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<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.2024.1349572</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The histological and molecular characteristics of early-onset colorectal cancer: a systematic review and meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Lawler</surname>
<given-names>Thomas</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2418344"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Parlato</surname>
<given-names>Lisa</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Warren Andersen</surname>
<given-names>Shaneda</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Medicine and Public Health, Carbone Cancer Center, University of Wisconsin-Madison</institution>, <addr-line>Madison, WI</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Medicine and Public Health, Department of Population Health Sciences, University of Wisconsin-Madison</institution>, <addr-line>Madison, WI</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Swati Patel, University of Colorado Anschutz Medical Campus, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Pietro Paolo Vitiello, IFOM - The FIRC Institute of Molecular Oncology, Italy</p>
<p>Gianni Lazzarin, Abano Terme Hospital, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Shaneda Warren Andersen, <email xlink:href="mailto:snandersen@wisc.edu">snandersen@wisc.edu</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>1349572</elocation-id>
<history>
<date date-type="received">
<day>04</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Lawler, Parlato and Warren Andersen</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Lawler, Parlato and Warren Andersen</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>
<sec>
<title>Background</title>
<p>Early-onset colorectal cancer (CRC), defined as diagnosis before age 50, has increased in recent decades. Although more often diagnosed at advanced stage, associations with other histological and molecular markers that impact prognosis and treatment remain to be clarified. We conducted a systematic review and meta-analysis concerning the prevalence of prognostic and predictive tumor markers for early- vs. late-onset CRC, including oncogene mutations, microsatellite instability (MSI), and emerging markers including immune cells and the consensus molecular subtypes.</p>
</sec>
<sec>
<title>Methods</title>
<p>We systematically searched PubMed for original research articles published between April 2013&#x2013;January 2024. Included studies compared the prevalence of tumor markers in early- vs. late-onset CRC. A meta-analysis was completed and summary odds ratios (ORs) with 95% confidence intervals (CIs) were obtained from a random effects model via inverse variance weighting. A sensitivity analysis was completed to restrict the meta-analysis to studies that excluded individuals with Lynch syndrome, a hereditary condition that influences the distribution of tumor markers for early-onset CRC.</p>
</sec>
<sec>
<title>Results</title>
<p>In total, 149 articles were identified. Tumors from early-onset CRC are less likely to include mutations in <italic>KRAS</italic> (OR, 95% CI: 0.91, 0.85-0.98), <italic>BRAF</italic> (0.63, 0.51-0.78), <italic>APC</italic> (0.70, 0.58-0.84), and <italic>NRAS</italic> (0.88, 0.78-1.00) but more likely to include mutations in <italic>PTEN</italic> (1.68, 1.04-2.73) and <italic>TP53</italic> (1.34, 1.24-1.45). After limiting to studies that excluded Lynch syndrome, the associations between early-onset CRC and <italic>BRAF</italic> (0.77, 0.64-0.92) and <italic>APC</italic> mutation (0.81, 0.67-0.97) were attenuated, while an inverse association with <italic>PIK3CA</italic> mutation was also observed (0.88, 0.78-0.99). Early-onset tumors are less likely to develop along the CpG Island Methylator Phenotype pathway (0.24, 0.10-0.57), but more likely to possess adverse histological features including high tumor grade (1.20, 1.15-1.25), and mucinous (1.22, 1.16-1.27) or signet ring histology (2.32, 2.08-2.57). A positive association with MSI status (1.31, 1.11-1.56) was also identified. Associations with immune markers and the consensus molecular subtypes are inconsistent.</p>
</sec>
<sec>
<title>Discussion</title>
<p>A lower prevalence of mutations in <italic>KRAS</italic> and <italic>BRAF</italic> is consistent with extended survival and superior response to targeted therapies for metastatic disease. Conversely, early-onset CRC is associated with aggressive histological subtypes and <italic>TP53</italic> and <italic>PTEN</italic> mutations, which may serve as therapeutic targets.</p>
</sec>
</abstract>
<kwd-group>
<kwd>colorectal cancer</kwd>
<kwd>colon cancer</kwd>
<kwd>rectal cancer</kwd>
<kwd>early-onset</kwd>
<kwd>oncogenes</kwd>
<kwd>prognosis</kwd>
<kwd>molecular characteristics</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Institutes of Health<named-content content-type="fundref-id">10.13039/100000002</named-content>
</contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="107"/>
<page-count count="13"/>
<word-count count="5654"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Gastrointestinal Cancers: Colorectal 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>Colorectal cancer (CRC) is the second leading cause of cancer mortality in the United States (<xref ref-type="bibr" rid="B1">1</xref>). The incidence of CRC has steadily declined since the 1980s, largely attributed to greater uptake of colonoscopy screening by adults aged 50 years and older (<xref ref-type="bibr" rid="B2">2</xref>). Concurrently, the incidence of sporadic early-onset CRC, generally defined as CRC diagnosis before age 50 without an underlying hereditary cause, has significantly increased since the mid-1990s (<xref ref-type="bibr" rid="B2">2</xref>). Data from the Surveillance, Epidemiology, and End Results (SEER) program reflect a 2-3% annual increase in the incidence of early-onset CRC (<xref ref-type="bibr" rid="B3">3</xref>). The elevated incidence of early-onset CRC may be explained by birth cohort effects where more recent birth cohorts have increased prevalence of obesity and type 2 diabetes, lower levels of physical activity, and more often consume western-style diets characterized by lower consumption of fruits and vegetables (<xref ref-type="bibr" rid="B4">4</xref>), as well as changes in the composition of the gut microbiome (<xref ref-type="bibr" rid="B2">2</xref>). While early-onset CRC may be caused by hereditary conditions defined by germline mutations in DNA mismatch-repair genes (i.e. Lynch syndrome) or in the tumor suppressor <italic>APC</italic> (i.e. familial adenomatous polyposis) (<xref ref-type="bibr" rid="B5">5</xref>), these inherited conditions account for a relatively small percentage of early-onset CRC and do not explain the increased prevalence observed in recent decades (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>CRC is a heterogeneous disease and the clinicopathological and molecular characteristics of tumors may influence prognosis and response to treatment (<xref ref-type="bibr" rid="B6">6</xref>). Beyond tumor stage, multiple potential prognostic and predictive markers have been identified, including mutations in oncogenes such as <italic>KRAS</italic>, <italic>BRAF</italic>, <italic>PIK3CA</italic>, and <italic>TP53</italic>, histological subtypes including mucinous and signet ring carcinomas, and the microsatellite instability (MSI) phenotype (<xref ref-type="bibr" rid="B7">7</xref>). Further, several novel prognostic markers have recently been identified, including immune markers in the tumor microenvironment (<xref ref-type="bibr" rid="B8">8</xref>) and the CRC consensus molecular subtypes (<xref ref-type="bibr" rid="B9">9</xref>). It is anticipated that the continued characterization of molecular phenotypes in CRC will augment traditional clinical markers for therapeutic decision making and support the development of targeted approaches to treatment (<xref ref-type="bibr" rid="B10">10</xref>).</p>
