
<name>
<surname>Zoppoli</surname> <given-names>G</given-names>
</name>
<name>
<surname>Gundem</surname> <given-names>G</given-names>
</name>
<name>
<surname>Pruneri</surname> <given-names>G</given-names>
</name>
<name>
<surname>Larsimont</surname> <given-names>D</given-names>
</name>
<name>
<surname>Fornili</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Genomic characterization of primary invasive lobular breast cancer</article-title>. <source>J Clin Oncol</source>. (<year>2016</year>) <volume>34</volume>:<page-range>1872&#x2013;81</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1200/JCO.2015.64.0334</pub-id>, PMID: <pub-id pub-id-type="pmid">26926684</pub-id></citation></ref>
<ref id="B127">
<label>127</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sijnesael</surname> <given-names>T</given-names>
</name>
<name>
<surname>Richard</surname> <given-names>F</given-names>
</name>
<name>
<surname>R&#xe4;tze</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Koorman</surname> <given-names>T</given-names>
</name>
<name>
<surname>Bassey-Archibong</surname> <given-names>B</given-names>
</name>
<name>
<surname>Rohof</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Canonical Kaiso target genes define a functional signature that associates with breast cancer survival and the invasive lobular carcinoma histological type</article-title>. <source>J Pathol</source>. (<year>2023</year>) <volume>261</volume>:<page-range>477&#x2013;89</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/path.6205</pub-id>, PMID: <pub-id pub-id-type="pmid">37737015</pub-id></citation></ref>
<ref id="B128">
<label>128</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Van De Ven</surname> <given-names>RAH</given-names>
</name>
<name>
<surname>Tenhagen</surname> <given-names>M</given-names>
</name>
<name>
<surname>Meuleman</surname> <given-names>W</given-names>
</name>
<name>
<surname>Van Riel</surname> <given-names>JJG</given-names>
</name>
<name>
<surname>Schackmann</surname> <given-names>RCJ</given-names>
</name>
<name>
<surname>Derksen</surname> <given-names>PWB</given-names>
</name>
</person-group>. <article-title>Nuclear p120-catenin regulates the anoikis resistance of mouse lobular breast cancer cells through Kaiso-dependent Wnt11 expression</article-title>. <source>Dis Model Mech</source>. (<year>2015</year>) <volume>8</volume>:<fpage>dmm.018648</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1242/dmm.018648</pub-id>, PMID: <pub-id pub-id-type="pmid">25713299</pub-id></citation></ref>
<ref id="B129">
<label>129</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sikora</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>Jacobsen</surname> <given-names>BM</given-names>
</name>
<name>
<surname>Levine</surname> <given-names>K</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>J</given-names>
</name>
<name>
<surname>Davidson</surname> <given-names>NE</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>AV</given-names>
</name>
<etal/>
</person-group>. <article-title>WNT4 mediates estrogen receptor signaling and endocrine resistance in invasive lobular carcinoma cell lines</article-title>. <source>Breast Cancer Res</source>. (<year>2016</year>) <volume>18</volume>:<fpage>92</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13058-016-0748-7</pub-id>, PMID: <pub-id pub-id-type="pmid">27650553</pub-id></citation></ref>
<ref id="B130">
<label>130</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Boelens</surname> <given-names>MC</given-names>
</name>
<name>
<surname>Nethe</surname> <given-names>M</given-names>
</name>
<name>
<surname>Klarenbeek</surname> <given-names>S</given-names>
</name>
<name>
<surname>de Ruiter</surname> <given-names>JR</given-names>
</name>
<name>
<surname>Schut</surname> <given-names>E</given-names>
</name>
<name>
<surname>Bonzanni</surname> <given-names>N</given-names>
</name>
<etal/>
</person-group>. <article-title>PTEN loss in E-cadherin-deficient mouse mammary epithelial cells rescues apoptosis and results in development of classical invasive lobular carcinoma</article-title>. <source>Cell Rep</source>. (<year>2016</year>) <volume>16</volume>:<page-range>2087&#x2013;101</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.celrep.2016.07.059</pub-id>, PMID: <pub-id pub-id-type="pmid">27524621</pub-id></citation></ref>
<ref id="B131">
<label>131</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Arthur</surname> <given-names>LM</given-names>
</name>
<name>
<surname>Turnbull</surname> <given-names>AK</given-names>
</name>
<name>
<surname>Renshaw</surname> <given-names>L</given-names>
</name>
<name>
<surname>Keys</surname> <given-names>J</given-names>
</name>
<name>
<surname>Thomas</surname> <given-names>JS</given-names>
</name>
<name>
<surname>Wilson</surname> <given-names>TR</given-names>