<p>Given the increasing rate of early-onset CRC, recent publications have highlighted potential differences in the clinicopathological and molecular characteristics of tumors based on age of onset (<xref ref-type="bibr" rid="B11">11</xref>&#x2013;<xref ref-type="bibr" rid="B14">14</xref>). However, it is currently unclear whether early-onset CRC is distinct from late-onset disease in terms of molecular characteristics and tumor developmental pathways (<xref ref-type="bibr" rid="B15">15</xref>). Understanding the molecular characteristics of early-onset CRC is necessary to guide the development of therapeutic approaches for this condition and to address underlying causes. Therefore, we have completed a systematic review and meta-analysis to comprehensively summarize the evidence linking early-onset CRC to differences in prognostic and predictive tumor markers, including oncogene mutations, histological subtypes, MSI status, as well as anti-tumor immunity and the consensus molecular subtypes.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Literature review</title>
<p>Articles for this systematic review were identified utilizing a Pubmed search incorporating PRISMA guidelines (<xref ref-type="bibr" rid="B16">16</xref>). Given the wide breadth of the topic and the limited number of relevant articles published prior to 2013, the search was limited to peer-reviewed, original research articles published in English from the last 10 years (April 2013 &#x2013; April 2023), with relevant keywords and medical subject headings included in the title and/or abstract. The literature review was repeated in January 2024 to identify recently published articles. Specific biomarker terms to include in the literature search were identified from prior reviews, and the search terms &#x201c;biomark*&#x201d;, &#x201c;mark*&#x201d;, and &#x201c;character*&#x201d; were included to capture potentially novel prognostic markers. All search terms included for the literature review are displayed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>. Manuscripts were included that reported the prevalence of prognostic biomarkers in CRC tumors separately for early- vs. late-onset disease. Articles were excluded if the prevalence of tumor clinicopathological or molecular biomarkers were not provided for participants with CRC (see <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> flowchart), or if there was no comparison between early- vs. late-onset CRC (or if the comparison was limited to tumor stage or location only). Articles were also excluded that described hereditary CRC only (e.g. Lynch syndrome), site-specific metastases, or included non-CRC cancers in the analysis samples. For the purposes of this analysis, early-onset disease was defined as CRC diagnosed prior to age 50. To avoid misclassification of early- and late-onset CRC, we excluded papers where late-onset CRC was defined as &#x2265; 40 years at diagnosis or younger, or where early-onset CRC was defined as &#x2264; 60 years at diagnosis or older. Lastly, to limit sample overlap where possible, we excluded studies if there was evidence of complete overlap in sample and markers reported with a previously published study, or if a study reported the same outcome in a subsample of a previous study.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Literature review flowchart. <sup>a</sup> Inappropriate study design includes studies concerning colorectal cancer incidence, colonoscopy or other colorectal cancer screening, population level summary statistics for colorectal cancer, and studies of colorectal cancer in model organisms or <italic>in vitro</italic> studies. <sup>b</sup> Markers of interest include oncogene mutations in <italic>KRAS</italic>, <italic>NRAS</italic>, <italic>BRAF</italic>, <italic>PIK3CA</italic>, <italic>PTEN</italic>, <italic>TP53</italic>, <italic>APC</italic>, and <italic>HER2</italic>; histological phenotypes including high-grade tumors and mucinous or signet ring histology; molecular carcinogenesis pathways including microsatellite instability and the CpG island methylator phenotype (CIMP); and novel tumor prognostic phenotypes including immune markers in the tumor microenvironment and the consensus molecular subtypes.<sup>c</sup> Studies where late-onset colorectal cancer was defined as &#x2265; 40 years at diagnosis (or younger), or early-onset CRC was defined as &#x2264; 60 years at diagnosis (or older).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1349572-g001.tif"/>
</fig>
<p>The systematic review and meta-analysis was limited to the following markers that have been shown associations with CRC survival and/or therapeutic response in CRC: oncogene mutations in <italic>KRAS</italic> (<xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>), <italic>NRAS</italic> (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>), <italic>BRAF</italic> (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>), <italic>PIK3CA</italic> (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>), <italic>PTEN</italic> (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>), <italic>TP53</italic> (<xref ref-type="bibr" rid="B29">29</xref>), <italic>APC</italic> (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>), and <italic>HER2</italic> amplifications (<xref ref-type="bibr" rid="B32">32</xref>&#x2013;<xref ref-type="bibr" rid="B34">34</xref>); histological phenotypes including high-grade tumors (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>) and mucinous (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B38">38</xref>) or signet ring histology (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>); molecular carcinogenesis pathways including MSI (<xref ref-type="bibr" rid="B40">40</xref>) and the CpG island methylator phenotype (CIMP) (<xref ref-type="bibr" rid="B41">41</xref>); and novel tumor prognostic phenotypes including immune markers (<xref ref-type="bibr" rid="B42">42</xref>, <xref ref-type="bibr" rid="B43">43</xref>) in the tumor microenvironment and the consensus molecular subtypes (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B44">44</xref>). Because it is well-established that early-onset CRC is associated with advanced tumor summary stage at diagnosis and rectal tumor location, these markers are not summarized in this review. The literature review was completed by two authors (T.L. and L.P) independently. Disagreements between reviewers were resolved by further review of the manuscript to determine whether the study included a comparison of tumor markers of interest between early- and late-onset CRC. The final decision to include a manuscript was made by the lead author. In total, 1,694 articles were identified from the literature search and 149 were eligible for review (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). For each study, the potential for bias was evaluated by the lead author using the Newcastle-Ottawa Scale adapted for cross-sectional studies (<xref ref-type="bibr" rid="B45">45</xref>). Pre-registration of the systematic review protocol was not performed.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Meta-analysis</title>
<p>From each eligible study, the number of mutant and wild-type tumors for each marker in early- and late-onset CRC was extracted by the lead author. Data extraction was completed in duplicate, and the results from the two extractions were compared to identify any errors or inconsistencies in the sample sizes, which were subsequently revised after further review of the original article. If these data were not available from the manuscript, sample sizes were requested from the corresponding author. One study was excluded for which we were unable to obtain the necessary sample sizes from each group (<xref ref-type="bibr" rid="B46">46</xref>). When necessary, sample sizes for separate age groups were combined to create a single category for early-onset and late-onset CRC. For most studies, age 45 or 50 at diagnosis was utilized as the threshold to distinguish early- vs. late-onset CRC, although occasionally other classifications were employed (see <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary S2</bold>