</name>
<etal/>
</person-group>. <article-title>Changes in PIK3CA mutation status are not associated with recurrence, metastatic disease or progression in endocrine-treated breast cancer</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2014</year>) <volume>147</volume>:<page-range>211&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-014-3080-x</pub-id>, PMID: <pub-id pub-id-type="pmid">25104442</pub-id></citation></ref>
<ref id="B132">
<label>132</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bernichon</surname> <given-names>E</given-names>
</name>
<name>
<surname>Vallard</surname> <given-names>A</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Attignon</surname> <given-names>V</given-names>
</name>
<name>
<surname>Pissaloux</surname> <given-names>D</given-names>
</name>
<name>
<surname>Bachelot</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Genomic alterations and radioresistance in breast cancer: an analysis of the ProfiLER protocol</article-title>. <source>Ann Oncol</source>. (<year>2017</year>) <volume>28</volume>:<page-range>2773&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/annonc/mdx488</pub-id>, PMID: <pub-id pub-id-type="pmid">28945826</pub-id></citation></ref>
<ref id="B133">
<label>133</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bhin</surname> <given-names>J</given-names>
</name>
<name>
<surname>Yemelyanenko</surname> <given-names>J</given-names>
</name>
<name>
<surname>Chao</surname> <given-names>X</given-names>
</name>
<name>
<surname>Klarenbeek</surname> <given-names>S</given-names>
</name>
<name>
<surname>Opdam</surname> <given-names>M</given-names>
</name>
<name>
<surname>Malka</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>MYC is a clinically significant driver of mTOR inhibitor resistance in breast cancer</article-title>. <source>J Exp Med</source>. (<year>2023</year>) <volume>220</volume>:<fpage>e20211743</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1084/jem.20211743</pub-id>, PMID: <pub-id pub-id-type="pmid">37642941</pub-id></citation></ref>
<ref id="B134">
<label>134</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Grote</surname> <given-names>I</given-names>
</name>
<name>
<surname>Bartels</surname> <given-names>S</given-names>
</name>
<name>
<surname>Christgen</surname> <given-names>H</given-names>
</name>
<name>
<surname>Radner</surname> <given-names>M</given-names>
</name>
<name>
<surname>Gronewold</surname> <given-names>M</given-names>
</name>
<name>
<surname>Kandt</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>ERBB2 mutation is associated with sustained tumor cell proliferation after short-term preoperative endocrine therapy in early lobular breast cancer</article-title>. <source>Mod Pathol</source>. (<year>2022</year>) <volume>35</volume>:<page-range>1804&#x2013;11</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41379-022-01130-7</pub-id>, PMID: <pub-id pub-id-type="pmid">35842479</pub-id></citation></ref>
<ref id="B135">
<label>135</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kurozumi</surname> <given-names>S</given-names>
</name>
<name>
<surname>Alsaleem</surname> <given-names>M</given-names>
</name>
<name>
<surname>Monteiro</surname> <given-names>CJ</given-names>
</name>
<name>
<surname>Bhardwaj</surname> <given-names>K</given-names>
</name>
<name>
<surname>Joosten</surname> <given-names>SEP</given-names>
</name>
<name>
<surname>Fujii</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Targetable ERBB2 mutation status is an independent marker of adverse prognosis in estrogen receptor positive, ERBB2 non-amplified primary lobular breast carcinoma: a retrospective in silico analysis of public datasets</article-title>. <source>Breast Cancer Res</source>. (<year>2020</year>) <volume>22</volume>:<fpage>85</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13058-020-01324-4</pub-id>, PMID: <pub-id pub-id-type="pmid">32782013</pub-id></citation></ref>
<ref id="B136">
<label>136</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Levine</surname> <given-names>KM</given-names>
</name>
<name>
<surname>Priedigkeit</surname> <given-names>N</given-names>
</name>
<name>
<surname>BaSudan</surname> <given-names>A</given-names>
</name>
<name>
<surname>Tasdemir</surname> <given-names>N</given-names>
</name>
<name>
<surname>Sikora</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>Sokol</surname> <given-names>ES</given-names>
</name>
<etal/>
</person-group>. <article-title>FGFR4 overexpression and hotspot mutations in metastatic ER+ breast cancer are enriched in the lobular subtype</article-title>. <source>NPJ Breast Cancer</source>. (<year>2019</year>) <volume>5</volume>:<fpage>19</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41523-019-0114-x</pub-id>, PMID: <pub-id pub-id-type="pmid">31263748</pub-id></citation></ref>
<ref id="B137">
<label>137</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nagle</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Levine</surname> <given-names>KM</given-names>
</name>
<name>
<surname>Tasdemir</surname> <given-names>N</given-names>
</name>
<name>
<surname>Scott</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Burlbaugh</surname> <given-names>K</given-names>
</name>
<name>
<surname>Kehm</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>Loss of E-cadherin enhances IGF1-IGF1R pathway activation and sensitizes breast cancers to anti-IGF1R/InsR inhibitors</article-title>. <source>Clin Cancer Res</source>. (<year>2018</year>) <volume>24</volume>:<page-range>5165&#x2013;77</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1158/1078-0432.CCR-18-0279</pub-id>, PMID: <pub-id pub-id-type="pmid">29941485</pub-id></citation></ref>
<ref id="B138">
<label>138</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stires</surname> <given-names>H</given-names>
</name>
<name>
<surname>Heckler</surname> <given-names>MM</given-names>
</name>
<name>
<surname>Fu</surname> <given-names>X</given-names>
</name>
<name>
<surname>Li</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Grasso</surname> <given-names>CS</given-names>
</name>
<name>
<surname>Quist</surname> <given-names>MJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Integrated molecular analysis of Tamoxifen-resistant invasive lobular breast cancer cells identifies MAPK and GRM/mGluR signaling as therapeutic vulnerabilities</article-title>. <source>Mol Cell Endocrinol</source>. (<year>2018</year>) <volume>471</volume>:<page-range>105&#x2013;17</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.mce.2017.09.024</pub-id>, PMID: <pub-id pub-id-type="pmid">28935545</pub-id></citation></ref>
<ref id="B139">
<label>139</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname> <given-names>G</given-names>
</name>
<name>
<surname>Zuo</surname> <given-names>C</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>X</given-names>
</name>
<name>
<surname>Wen</surname> <given-names>P</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Comprehensive proteome, phosphoproteome and kinome characterization of luminal A breast cancer</article-title>. <source>Front Oncol</source>. (<year>2023</year>) <volume>13</volume>:<elocation-id>1127446</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fonc.2023.1127446</pub-id>, PMID: <pub-id pub-id-type="pmid">37064116</pub-id></citation></ref>
<ref id="B140">
<label>140</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Blawski</surname> <given-names>R</given-names>
</name>
<name>
<surname>Toska</surname> <given-names>E</given-names>
</name>
</person-group>. <article-title>A unique FOXA1-associated chromatin state dictates therapeutic resistance in lobular breast cancer</article-title>. <source>Cancer Res</source>. (<year>2022</year>) <volume>82</volume>:<page-range>3668&#x2013;70</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1158/0008-5472.CAN-22-2594</pub-id>, PMID: <pub-id pub-id-type="pmid">36245246</pub-id></citation></ref>
<ref id="B141">
<label>141</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bossart</surname> <given-names>EA</given-names>
</name>
<name>
<surname>Tasdemir</surname> <given-names>N</given-names>
</name>
<name>
<surname>Sikora</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>Bahreini</surname> <given-names>A</given-names>
</name>
<name>
<surname>Levine</surname> <given-names>KM</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>SNAIL is induced by tamoxifen and leads to growth inhibition in invasive lobular breast carcinoma</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2019</year>) <volume>175</volume>:<page-range>327&#x2013;37</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-019-05161-8</pub-id>, PMID: <pub-id pub-id-type="pmid">30798422</pub-id></citation></ref>
<ref id="B142">
<label>142</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Riggins</surname> <given-names>RB</given-names>
</name>
<name>
<surname>Lan</surname> <given-names>JPJ</given-names>
</name>
<name>
<surname>Klimach</surname> <given-names>U</given-names>
</name>
<name>
<surname>Zwart</surname> <given-names>A</given-names>
</name>
<name>
<surname>Cavalli</surname> <given-names>LR</given-names>
</name>
<name>
<surname>Haddad</surname> <given-names>BR</given-names>
</name>
<etal/>
</person-group>. <article-title>ERRgamma mediates tamoxifen resistance in novel models of invasive lobular breast cancer</article-title>. <source>Cancer Res</source>. (<year>2008</year>) <volume>68</volume>:<page-range>8908&#x2013;17</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1158/0008-5472.CAN-08-2669</pub-id>, PMID: <pub-id pub-id-type="pmid">18974135</pub-id></citation></ref>
<ref id="B143">