</xref>). For each study, sample characteristics including overall sample size, country, tumor stage, sex, or other distinguishing features were also extracted. For each marker, an odds ratio (OR) and 95% confidence interval (CI) were calculated using a standard equation (<xref ref-type="bibr" rid="B47">47</xref>). For mutations in oncogenes <italic>KRAS, NRAS, BRAF, PIK3CA, PTEN, TP53</italic>, and <italic>APC</italic>, as well as MSI status and histological subtypes, meta-analyses were completed to compare the prevalence in tumors from early- vs. late-onset CRC. Due to the wide variety of immune markers that have been reported, a meta-analysis was not attempted for the comparison of immune phenotypes in the tumor microenvironment. For each marker that was meta-analyzed, a pooled OR with 95% CI was obtained from a random effects model via inverse variance weighting. The random effects model was selected <italic>a priori</italic>, as between-study heterogeneity is plausible given variability in the definition of early-onset CRC, as well as differences in tumor location, race, nationality and stage between studies. The random effects meta-analysis is capable of providing unbiased estimates in the presence of heterogeneity and will generally provide more conservative estimates than the fixed-effects model (which assumes no between-study heterogeneity) (<xref ref-type="bibr" rid="B48">48</xref>). Heterogeneity was determined via the Cochrane&#x2019;s Q statistic and the I<sup>2</sup> statistic. Significant heterogeneity was defined as P &lt;.05 for Cochrane&#x2019;s Q or I<sup>2</sup> &#x2265; 50%. To determine whether the meta-analysis estimates were influenced by a single study, a &#x2018;leave-one-out&#x2019; sensitivity analysis was conducted for each marker. Because Lynch syndrome may influence the prevalence of tumor markers for individuals with early-onset CRC, a second sensitivity analysis was completed to limit the analysis to studies that specifically excluded individuals with Lynch syndrome or family history of CRC, or that restricted the sample to microsatellite stable tumors. All statistical tests were two-sided, with statistical significance defined using a threshold of P &lt;.05. All meta-analyses were completed using Review Manager 5.4.1 from Cochrane.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>In total, 149 articles were reviewed that compared the prevalence of clinicopathological tumor markers in early- vs. late-onset CRC. All meta-analysis results are summarized in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. Sample characteristics and references for all included studies are presented in <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Table S2</bold>
</xref>. Results of the bias assessment utilizing the Newcastle-Ottawa Scale are presented in <xref ref-type="supplementary-material" rid="SM4">
<bold>Supplementary Table S4</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Summary of meta-analysis results showing associations between early-onset colorectal cancer and the prevalence of tumor markers, compared to late-onset colorectal cancer.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="bottom" colspan="3" align="center">All studies (N = 150)</th>
<th valign="bottom" colspan="3" align="center">Studies that excluded individuals with Lynch syndrome <xref ref-type="table-fn" rid="fnT1_1">
<sup>a</sup>
</xref> (N = 50)</th>
</tr>
<tr>
<th valign="bottom" align="left">Marker</th>
<th valign="bottom" align="center">Number of studies</th>
<th valign="bottom" align="center">OR<break/>(95% CI)</th>
<th valign="bottom" align="center">P-value</th>
<th valign="bottom" align="center">Number of studies</th>
<th valign="bottom" align="center">OR<break/>(95% CI)</th>
<th valign="bottom" align="center">P-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>KRAS</italic> mutation</td>
<td valign="bottom" align="center">54</td>
<td valign="bottom" align="center">0.91 (0.85-0.98)</td>
<td valign="bottom" align="center">.01</td>
<td valign="bottom" align="center">19</td>
<td valign="bottom" align="center">0.87 (0.80-0.95)</td>
<td valign="bottom" align="center">.002</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>BRAF</italic> mutation</td>
<td valign="bottom" align="center">54</td>
<td valign="bottom" align="center">0.63 (0.51-0.78)</td>
<td valign="bottom" align="center">&lt;.001</td>
<td valign="bottom" align="center">17</td>
<td valign="bottom" align="center">0.77 (0.64-0.92)</td>
<td valign="bottom" align="center">.004</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>NRAS</italic> mutation</td>
<td valign="bottom" align="center">20</td>
<td valign="bottom" align="center">0.88 (0.78-1.00)</td>
<td valign="bottom" align="center">.06</td>
<td valign="bottom" align="center">6</td>
<td valign="bottom" align="center">0.89 (0.70-1.13)</td>
<td valign="bottom" align="center">.33</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>APC</italic> mutation</td>
<td valign="bottom" align="center">19</td>
<td valign="bottom" align="center">0.70 (0.58-0.84)</td>
<td valign="bottom" align="center">&lt;.001</td>
<td valign="bottom" align="center">7</td>
<td valign="bottom" align="center">0.81 (0.67-0.97)</td>
<td valign="bottom" align="center">.02</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>TP53</italic> mutation</td>
<td valign="bottom" align="center">20</td>
<td valign="bottom" align="center">1.34 (1.24-1.45)</td>
<td valign="bottom" align="center">&lt;.001</td>
<td valign="bottom" align="center">8</td>
<td valign="bottom" align="center">1.40 (1.32-1.48)</td>
<td valign="bottom" align="center">&lt;.001</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>PTEN</italic> mutation</td>
<td valign="bottom" align="center">8</td>
<td valign="bottom" align="center">1.68 (1.04-2.73)</td>
<td valign="bottom" align="center">.04</td>
<td valign="bottom" align="center">3</td>
<td valign="bottom" align="center">2.81 (0.56-14.18)</td>
<td valign="bottom" align="center">.21</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>PIK3CA</italic> mutation</td>
<td valign="bottom" align="center">21</td>
<td valign="bottom" align="center">0.95 (0.86-1.05)</td>
<td valign="bottom" align="center">.29</td>
<td valign="bottom" align="center">8</td>
<td valign="bottom" align="center">0.88 (0.78-0.99)</td>
<td valign="bottom" align="center">.03</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>HER2</italic> amplification</td>
<td valign="bottom" align="center">4</td>
<td valign="bottom" align="center">1.64 (0.86-3.14)</td>
<td valign="bottom" align="center">.13</td>
<td valign="bottom" align="center">0</td>
<td valign="bottom" align="center">N/A</td>
<td valign="bottom" align="center">N/A</td>
</tr>
<tr>
<td valign="top" align="left">CIMP status</td>
<td valign="bottom" align="center">10</td>
<td valign="bottom" align="center">0.24 (0.10-0.57)</td>
<td valign="bottom" align="center">.001</td>
<td valign="bottom" align="center">7</td>
<td valign="bottom" align="center">0.41 (0.21-0.79)</td>
<td valign="bottom" align="center">.007</td>
</tr>
<tr>
<td valign="top" align="left">MSI status</td>
<td valign="bottom" align="center">64</td>
<td valign="bottom" align="center">1.31 (1.11-1.56)</td>
<td valign="bottom" align="center">.002</td>
<td valign="bottom" align="center">20</td>
<td valign="bottom" align="center">1.37 (0.91-2.07)</td>
<td valign="bottom" align="center">.13</td>
</tr>
<tr>
<td valign="top" align="left">High tumor grade</td>
<td valign="bottom" align="center">87</td>
<td valign="bottom" align="center">1.20 (1.15-1.25)</td>
<td valign="bottom" align="center">&lt;.001</td>
<td valign="bottom" align="center">33</td>
<td valign="bottom" align="center">1.34 (1.15-1.57)</td>
<td valign="bottom" align="center">&lt;.001</td>
</tr>
<tr>
<td valign="top" align="left">Mucinous histology</td>
<td valign="bottom" align="center">57</td>
<td valign="bottom" align="center">1.22 (1.16-1.27)</td>
<td valign="bottom" align="center">&lt;.001</td>
<td valign="bottom" align="center">20</td>
<td valign="bottom" align="center">1.51 (1.23-1.84)</td>
<td valign="bottom" align="center">&lt;.001</td>
</tr>
<tr>
<td valign="top" align="left">Signet ring histology</td>
<td valign="bottom" align="center">44</td>
<td valign="bottom" align="center">2.32 (2.08-2.57)</td>
<td valign="bottom" align="center">&lt;.001</td>
<td valign="bottom" align="center">9</td>
<td valign="bottom" align="center">2.70 (1.77-4.14)</td>
<td valign="bottom" align="center">&lt;.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Data presented as odds ratio (95% confidence interval).</p>
</fn>
<fn>
<p>CI, confidence interval; CIMP, CpG island methylator phenotype; MSI, microsatellite instability; OR, odds ratio.</p>
</fn>
<fn id="fnT1_1">
<label>a</label>
<p>Includes studies that excluded individuals with Lynch syndrome, all hereditary syndromes, microsatellite instability, or family history of colorectal cancer.N/A indicates not applicable.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<sec id="s3_1">
<label>3.1</label>
<title>Oncogene mutations</title>