<label>143</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sivadas</surname> <given-names>A</given-names>
</name>
<name>
<surname>Kok</surname> <given-names>VC</given-names>
</name>
<name>
<surname>Ng</surname> <given-names>KL</given-names>
</name>
</person-group>. <article-title>Multi-omics analyses provide novel biological insights to distinguish lobular ductal types of invasive breast cancers</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2022</year>) <volume>193</volume>:<page-range>361&#x2013;79</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-022-06567-7</pub-id>, PMID: <pub-id pub-id-type="pmid">35348974</pub-id></citation></ref>
<ref id="B144">
<label>144</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Puthanmadhom Narayanan</surname> <given-names>S</given-names>
</name>
<name>
<surname>Wedn</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Shah</surname> <given-names>OS</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>J</given-names>
</name>
<name>
<surname>Brown</surname> <given-names>DD</given-names>
</name>
<name>
<surname>McAuliffe</surname> <given-names>PF</given-names>
</name>
<etal/>
</person-group>. <article-title>Transcriptomic analysis identifies enrichment of cAMP/PKA/CREB signaling in invasive lobular breast cancer</article-title>. <source>Breast Cancer Res</source>. (<year>2024</year>) <volume>26</volume>:<fpage>149</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13058-024-01900-y</pub-id>, PMID: <pub-id pub-id-type="pmid">39478577</pub-id></citation></ref>
<ref id="B145">
<label>145</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname> <given-names>D</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Jin</surname> <given-names>F</given-names>
</name>
</person-group>. <article-title>The role of AKR1 family in tamoxifen resistant invasive lobular breast cancer based on data mining</article-title>. <source>BMC Cancer</source>. (<year>2021</year>) <volume>21</volume>:<fpage>1321</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12885-021-09040-8</pub-id>, PMID: <pub-id pub-id-type="pmid">34886806</pub-id></citation></ref>
<ref id="B146">
<label>146</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Du</surname> <given-names>T</given-names>
</name>
<name>
<surname>Sikora</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>Levine</surname> <given-names>KM</given-names>
</name>
<name>
<surname>Tasdemir</surname> <given-names>N</given-names>
</name>
<name>
<surname>Riggins</surname> <given-names>RB</given-names>
</name>
<name>
<surname>Wendell</surname> <given-names>SG</given-names>
</name>
<etal/>
</person-group>. <article-title>Key regulators of lipid metabolism drive endocrine resistance in invasive lobular breast cancer</article-title>. <source>Breast Cancer Res</source>. (<year>2018</year>) <volume>20</volume>:<fpage>106</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13058-018-1041-8</pub-id>, PMID: <pub-id pub-id-type="pmid">30180878</pub-id></citation></ref>
<ref id="B147">
<label>147</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mohamed</surname> <given-names>RI</given-names>
</name>
<name>
<surname>Bargal</surname> <given-names>SA</given-names>
</name>
<name>
<surname>Mekawy</surname> <given-names>AS</given-names>
</name>
<name>
<surname>El-Shiekh</surname> <given-names>I</given-names>
</name>
<name>
<surname>Tuncbag</surname> <given-names>N</given-names>
</name>
<name>
<surname>Ahmed</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>The overexpression of DNA repair genes in invasive ductal and lobular breast carcinomas: Insights on individual variations and precision medicine</article-title>. <source>PLoS One</source>. (<year>2021</year>) <volume>16</volume>
<issue>(3)</issue>:<page-range>e0247837</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0247837</pub-id>, PMID: <pub-id pub-id-type="pmid">33662042</pub-id></citation></ref>
<ref id="B148">
<label>148</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nakagawa</surname> <given-names>S</given-names>
</name>
<name>
<surname>Miki</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Miyashita</surname> <given-names>M</given-names>
</name>
<name>
<surname>Hata</surname> <given-names>S</given-names>
</name>
<name>
<surname>Takahashi</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Rai</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Tumor microenvironment in invasive lobular carcinoma: possible therapeutic targets</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2016</year>) <volume>155</volume>:<fpage>65</fpage>&#x2013;<lpage>75</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-015-3668-9</pub-id>, PMID: <pub-id pub-id-type="pmid">26715212</pub-id></citation></ref>
<ref id="B149">
<label>149</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Park</surname> <given-names>CK</given-names>
</name>
<name>
<surname>Jung</surname> <given-names>WH</given-names>
</name>
<name>
<surname>Koo</surname> <given-names>JS</given-names>
</name>
</person-group>. <article-title>Expression of cancer-associated fibroblast-related proteins differs between invasive lobular carcinoma and invasive ductal carcinoma</article-title>. <source>Breast Cancer Res Treat</source>. (<year>2016</year>) <volume>159</volume>:<fpage>55</fpage>&#x2013;<lpage>69</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10549-016-3929-2</pub-id>, PMID: <pub-id pub-id-type="pmid">27469595</pub-id></citation></ref>
<ref id="B150">
<label>150</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>G&#xf3;mez-Cuadrado</surname> <given-names>L</given-names>
</name>
<name>
<surname>Bullock</surname> <given-names>E</given-names>
</name>
<name>
<surname>Mabruk</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>H</given-names>
</name>
<name>
<surname>Souleimanova</surname> <given-names>M</given-names>
</name>
<name>
<surname>Noer</surname> <given-names>P</given-names>
</name>
<etal/>
</person-group>. <article-title>Characterisation of the stromal microenvironment in lobular breast cancer</article-title>. <source>Cancers</source>. (<year>2022</year>) <volume>14</volume>:<fpage>904</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cancers14040904</pub-id>, PMID: <pub-id pub-id-type="pmid">35205651</pub-id></citation></ref>
<ref id="B151">
<label>151</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sflomos</surname> <given-names>G</given-names>
</name>
<name>
<surname>Battista</surname> <given-names>L</given-names>
</name>
<name>
<surname>Aouad</surname> <given-names>P</given-names>
</name>
<name>
<surname>De Martino</surname> <given-names>F</given-names>
</name>
<name>
<surname>Scabia</surname> <given-names>V</given-names>
</name>
<name>
<surname>Stravodimou</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Intraductal xenografts show lobular carcinoma cells rely on their own extracellular matrix and LOXL1</article-title>. <source>EMBO Mol Med</source>. (<year>2021</year>) <volume>13</volume>:<fpage>e13180</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.15252/emmm.202013180</pub-id>, PMID: <pub-id pub-id-type="pmid">33616307</pub-id></citation></ref>
<ref id="B152">
<label>152</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Batra</surname> <given-names>H</given-names>
</name>
<name>
<surname>Ding</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Pandurengan</surname> <given-names>R</given-names>
</name>
<name>
<surname>Ibarguen</surname> <given-names>H</given-names>
</name>
<name>
<surname>Rabassedas</surname> <given-names>NB</given-names>
</name>
<name>
<surname>Sahin</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Exploration of cancer associated fibroblasts phenotypes in the tumor microenvironment of classical and pleomorphic Invasive Lobular Carcinoma</article-title>. <source>Front Oncol</source>. (<year>2023</year>) <volume>13</volume>:<elocation-id>1281650</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fonc.2023.1281650</pub-id>, PMID: <pub-id pub-id-type="pmid">38192631</pub-id></citation></ref>
<ref id="B153">
<label>153</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Onkar</surname> <given-names>S</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zou</surname> <given-names>J</given-names>
</name>
<name>
<surname>Cardello</surname> <given-names>C</given-names>
</name>
<name>
<surname>Cillo</surname> <given-names>AR</given-names>
</name>
<name>
<surname>Uddin</surname> <given-names>MR</given-names>
</name>
<etal/>
</person-group>. <article-title>Immune landscape in invasive ductal and lobular breast cancer reveals a divergent macrophage-driven microenvironment</article-title>. <source>Nat Cancer</source>. (<year>2023</year>) <volume>4</volume>:<page-range>516&#x2013;34</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s43018-023-00527-w</pub-id>, PMID: <pub-id pub-id-type="pmid">36927792</pub-id></citation></ref>
<ref id="B154">
<label>154</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thompson</surname> <given-names>ED</given-names>
</name>
<name>
<surname>Taube</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Asch-Kendrick</surname> <given-names>RJ</given-names>
</name>
<name>
<surname>Ogurtsova</surname> <given-names>A</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>H</given-names>
</name>
<name>
<surname>Sharma</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>PD-L1 expression and the immune microenvironment in primary invasive lobular carcinomas of the breast</article-title>. <source>Mod Pathol</source>. (<year>2017</year>) <volume>30</volume>:<page-range>1551&#x2013;60</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/modpathol.2017.79</pub-id>, PMID: <pub-id pub-id-type="pmid">28731046</pub-id></citation></ref>