<p>The number of studies identified for the following markers is as follows: <italic>KRAS</italic> mutation (<xref ref-type="bibr" rid="B49">49</xref>); <italic>BRAF</italic> mutation (<xref ref-type="bibr" rid="B49">49</xref>); <italic>NRAS</italic> mutation (<xref ref-type="bibr" rid="B20">20</xref>); <italic>PIK3CA</italic> mutation (<xref ref-type="bibr" rid="B21">21</xref>); <italic>PTEN</italic> mutation (<xref ref-type="bibr" rid="B8">8</xref>); <italic>HER2</italic> amplifications (<xref ref-type="bibr" rid="B5">5</xref>); <italic>APC</italic> mutation (<xref ref-type="bibr" rid="B19">19</xref>); <italic>TP53</italic> mutation (<xref ref-type="bibr" rid="B20">20</xref>). For early-onset CRC, there is evidence for a significantly lower prevalence of mutations in <italic>KRAS</italic> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>, OR 0.91, 95% CI 0.85-0.98), <italic>BRAF</italic> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, OR 0.63, 95% CI 0.51-0.78) and <italic>APC</italic> (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, OR 0.70, 95% CI 0.58-0.84) compared to late-onset CRC. Early-onset CRC was associated with non-significantly lower prevalence of mutations in <italic>NRAS</italic> (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>, OR 0.88, 95% CI 0.78-1.00, p = .06). Conversely, early-onset CRC is associated with a higher prevalence of mutations in <italic>TP53</italic> (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>, OR 1.34, 95% CI 1.24-1.45) and <italic>PTEN</italic> (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>, OR 1.68, 95% CI 1.04-2.73). There was no significant difference in the prevalence of <italic>PIK3CA</italic> mutations (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S1</bold>
</xref>, OR 0.95, 95% CI 0.86-1.05), or <italic>HER2</italic> amplifications (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S2</bold>
</xref>, OR 1.64, 95% CI 0.86-3.14). Significant inter-study heterogeneity was observed for mutations in <italic>KRAS</italic>, <italic>BRAF</italic>, <italic>PTEN</italic>, and <italic>APC</italic>. Hazard ratios for oncogene mutations were stable in the leave-one-out sensitivity analysis (<xref ref-type="supplementary-material" rid="SM3">
<bold>Supplementary Table S3</bold>
</xref>), although the association for <italic>NRAS</italic> and <italic>PTEN</italic> mutations did not always reach statistical significance.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Odds ratios for <italic>KRAS</italic> mutation in early-onset CRC. Data presented as odds ratios (95% confidence interval) for <italic>KRAS</italic> mutation in early-onset relative to late-onset colorectal cancer. The pooled odds ratio is obtained via a random effects model using inverse variance weighting. AACR, American Association for Cancer Research; MDACC, MD Anderson Cancer Center; MSI, microsatellite instability; MSS, microsatellite stable.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1349572-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Odds ratios for <italic>BRAF</italic> mutation in early-onset CRC. Data presented as odds ratios (95% confidence interval) for <italic>BRAF</italic> mutation in early-onset relative to late-onset colorectal cancer. The pooled odds ratio is obtained via a random effects model using inverse variance weighting. AACR, American Association for Cancer Research; MDACC, MD Anderson Cancer Center; MSI, microsatellite instability; MSS, microsatellite stable.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1349572-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Odds ratios for <italic>APC</italic> mutation in early-onset colorectal cancer. Data presented as odds ratios (95% confidence interval) for <italic>APC</italic> mutation in early-onset relative to late-onset colorectal cancer. The pooled odds ratio is obtained via a random effects model using inverse variance weighting. AACR, American Association for Cancer Research; COH, City of Hope National Medical Center; CI, confidence interval; EO-CRC, early-onset colorectal cancer; MDACC, MD Anderson Cancer Center; MSKCC, Memorial Sloan Kettering Cancer Center; UCD, University of California, Davis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1349572-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Odds ratios for <italic>NRAS</italic> mutation in early-onset colorectal cancer. Data presented as odds ratios (95% confidence interval) for <italic>NRAS</italic> mutation in early-onset relative to late-onset colorectal cancer. The pooled odds ratio is obtained via a random effects model using inverse variance weighting. AACR, American Association for Cancer Research; CI, confidence interval; EO-CRC, early-onset colorectal cancer; MDACC, MD Anderson Cancer Center.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1349572-g005.tif"/>
</fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Odds ratios for <italic>TP53</italic> mutation in early-onset colorectal cancer. Data presented as odds ratios (95% confidence interval) for <italic>TP53</italic> mutation in early-onset relative to late-onset colorectal cancer. The pooled odds ratio is obtained via a random effects model using inverse variance weighting. AACR, American Association for Cancer Research; CI, confidence interval; EO-CRC, early-onset colorectal cancer; MDACC, MD Anderson Cancer Center; MSI, microsatellite instability; MSS, microsatellite stability.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1349572-g006.tif"/>
</fig>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Odds ratios for <italic>PTEN</italic> mutation in early-onset colorectal cancer. Data presented as odds ratios (95% confidence interval) for <italic>PTEN</italic> mutation in early-onset relative to late-onset colorectal cancer. The pooled odds ratio is obtained via a random effects model using inverse variance weighting. AACR, American Association for Cancer Research; CI, confidence interval; EO-CRC, early-onset colorectal cancer; MDACC, MD Anderson Cancer Center.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1349572-g007.tif"/>
</fig>
<p>Fifty studies were identified that specifically excluded individuals with Lynch syndrome or family history of CRC, or that restricted the analysis to individuals with microsatellite stable tumors (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Table S2</bold>
</xref>). Compared to the full analysis, the association between early-onset CRC and <italic>BRAF</italic> (OR 0.77, 95% CI 0.64-0.92) and <italic>APC</italic> mutations (OR 0.81, 95% CI 0.67-0.97) were attenuated but remained statistically significant, while the associations with <italic>KRAS</italic>, <italic>NRAS</italic>, and <italic>TP53</italic> mutations were similar. Further, an inverse association between early-onset CRC and <italic>PIK3CA</italic> mutation was also observed (OR 0.88, 95% CI 0.78-0.99).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Molecular carcinogenesis pathways</title>
<p>There were 10 studies that compared the prevalence of CIMP-high status in early- vs. late-onset CRC, and 64 studies that compared MSI status. Individuals with early-onset CRC had significantly lower odds for CIMP-high tumors compared to individuals with late-onset disease (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S3</bold>
</xref>, OR 0.24, 0.10-0.57), but significantly higher odds for the MSI phenotype (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S4</bold>
</xref>, OR 1.31, 1.11-1.56). Significant heterogeneity was observed for both markers. Associations were stable in the leave-one-out sensitivity analysis (<xref ref-type="supplementary-material" rid="SM3">
<bold>Supplementary Table S3</bold>
</xref>), and after limiting the analysis to studies that excluded individuals with Lynch syndrome or family history of CRC (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Histological characteristics</title>
<p>There were 86 studies that compared the prevalence of high-grade tumors (i.e. poorly differentiated or undifferentiated tumors) in early- vs. late-onset CRC, 57 studies that compared the prevalence of mucinous histology (or mucinous characteristics), and 44 studies that reported on signet ring cell carcinomas. In early-onset CRC, there was evidence for a significantly higher prevalence of high-grade (i.e., poorly differentiated) tumors (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S5</bold>
</xref>, OR 1.20, 95% CI 1.15-1.25), as well as mucinous tumors (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S6</bold>
</xref>, OR 1.22, 95% CI 1.16-1.27), and signet ring cell carcinomas (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S7</bold>
</xref>, OR 2.32, 2.08-2.57). Significant inter-study heterogeneity was observed for all histological markers. All associations were stable in the leave-one-out sensitivity analysis (<xref ref-type="supplementary-material" rid="SM3">