<ref id="B155">
<label>155</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sahin</surname> <given-names>E</given-names>
</name>
<name>
<surname>Kus</surname> <given-names>T</given-names>
</name>
<name>
<surname>Aytekin</surname> <given-names>A</given-names>
</name>
<name>
<surname>Uzun</surname> <given-names>E</given-names>
</name>
<name>
<surname>Elboga</surname> <given-names>U</given-names>
</name>
<name>
<surname>Yilmaz</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>(68)Ga-FAPI PET/CT as an alternative to (18)F-FDG PET/CT in the imaging of invasive lobular breast carcinoma</article-title>. <source>J Nucl Med</source>. (<year>2024</year>) <volume>65</volume>:<page-range>512&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2967/jnumed.123.266798</pub-id>, PMID: <pub-id pub-id-type="pmid">38485276</pub-id></citation></ref>
<ref id="B156">
<label>156</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bonnin</surname> <given-names>D</given-names>
</name>
<name>
<surname>Ladoire</surname> <given-names>S</given-names>
</name>
<name>
<surname>Briot</surname> <given-names>N</given-names>
</name>
<name>
<surname>Bertaut</surname> <given-names>A</given-names>
</name>
<name>
<surname>Drouet</surname> <given-names>C</given-names>
</name>
<name>
<surname>Cochet</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Performance of [18F]FDG-PET/CT imaging in first recurrence of invasive lobular carcinoma</article-title>. <source>J Clin Med</source>. (<year>2023</year>) <volume>12</volume>:<fpage>2916</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/jcm12082916</pub-id>, PMID: <pub-id pub-id-type="pmid">37109252</pub-id></citation></ref>
<ref id="B157">
<label>157</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pareja</surname> <given-names>F</given-names>
</name>
<name>
<surname>Dopeso</surname> <given-names>H</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>YK</given-names>
</name>
<name>
<surname>Gazzo</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Brown</surname> <given-names>DN</given-names>
</name>
<name>
<surname>Banerjee</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>A genomics-driven artificial intelligence-based model classifies breast invasive lobular carcinoma and discovers CDH1 inactivating mechanisms</article-title>. <source>Cancer Res</source>. (<year>2024</year>) <volume>84</volume>:<page-range>3478&#x2013;89</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1158/0008-5472.CAN-24-1322</pub-id>, PMID: <pub-id pub-id-type="pmid">39106449</pub-id></citation></ref>
<ref id="B158">
<label>158</label>
<citation citation-type="journal">
<article-title>Artificial intelligence identifies novel disease pathways</article-title>. <source>Cancer Discov</source>. (<year>2023</year>), <page-range>OF1&#x2013;1</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1158/2159-8290.CD-NB2023-0092</pub-id>, PMID: <pub-id pub-id-type="pmid">38079539</pub-id></citation></ref>
<ref id="B159">
<label>159</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Challa</surname> <given-names>B</given-names>
</name>
<name>
<surname>Tahir</surname> <given-names>M</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Kellough</surname> <given-names>D</given-names>
</name>
<name>
<surname>Lujan</surname> <given-names>G</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Artificial intelligence-aided diagnosis of breast cancer lymph node metastasis on histologic slides in a digital workflow</article-title>. <source>Mod Pathol</source>. (<year>2023</year>) <volume>36</volume>:<fpage>100216</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.modpat.2023.100216</pub-id>, PMID: <pub-id pub-id-type="pmid">37178923</pub-id></citation></ref>
<ref id="B160">
<label>160</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ciriello</surname> <given-names>G</given-names>
</name>
<name>
<surname>Gatza</surname> <given-names>ML</given-names>
</name>
<name>
<surname>Beck</surname> <given-names>AH</given-names>
</name>
<name>
<surname>Wilkerson</surname> <given-names>MD</given-names>
</name>
<name>
<surname>Rhie</surname> <given-names>SK</given-names>
</name>
<name>
<surname>Pastore</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Comprehensive molecular portraits of invasive lobular breast cancer</article-title>. <source>Cell</source>. (<year>2015</year>) <volume>163</volume>:<page-range>506&#x2013;19</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cell.2015.09.033</pub-id>, PMID: <pub-id pub-id-type="pmid">26451490</pub-id></citation></ref>
<ref id="B161">
<label>161</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jin</surname> <given-names>X</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>YF</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>D</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>S</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>CJ</given-names>
</name>
<name>
<surname>Xiao</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Molecular classification of hormone receptor-positive HER2-negative breast cancer</article-title>. <source>Nat Genet</source>. (<year>2023</year>) <volume>55</volume>:<page-range>1696&#x2013;708</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41588-023-01507-7</pub-id>, PMID: <pub-id pub-id-type="pmid">37770634</pub-id></citation></ref>
</ref-list>
<glossary>
<title>Glossary</title>
<def-list>
<def-item>
<term>ILC</term>
<def>
<p>Invasive lobular carcinoma</p>
</def>
</def-item>
<def-item>
<term>IDC</term>
<def>
<p>Invasive ductal carcinoma</p>
</def>
</def-item>
<def-item>
<term>NACT</term>
<def>
<p>Neoadjuvant chemotherapy</p>
</def>
</def-item>
<def-item>
<term>NET</term>
<def>
<p>Neoadjuvant endocrine therapy</p>
</def>
</def-item>
<def-item>
<term>HR</term>
<def>
<p>Hormone-receptor </p>
</def>
</def-item>
<def-item>
<term>LN</term>
<def>
<p>Lymph node</p>
</def>
</def-item>
<def-item>
<term>PLC</term>
<def>
<p>Pleomorphic lobular carcinoma</p>
</def>
</def-item>
<def-item>
<term>cILC</term>
<def>
<p>Classic invasive lobular carcinoma</p>
</def>
</def-item>
<def-item>
<term>ER</term>
<def>
<p>Estrogen receptor</p>
</def>
</def-item>
<def-item>
<term>HER-2</term>
<def>
<p>Human epidermal growth factor receptor 2</p>
</def>
</def-item>
<def-item>
<term>TN</term>
<def>
<p>Triple negative</p>
</def>
</def-item>
<def-item>
<term>mIDLC</term>
<def>
<p>Mixed invasive ductal lobular carcinoma</p>
</def>
</def-item>
<def-item>
<term>PR</term>
<def>
<p>Progesterone receptor</p>
</def>
</def-item>
<def-item>
<term>AR</term>
<def>
<p>Androgen receptor</p>
</def>
</def-item>
<def-item>
<term>pCR</term>
<def>
<p>Pathological complete response</p>
</def>
</def-item>
<def-item>
<term>iddEPC</term>
<def>
<p>Intense dose-dense epirubicin, paclitaxel and cyclophosphamide</p>
</def>
</def-item>
<def-item>
<term>BCT</term>
<def>
<p>Breast conserving therapy</p>
</def>
</def-item>
<def-item>
<term>BCSS</term>
<def>
<p>Breast cancer-specific survival</p>
</def>
</def-item>
<def-item>
<term>ALH</term>
<def>
<p>Atypical lobular hyperplasia</p>
</def>
</def-item>
<def-item>
<term>LCIS</term>
<def>
<p>lobular carcinoma in situ</p>
</def>
</def-item>
<def-item>
<term>MRI</term>
<def>
<p>Magnetic resonance imaging</p>
</def>
</def-item>
<def-item>
<term>NME</term>
<def>
<p>Nonmass enhancement</p>
</def>
</def-item>
<def-item>
<term>ALND</term>
<def>
<p>Axillary lymph node dissection</p>
</def>
</def-item>
<def-item>
<term>SLNB</term>
<def>
<p>Sentinel lymph node biopsy</p>
</def>
</def-item>
<def-item>
<term>SLN</term>
<def>
<p>Sentinel lymph node</p>
</def>
</def-item>
<def-item>
<term>TAD</term>
<def>
<p>Targeted lymph node dissection</p>
</def>
</def-item>
<def-item>
<term>SERM</term>
<def>
<p>selective estrogen receptor modulator</p>
</def>
</def-item>
<def-item>
<term>AI</term>
<def>
<p>Aromatase inhibitor</p>
</def>
</def-item>
<def-item>
<term>SERD</term>
<def>
<p>Selective estrogen receptor downregulators</p>
</def>
</def-item>
<def-item>
<term>OFS</term>
<def>
<p>Ovarian function suppression</p>
</def>
</def-item>
<def-item>
<term>WES</term>
<def>
<p>Whole genome sequencing</p>
</def>
</def-item>
<def-item>
<term>PD</term>
<def>
<p>Disease progression</p>
</def>
</def-item>
<def-item>
<term>EMT</term>
<def>
<p>Epithelial-mesenchymal transition</p>
</def>
</def-item>
<def-item>
<term>TME</term>
<def>
<p>Tumor microenvironment</p>
</def>
</def-item>
<def-item>
<term>E-Ca</term>
<def>
<p>E-Cadherin</p>
</def>
</def-item>
<def-item>
<term>ESR1</term>
<def>
<p>Estrogen Receptor 1</p>
</def>
</def-item>
<def-item>
<term>ERR&#x3b3;</term>
<def>
<p>Estrogen-related receptor &#x3b3;</p>
</def>
</def-item>
<def-item>
<term>TAM</term>
<def>
<p>Tamoxifen</p>
</def>
</def-item>
<def-item>
<term>PI3K</term>
<def>
<p>Phosphatidylinositol 3-kinase</p>
</def>
</def-item>
<def-item>
<term>p120</term>
<def>
<p>p120-catenin</p>
</def>
</def-item>
<def-item>
<term>kiaso</term>
<def>
<p>Zinc finger transcription factor Kaiso</p>
</def>
</def-item>
<def-item>
<term>AP1</term>
<def>
<p>Activator protein 1</p>
</def>
</def-item>
<def-item>
<term>PTEN</term>
<def>
<p>Phosphatase and Tensin Homolog deleted on chromosome 10</p>
</def>
</def-item>
<def-item>
<term>mTOR</term>
<def>
<p>Neoadjuvant endocrine therapy</p>
</def>
</def-item>
<def-item>
<term>MYC</term>
<def>
<p>Cellular Myelocytomatosis oncogene</p>
</def>
</def-item>
<def-item>
<term>RTKs</term>
<def>
<p>Receptor tyrosine kinase</p>
</def>
</def-item>
<def-item>
<term>SCLC</term>
<def>
<p>Small cell lung cancer</p>
</def>
</def-item>
<def-item>
<term>HER3</term>
<def>
<p>Human epidermal growth factor receptor 3</p>