<bold>Supplementary Table S3</bold>
</xref>) and after limiting the analysis to studies that excluded individuals with Lynch syndrome or family history of CRC (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Immune markers</title>
<p>There have been nine studies to investigate age differences in the immune cell populations of CRC tumors, with inconsistent results (<xref ref-type="bibr" rid="B49">49</xref>&#x2013;<xref ref-type="bibr" rid="B57">57</xref>). Du et&#xa0;al. reported that Chinese patients with sporadic early-onset CRC showed significantly higher densities of multiple immune cell populations in the tumor microenvironment compared to patients with late-onset disease, including higher levels of B cells, CD4+ T cells, CD8+ T cells, neutrophils, macrophages, and dendritic cells (<xref ref-type="bibr" rid="B50">50</xref>). By contrast, Ugai et&#xa0;al. reported no significant differences in the populations of T cells, macrophages, and other myeloid cells in participants with early- vs. late-onset CRC from the Nurses&#x2019; Health Study and Health Professionals Follow-up Study (<xref ref-type="bibr" rid="B51">51</xref>). In a small study of 14 tumors utilizing single cell RNA sequencing, Li et&#xa0;al. reported that early-onset CRC was associated with lower levels of effector CD8+ T cells and antigen-presentation in the tumor microenvironment, but higher levels of na&#xef;ve CD8+ T cells and immunosuppressive regulatory T cells compared to individuals with late-onset disease, suggesting an impaired anti-tumor immune response for early-onset CRC (<xref ref-type="bibr" rid="B54">54</xref>). Because MSI status may influence the anti-tumor immune response, recent studies have examined associations between early-onset CRC and tumor lymphocyte populations in samples limited to microsatellite stable tumors, or after careful exclusion of participants with Lynch syndrome (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B57">57</xref>). In a matched analysis of microsatellite stable tumors, Lu et&#xa0;al. (2023) reported that there was no significant differences between early- and late-onset CRC for the infiltration of 22 different lymphocyte populations in the tumor microenvironment (<xref ref-type="bibr" rid="B57">57</xref>). Likewise, Andric et&#xa0;al. found no significant difference for five lymphocyte populations (total T cells, conventional CD4+ and CD8+ T cells, regulatory T cells, and &#x3b3;&#x3b4; T cells) in a matched sample limited to cases of sporadic CRC (<xref ref-type="bibr" rid="B56">56</xref>). Other studies have reported no significant differences between early and late-onset CRC for the density of total tumor infiltrating lymphocytes (<xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B55">55</xref>).</p>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>The consensus molecular subtypes</title>
<p>There have been six studies to determine the distribution of consensus molecular subtypes (CMS) for CRC by age at diagnosis (<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B57">57</xref>&#x2013;<xref ref-type="bibr" rid="B61">61</xref>). Utilizing tumor tissues samples from 626 individuals diagnosed with CRC from The Cancer Genome Atlas and MD Anderson Cancer Center, Willauer reported that the CMS1 subtype was more common among patients aged 30-39 years at diagnosis (46%) compared to older participants, while the CMS4 subtype was less common (13%) (<xref ref-type="bibr" rid="B58">58</xref>). Conversely, in a smaller study from the Nanjing Colorectal Cancer Cohort, Du et&#xa0;al. reported a higher prevalence of the CMS4 subtype in early- vs. late-onset CRC (36.7% vs. 12.2%, respectively), although the comparison between age groups did not reach statistical significance (<xref ref-type="bibr" rid="B50">50</xref>). Recent results, including from a small sample of South Korean participants (<xref ref-type="bibr" rid="B59">59</xref>) and additional analyses of The Cancer Genome Atlas (<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B61">61</xref>) did not show any significant association between early-onset tumors and the distribution of consensus molecular subtypes.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Sporadic early-onset CRC is a significant public health concern, increasing by 2-3% per year in the U.S. since 1990 (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B62">62</xref>). Early-onset CRC is more often diagnosed at advanced stages compared to late-onset disease (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>). However, there is inconsistent evidence that survival varies between early- and late-onset CRC (<xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B66">66</xref>), complicated by reports that younger patients receive more aggressive systemic treatment (<xref ref-type="bibr" rid="B67">67</xref>&#x2013;<xref ref-type="bibr" rid="B69">69</xref>). Thus, international guidelines do not endorse separate treatment recommendations for early-onset disease (<xref ref-type="bibr" rid="B70">70</xref>). Investigating the associations between early-onset tumors and molecular and histological characteristics, and novel tumor markers including immune cell populations, may help to guide the development of therapies that benefit early-onset CRC. Further, highlighting associations between early-onset CRC and tumor markers may aid in the design of clinical trials for targeted therapies. To the authors&#x2019; knowledge, this is the first comprehensive systematic review and meta-analysis of tumor prognostic and predictive markers in early-onset CRC. We found that early-onset CRC was associated with a lower prevalence of oncogene mutations in <italic>KRAS</italic>, <italic>BRAF</italic>, <italic>NRAS</italic>, and <italic>APC</italic>, but a higher prevalence of <italic>TP53</italic> and <italic>PTEN</italic> mutations and adverse histologic subtypes, with inconsistent associations for immune cell populations and the consensus molecular subtypes.</p>
<p>
<italic>KRAS</italic>, <italic>BRAF</italic>, and <italic>NRAS</italic> encode proteins that act downstream of the epidermal growth factor receptor (EGFR) and activate Mek/Erk signaling (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B71">71</xref>). Mutations in these oncogenes are negative predictive markers for EGFR inhibition in metastatic CRC (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>) and are associated with inferior survival outcomes across tumor stage (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B72">72</xref>), including for early-onset CRC (<xref ref-type="bibr" rid="B73">73</xref>&#x2013;<xref ref-type="bibr" rid="B75">75</xref>). Early-onset CRC is associated with a lower prevalence of mutations in these genes compared to late-onset disease, indicating that individuals with metastatic early-onset CRC may be more likely to benefit from EGFR inhibition. Notably, the association with <italic>NRAS</italic> mutations was not statistically significant, which may be due to the scarcity of this marker (<xref ref-type="bibr" rid="B76">76</xref>). Further, the association with <italic>BRAF</italic> mutation was attenuated but still statistically significant in studies that excluded individuals with Lynch syndrome, who are less likely to have <italic>BRAF</italic> mutations compared to sporadic disease (<xref ref-type="bibr" rid="B77">77</xref>). Further, this sensitivity analysis revealed an inverse association with <italic>PIK3CA</italic> mutation, which has also been linked to higher risk for mortality and resistance to EGFR inhibition (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B78">78</xref>). Conversely, early-onset CRC was associated with a <italic>higher</italic> proportion of mutations in tumor suppressor <italic>PTEN</italic>, which encodes a lipid-phosphatase that suppresses the activity of PI3k/Akt/mTOR signaling and interacts with the EGFR pathway (<xref ref-type="bibr" rid="B27">27</xref>). Loss of PTEN activity has been linked to resistance to EGFR inhibition in metastatic CRC (<xref ref-type="bibr" rid="B79">79</xref>) but is not currently used in clinical decision making. Pharmaceutical therapies to restore normal PTEN activity are under development but have not been evaluated in CRC. Early-onset CRC was associated with a significantly higher prevalence of <italic>TP53</italic> mutations, which cause loss of p53 tumor suppressor activity and pro-tumorigenic gain of function effects that accelerate cell proliferation, angiogenesis, and metastasis (<xref ref-type="bibr" rid="B80">80</xref>). <italic>TP53</italic> mutations are found in approximately 60% of tumors and may promote resistance to EGFR inhibitors and chemotherapies that rely on wild type p53 to induce cellular apoptosis (e.g. 5-fluorouracil and Oxaliplatin) (<xref ref-type="bibr" rid="B29">29</xref>). Consequently, targeted therapies to restore wild type p53 activity or degrade mutant p53, or to inhibit downstream effector pathways, are currently being investigated in clinical trials (<xref ref-type="bibr" rid="B81">81</xref>). Potentially, individuals with early-onset CRC may be more likely to benefit from treatments that inhibit pro-tumorigenic p53 activity and should be targeted for enrollment in these trials.</p>
<p>Early-onset CRC was associated with a lower prevalence of <italic>APC</italic> mutation, a key driver of the canonical adenoma-carcinoma pathway (<xref ref-type="bibr" rid="B82">82</xref>). <italic>APC</italic> mutations are present in approximately 80% of CRC tumors (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B14">14</xref>), and recent evidence indicates that <italic>APC</italic>-mutant tumors are associated with extended overall and progression-free survival compared to wild type (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>) (<xref ref-type="bibr" rid="B5">5</xref>). Notably, the association with <italic>APC</italic> mutation was attenuated but still statistically significant when limiting the analysis to studies that excluded individuals with Lynch syndrome, or that included microsatellite stable tumors only. Individuals with early-onset CRC had a higher prevalence of MSI, defined by a high density of somatic mutations in short, non-coding sequences caused by defects in DNA mismatch repair (<xref ref-type="bibr" rid="B40">40</xref>). MSI is associated with lower risk for overall mortality and distant metastases compared to microsatellite stable tumors, including in early-onset CRC (<xref ref-type="bibr" rid="B75">75</xref>). Further, MSI tumors secrete truncated proteins that trigger an anti-tumor immune response (<xref ref-type="bibr" rid="B83">83</xref>), and consequently MSI is a positive predictor for response to immune checkpoint inhibitors (<xref ref-type="bibr" rid="B83">83</xref>). Our findings therefore highlight the importance of MSI testing for individuals younger than 50, in accordance with clinical guidelines (<xref ref-type="bibr" rid="B70">70</xref>). Unexpectedly, the association between early-onset CRC and MSI status was modestly strengthened in studies that excluded individuals with known Lynch syndrome, which causes tumors with MSI (<xref ref-type="bibr" rid="B84">84</xref>). Because a significant proportion of individuals with Lynch syndrome may be unaware of the condition (<xref ref-type="bibr" rid="B85">85</xref>), it is possible that the exclusion of Lynch syndrome was incomplete in some studies. Early-onset CRC was associated with a lower prevalence of the CpG island methylator phenotype (CIMP), characterized by methylation and inactivation of tumor-suppressor genes (<xref ref-type="bibr" rid="B86">86</xref>). Although CIMP has been linked to poor prognosis in multiple studies, it currently has limited value as a prognostic marker due to a lack of standardized assessment and competing effects of MSI and <italic>BRAF</italic> mutation, which are associated with CIMP (<xref ref-type="bibr" rid="B41">41</xref>).</p>
<p>We also found that early-onset CRC is associated with higher odds for tumors with more aggressive histological features, including poorly differentiated tumors, mucinous carcinomas, and signet ring cell carcinomas (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B87">87</xref>). The association with signet ring features was especially pronounced (OR [95% CI]: 2.32 [2.08-2.57]). Although signet ring carcinomas comprise only 1% of CRC tumors (<xref ref-type="bibr" rid="B39">39</xref>), this feature is present in 2-3% of early-onset tumors. A recent meta-analysis showed that signet ring carcinomas were associated with significantly higher risk for overall mortality and recurrence compared to conventional adenocarcinomas (<xref ref-type="bibr" rid="B88">88</xref>). Results were similar for mucinous tumors, which comprise approximately 10-15% of CRCs (<xref ref-type="bibr" rid="B89">89</xref>). The associations between histological subtypes and colorectal cancer mortality, especially poorly differentiated tumors and signet ring carcinomas, have been validated in early-onset CRC (<xref ref-type="bibr" rid="B90">90</xref>&#x2013;<xref ref-type="bibr" rid="B93">93</xref>). Currently, there are no treatments that specifically target mucinous or signet ring cell carcinomas and treatment guidelines do not distinguish between histological subtypes (<xref ref-type="bibr" rid="B70">70</xref>).</p>
<p>The observed associations between early-onset CRC and certain histological and molecular tumor characteristics may be explained in part by differences in tumor location (<xref ref-type="bibr" rid="B94">94</xref>). Approximately 30% of early-onset tumors are located in the rectum, versus 20% of late-onset tumors (<xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B95">95</xref>). <italic>KRAS, BRAF, PIK3CA</italic>, and <italic>NRAS</italic> mutations are enriched in proximal tumors (<xref ref-type="bibr" rid="B96">96</xref>, <xref ref-type="bibr" rid="B97">97</xref>) while <italic>TP53</italic> mutations are enriched in rectal tumors (<xref ref-type="bibr" rid="B98">98</xref>). Notably, studies that were limited to individuals with tumors in the distal colon or rectum have not shown a consistent association between early-onset CRC and the presence of oncogene mutations (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B55">55</xref>, <xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B99">99</xref>&#x2013;<xref ref-type="bibr" rid="B102">102</xref>). For example, a study with more than 1,000 distal and rectal tumors showed no significant age difference in <italic>KRA</italic>S, <italic>BRAF, NRAS</italic>, <italic>PIK3CA</italic>, <italic>TP53</italic>, or <italic>APC</italic> mutations (<xref ref-type="bibr" rid="B46">46</xref>). Conversely, in a large-scale analysis with detailed stratification by tumor location, Ugai et&#xa0;al. found that early-onset CRC had a lower prevalence of <italic>BRAF</italic> mutations for all tumor sites except the sigmoid colon and rectum (<xref ref-type="bibr" rid="B103">103</xref>). Notably, aggressive histological subtypes are overrepresented in the proximal colon (<xref ref-type="bibr" rid="B104">104</xref>), and consequently the association with early-onset CRC is not explained by differences in tumor location.</p>
<p>We found inconsistent evidence linking early-onset CRC to differences in &#x2018;novel&#x2019; tumor prognostic and predictive markers including populations of immune cells in the tumor microenvironment (<xref ref-type="bibr" rid="B8">8</xref>). A recent meta-analysis demonstrated that a higher density of tumor infiltrating lymphocytes was associated with reduced overall mortality among 20,015 individuals with CRC (HR [95% CI]: 0.65 [0.54-0.77]) (<xref ref-type="bibr" rid="B42">42</xref>), while others have shown that an &#x2018;immunoscore&#x2019; encompassing cytotoxic T cells and CD3+ cells was a superior prognostic marker compared to the tumor stage (<xref ref-type="bibr" rid="B105">105</xref>, <xref ref-type="bibr" rid="B106">106</xref>). Currently, the association between early-onset CRC and the anti-tumor immune response has been inconsistent (<xref ref-type="bibr" rid="B48">48</xref>&#x2013;<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B55">55</xref>, <xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B58">58</xref>). Notably, higher rates of MSI in early-onset CRC due to Lynch syndrome may obscure associations with immune markers in sporadic disease, as MSI tumors trigger a robust anti-tumor immune response (<xref ref-type="bibr" rid="B83">83</xref>). Studies limited to microsatellite stable tumors or that carefully excluded participants with hereditary syndromes have tended to show no significant differences in immune cell populations between early- and late-onset CRC (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B57">57</xref>). Likewise, there is currently no consistent evidence that the distribution of consensus molecular subtypes differs between early- and late-onset CRC, with most studies reporting null findings (<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B59">59</xref>&#x2013;<xref ref-type="bibr" rid="B61">61</xref>). The consensus molecular subtypes have shown to be a robust predictor of mortality outcomes independent of tumor stage (<xref ref-type="bibr" rid="B107">107</xref>), but to the authors&#x2019; knowledge have not been validated specifically in early-onset CRC. Further, the identification of novel molecular subtypes in early-onset CRC based on tumor gene expression is an area for future research.</p>