</def>
</def-item>
<def-item>
<term>FGFR4</term>
<def>
<p>Fibroblast growth factor receptor 4</p>
</def>
</def-item>
<def-item>
<term>IGF1R</term>
<def>
<p>Insulin-like growth factor 1 receptor</p>
</def>
</def-item>
<def-item>
<term>IGF1</term>
<def>
<p>Insulin-like growth factor 1</p>
</def>
</def-item>
<def-item>
<term>GRM/mGluR</term>
<def>
<p>Metabotropic glutamate receptors</p>
</def>
</def-item>
<def-item>
<term>MAPK</term>
<def>
<p>Mitogen-activated protein kinase</p>
</def>
</def-item>
<def-item>
<term>MEK</term>
<def>
<p>Mitogen-activated protein kinase kinase</p>
</def>
</def-item>
<def-item>
<term>FOXA1</term>
<def>
<p>Forkhead box protein A1</p>
</def>
</def-item>
<def-item>
<term>SNAIL</term>
<def>
<p>Zinc finger protein SNAIL</p>
</def>
</def-item>
<def-item>
<term>DSB</term>
<def>
<p>DNA double strand break</p>
</def>
</def-item>
<def-item>
<term>HDR</term>
<def>
<p>Homology-directedrepair</p>
</def>
</def-item>
<def-item>
<term>FA</term>
<def>
<p>Fanconi anemia</p>
</def>
</def-item>
<def-item>
<term>BER</term>
<def>
<p>Base excision repair</p>
</def>
</def-item>
<def-item>
<term>cAMP</term>
<def>
<p>Cyclic adenosine monophosphate</p>
</def>
</def-item>
<def-item>
<term>PKA</term>
<def>
<p>Protein kinase A</p>
</def>
</def-item>
<def-item>
<term>CREB</term>
<def>
<p>cAMP response element-binding protein</p>
</def>
</def-item>
<def-item>
<term>AKR1C1/2/3</term>
<def>
<p>Aldo-keto reductase family 1 member C1/C2/C3</p>
</def>
</def-item>
<def-item>
<term>SREBP1</term>
<def>
<p>Sterol regulatory element-binding protein 1</p>
</def>
</def-item>
<def-item>
<term>CAFs</term>
<def>
<p>Cancer-associated fibroblasts</p>
</def>
</def-item>
<def-item>
<term>LOXL1</term>
<def>
<p>Lysyl oxidase-like 1</p>
</def>
</def-item>
<def-item>
<term>Mrip</term>
<def>
<p>Myosin Phosphatase-Rho Interacting Protein</p>
</def>
</def-item>
<def-item>
<term>Rho</term>
<def>
<p>Ras homolog family member;</p>
</def>
</def-item>
<def-item>
<term>Rock</term>
<def>
<p>Rho-associated coiled-coil-containing protein kinase</p>
</def>
</def-item>
<def-item>
<term>Wnt11</term>
<def>
<p>Wnt family member 11</p>
</def>
</def-item>
<def-item>
<term>Akt</term>
<def>
<p>Protein kinase B</p>
</def>
</def-item>
<def-item>
<term>ADC</term>
<def>
<p>Antibody-drug conjugate</p>
</def>
</def-item>
<def-item>
<term>Ras</term>
<def>
<p>Ras GTPase</p>
</def>
</def-item>
<def-item>
<term>RAF</term>
<def>
<p>Rapidly Accelerated Fibrosarcoma kinase</p>
</def>
</def-item>
<def-item>
<term>ERK</term>
<def>
<p>Extracellular signal-regulated kinase</p>
</def>
</def-item>
<def-item>
<term>c- JUN</term>
<def>
<p>Jun proto-oncogene</p>
</def>
</def-item>
<def-item>
<term>c-FOS</term>
<def>
<p>Fos proto-oncogene</p>
</def>
</def-item>
<def-item>
<term>ELK</term>
<def>
<p>Ets-like gene transcription factor</p>
</def>
</def-item>
<def-item>
<term>ETS</term>
<def>
<p>E26 transformation-specific transcription factor</p>
</def>
</def-item>
<def-item>
<term>Cyclin D1</term>
<def>
<p>G1/S-specific cyclin-D1</p>
</def>
</def-item>
<def-item>
<term>E2</term>
<def>
<p>Estradiol</p>
</def>
</def-item>
<def-item>
<term>PARPi</term>
<def>
<p>Poly(ADP-ribose) polymerase inhibitor</p>
</def>
</def-item>
<def-item>
<term>SRE</term>
<def>
<p>Sterol regulatory element</p>
</def>
</def-item>
<def-item>
<term>RXR</term>
<def>
<p>Retinoid X receptor </p>
</def>
</def-item>
<def-item>
<term>CBP</term>
<def>
<p>CREB-binding protein</p>
</def>
</def-item>
<def-item>
<term>ATP</term>
<def>
<p>Adenosine triphosphate</p>
</def>
</def-item>
<def-item>
<term>BAPN</term>
<def>
<p>&#x3b2;-Aminopropionitrile (LOX inhibitor)</p>
</def>
</def-item>
<def-item>
<term>ECM</term>
<def>
<p>Extracellular matrix</p>
</def>
</def-item>
<def-item>
<term>RFS</term>
<def>
<p>Recurrence-Free Survival</p>
</def>
</def-item>
<def-item>
<term>OS</term>
<def>
<p>Overall Survival</p>
</def>
</def-item>
<def-item>
<term>CAP</term>
<def>
<p>Capecitabine</p>
</def>
</def-item>
<def-item>
<term>PFS</term>
<def>
<p>Progression-free survival</p>
</def>
</def-item>
<def-item>
<term>TAX</term>
<def>
<p>Taxanes</p>
</def>
</def-item>
<def-item>
<term>HIPEC</term>
<def>
<p>Hyperthermic intraperitoneal chemotherapy</p>
</def>
</def-item>
<def-item>
<term>RT</term>
<def>
<p>Radiotherapy</p>
</def>
</def-item>
<def-item>
<term>GI</term>
<def>
<p>Gestrointestine</p>
</def>
</def-item>
<def-item>
<term>Met</term>
<def>
<p>Metastasis</p>
</def>
</def-item>
<def-item>
<term>ROS1</term>
<def>
<p>ROS Proto-Oncogene 1</p>
</def>
</def-item>
<def-item>
<term>TILs</term>
<def>
<p>Tumor-infiltrating lymphocytes</p>
</def>
</def-item>
<def-item>
<term>PDL-1</term>
<def>
<p>Programmed Death-Ligand 1</p>
</def>
</def-item>
<def-item>
<term>ICIs</term>
<def>
<p>Immune Checkpoint Inhibitor</p>
</def>
</def-item>
</def-list>
</glossary>
</back>
</article>