<p>Strengths of this study include the comprehensive nature of the search strategy, as we were able to summarize the evidence for age-related differences in the prevalence of established tumor prognostic markers as well as emerging markers including immune cell populations in the tumor microenvironment and the consensus molecular subtypes. Further, the large number of studies identified for most markers allowed for relatively precise estimates of the association with early-onset CRC. Lastly, to better understand the associations between early-onset CRC and tumor markers in <italic>sporadic</italic> disease, we completed a sensitivity analysis limited to studies that excluded individuals with known Lynch syndrome (or family history of CRC). This analysis is also attended by several limitations. Due to the breadth of the review, our literature search was limited to original research studies published within the last ten years in Pubmed. Consequently, it is possible that a relevant study was missed. However, this is unlikely to be a significant limitation given the paucity of large tumor genomic studies published prior to 2013 and the comprehensive nature of our search strategy. Further, there was evidence for significant heterogeneity in the estimates for most tumor markers, but we were unable to investigate underlying sources of inter-study heterogeneity because the prevalence of tumor prognostic markers was rarely presented in subgroups defined by tumor location, tumor stage, or MSI status. Between-study differences in the definitions of early- and late-onset CRC may also have contributed to heterogeneity, although we excluded studies where misclassification of early-onset CRC was apparent. Lastly, although we attempted to control for bias by performing a sensitivity analysis limited to studies that accounted for Lynch syndrome in the study design, it is possible that residual confounding by hereditary conditions or differences in tumor location may have biased the results.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>In summary, early-onset CRC was associated with a lower prevalence of mutations in several oncogenes linked to mortality and poor therapeutic response, including <italic>KRAS</italic>, <italic>BRAF</italic>, and <italic>NRAS</italic> compared to individuals with late-onset disease. Conversely, early-onset disease was associated with a higher prevalence of potentially harmful mutations in <italic>TP53</italic> and <italic>PTEN</italic>, as well as aggressive histological subtypes including mucinous and signet ring cell carcinomas. In part, these associations may reflect the higher prevalence of rectal tumors in early-onset CRC and the effect of hereditary syndromes on tumor markers. Given these findings and the alarming rise in the incidence of early-onset CRC, it is essential that clinical trials for targeted therapies enroll sufficient numbers of individuals with early-onset disease to evaluate their efficacy in this subgroup. Additional research is required to clarify the relationships with novel tumor characteristics including immune markers and to identify molecular subtypes specific to early-onset CRC that can inform treatment and prognosis.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>TL: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Visualization, Methodology, Investigation, Formal analysis, Data curation. LP: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Investigation, Data curation. SW: Writing &#x2013; review &amp; editing, Supervision, Resources, Project administration, Methodology, Funding acquisition, Conceptualization.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Cancer Institute of the National Institutes of Health [NIH/NCI] under grants R00 CA207848 and R01 CA255318.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" 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>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fonc.2024.1349572/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2024.1349572/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SF1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table_2.xlsx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_3.docx" id="SM3" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table_4.xlsx" id="SM4" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>AACR, American Association for Cancer Research; APC, adenomatous polyposis coli; CI, confidence interval; CIMP, CpG island methylator phenotype; CMS, consensus molecular subtypes; COH, City of Hope (National Medical Center); CRC, colorectal cancer; EGFR, epidermal growth factor receptor; MDACC, MD Anderson Cancer Center; MSI, microsatellite instability; MSKCC, Memorial Sloan Kettering Cancer Center; MSS, microsatellite stable; OR, odds ratio; SEER, Surveillance, Epidemiology, and End Results; TIL, tumor infiltrating lymphocytes.</p>
</fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Siegel</surname> <given-names>RL</given-names>
</name>
<name>
<surname>Wagle</surname> <given-names>NS</given-names>
</name>
<name>
<surname>Cercek</surname> <given-names>A</given-names>
</name>
<name>
<surname>Smith</surname> <given-names>RA</given-names>
</name>
<name>
<surname>Jemal</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Colorectal cancer statistics, 2023</article-title>. <source>CA Cancer J Clin</source>. (<year>2023</year>). <volume>73</volume>(<issue>3</issue>):<fpage>233</fpage>&#x2013;<lpage>54</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3322/caac.21772</pub-id>
</citation>
</ref>
<ref id="B2">
<label>2</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Weinberg</surname> <given-names>BA</given-names>
</name>
<name>
<surname>Marshall</surname> <given-names>JL</given-names>
</name>
</person-group>. <article-title>Colon cancer in young adults: trends and their implications</article-title>. <source>Curr Oncol Rep</source>. (<year>2019</year>) <volume>21</volume>:<fpage>3</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s11912-019-0756-8</pub-id>
</citation>
</ref>
<ref id="B3">
<label>3</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Murphy</surname> <given-names>CC</given-names>
</name>
<name>
<surname>Singal</surname> <given-names>AG</given-names>
</name>
<name>
<surname>Baron</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Sandler</surname> <given-names>RS</given-names>
</name>
</person-group>. <article-title>Decrease in incidence of young-onset colorectal cancer before recent increase</article-title>. <source>Gastroenterology</source>. (<year>2018</year>) <volume>155</volume>:<page-range>1716&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1053/j.gastro.2018.07.045</pub-id>
</citation>
</ref>
<ref id="B4">
<label>4</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Done</surname> <given-names>JZ</given-names>
</name>
<name>
<surname>Fang</surname> <given-names>SH</given-names>
</name>
</person-group>. <article-title>Young-onset colorectal cancer: A review</article-title>. <source>World J Gastrointest Oncol</source>. (<year>2021</year>) <volume>13</volume>:<page-range>856&#x2013;66</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.4251/wjgo.v13.i8.856</pub-id>
</citation>
</ref>
<ref id="B5">
<label>5</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ballester</surname> <given-names>V</given-names>
</name>
<name>
<surname>Rashtak</surname> <given-names>S</given-names>
</name>
<name>
<surname>Boardman</surname> <given-names>L</given-names>
</name>
</person-group>. <article-title>Clinical and molecular features of young-onset colorectal cancer</article-title>. <source>World J Gastroenterol</source>. (<year>2016</year>) <volume>22</volume>:<page-range>1736&#x2013;44</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3748/wjg.v22.i5.1736</pub-id>
</citation>
</ref>
<ref id="B6">
<label>6</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sagaert</surname> <given-names>X</given-names>
</name>
<name>
<surname>Vanstapel</surname> <given-names>A</given-names>
</name>
<name>
<surname>Verbeek</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>Tumor heterogeneity in colorectal cancer: what do we know so far</article-title>? <source>Pathobiology</source>. (<year>2018</year>) <volume>85</volume>:<fpage>72</fpage>&#x2013;<lpage>84</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1159/000486721</pub-id>
</citation>
</ref>
<ref id="B7">
<label>7</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gonzalez-Pons</surname> <given-names>M</given-names>
</name>
<name>
<surname>Cruz-Correa</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>Colorectal cancer biomarkers: where are we now</article-title>? <source>BioMed Res Int</source>. (<year>2015</year>) <volume>2015</volume>:<fpage>149014</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1155/2015/149014</pub-id>
</citation>
</ref>
<ref id="B8">
<label>8</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bai</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Ye</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Xiong</surname> <given-names>J</given-names>
</name>
<name>
<surname>Lan</surname> <given-names>H</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>F</given-names>
</name>
</person-group>. <article-title>Tumor-infiltrating lymphocytes in colorectal cancer: the fundamental indication and application on immunotherapy</article-title>. <source>Front Immunol</source>. (<year>2021</year>) <volume>12</volume>:<elocation-id>808964</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fimmu.2021.808964</pub-id>
</citation>
</ref>
<ref id="B9">
<label>9</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guinney</surname> <given-names>J</given-names>
</name>
<name>
<surname>Dienstmann</surname> <given-names>R</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>X</given-names>
</name>
<name>
<surname>de Reyni&#xe8;s</surname> <given-names>A</given-names>
</name>
<name>
<surname>Schlicker</surname> <given-names>A</given-names>
</name>
<name>
<surname>Soneson</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>The consensus molecular subtypes of colorectal cancer</article-title>. <source>Nat Med</source>. (<year>2015</year>) <volume>21</volume>:<page-range>1350&#x2013;6</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nm.3967</pub-id>
</citation>
</ref>
<ref id="B10">
<label>10</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lech</surname> <given-names>G</given-names>
</name>
<name>
<surname>S&#x142;otwi&#x144;ski</surname> <given-names>R</given-names>
</name>
<name>
<surname>S&#x142;odkowski</surname> <given-names>M</given-names>
</name>
<name>
<surname>Krasnod&#x119;bski</surname> <given-names>IW</given-names>
</name>
</person-group>. <article-title>Colorectal cancer tumour markers and biomarkers: Recent therapeutic advances</article-title>. <source>World J Gastroenterol</source>. (<year>2016</year>) <volume>22</volume>:<page-range>1745&#x2013;55</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3748/wjg.v22.i5.1745</pub-id>
</citation>
</ref>
<ref id="B11">
<label>11</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Myer</surname> <given-names>PA</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>JK</given-names>
</name>
<name>
<surname>Madison</surname> <given-names>RW</given-names>
</name>
<name>
<surname>Pradhan</surname> <given-names>K</given-names>
</name>
<name>
<surname>Newberg</surname> <given-names>JY</given-names>
</name>
<name>
<surname>Isasi</surname> <given-names>CR</given-names>
</name>
<etal/>
</person-group>. <article-title>The genomics of colorectal cancer in populations with african and european ancestry</article-title>. <source>Cancer Discovery</source>. (<year>2022</year>) <volume>12</volume>:<page-range>1282&#x2013;93</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1158/2159-8290.CD-21-0813</pub-id>
</citation>
</ref>
<ref id="B12">
<label>12</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lieu</surname> <given-names>CH</given-names>
</name>
<name>
<surname>Golemis</surname> <given-names>EA</given-names>
</name>
<name>
<surname>Serebriiskii</surname> <given-names>IG</given-names>
</name>
<name>
<surname>Newberg</surname> <given-names>J</given-names>
</name>
<name>
<surname>Hemmerich</surname> <given-names>A</given-names>
</name>
<name>
<surname>Connelly</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Comprehensive genomic landscapes in early and later onset colorectal cancer</article-title>. <source>Clin Cancer Res</source>. (<year>2019</year>) <volume>25</volume>:<page-range>5852&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1158/1078-0432.CCR-19-0899</pub-id>
</citation>
</ref>
<ref id="B13">
<label>13</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gao</surname> <given-names>XH</given-names>
</name>
<name>
<surname>Li</surname> <given-names>J</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>LJ</given-names>
</name>
<name>
<surname>Zheng</surname> <given-names>NX</given-names>
</name>
<name>
<surname>Zheng</surname> <given-names>K</given-names>
</name>
<name>
<surname>Mei</surname> <given-names>Z</given-names>
</name>
<etal/>
</person-group>. <article-title>Trends, clinicopathological features, surgical treatment patterns and prognoses of early-onset versus late-onset colorectal cancer: A retrospective cohort study on 34067 patients managed from 2000 to 2021 in a Chinese tertiary center</article-title>. <source>Int J Surg</source>. (<year>2022</year>) <volume>104</volume>:<fpage>106780</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ijsu.2022.106780</pub-id>
</citation>
</ref>
<ref id="B14">
<label>14</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Holowatyj</surname> <given-names>AN</given-names>
</name>
<name>
<surname>Wen</surname> <given-names>W</given-names>
</name>
<name>
<surname>Gibbs</surname> <given-names>T</given-names>
</name>
<name>
<surname>Seagle</surname> <given-names>HM</given-names>
</name>
<name>
<surname>Keller</surname> <given-names>SR</given-names>
</name>
<name>
<surname>Edwards</surname> <given-names>DRV</given-names>
</name>
<etal/>
</person-group>. <article-title>Racial/ethnic and sex differences in somatic cancer gene mutations among patients with early-onset colorectal cancer</article-title>. <source>Cancer Discovery</source>. (<year>2023</year>) <volume>13</volume>:<page-range>570&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1158/2159-8290.CD-22-0764</pub-id>
</citation>
</ref>
<ref id="B15">
<label>15</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Venugopal</surname> <given-names>A</given-names>
</name>
<name>
<surname>Carethers</surname> <given-names>JM</given-names>
</name>
</person-group>. <article-title>Epidemiology and biology of early onset colorectal cancer</article-title>. <source>EXCLI J</source>. (<year>2022</year>) <volume>21</volume>:<page-range>162&#x2013;82</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.17179/excli2021-4456</pub-id>
</citation>
</ref>
<ref id="B16">
<label>16</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Page</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>McKenzie</surname> <given-names>JE</given-names>
</name>
<name>
<surname>Bossuyt</surname> <given-names>PM</given-names>
</name>
<name>
<surname>Boutron</surname> <given-names>I</given-names>
</name>
<name>
<surname>Hoffmann</surname> <given-names>TC</given-names>
</name>
<name>
<surname>Mulrow</surname> <given-names>CD</given-names>
</name>
<etal/>
</person-group>. <article-title>The PRISMA 2020 statement: an updated guideline for reporting systematic reviews</article-title>. <source>BMJ</source>. (<year>2021</year>) <volume>372</volume>:<fpage>n71</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1136/bmj.n71</pub-id>
</citation>
</ref>
<ref id="B17">
<label>17</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Therkildsen</surname> <given-names>C</given-names>
</name>
<name>
<surname>Bergmann</surname> <given-names>TK</given-names>
</name>
<name>
<surname>Henrichsen-Schnack</surname> <given-names>T</given-names>
</name>
<name>
<surname>Ladelund</surname> <given-names>S</given-names>
</name>
<name>
<surname>Nilbert</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>The predictive value of KRAS, NRAS, BRAF, PIK3CA and PTEN for anti-EGFR treatment in metastatic colorectal cancer: A systematic review and meta-analysis</article-title>. <source>Acta Oncol</source>. (<year>2014</year>) <volume>53</volume>:<page-range>852&#x2013;64</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3109/0284186X.2014.895036</pub-id>
</citation>
</ref>
<ref id="B18">
<label>18</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Peeters</surname> <given-names>M</given-names>
</name>
<name>
<surname>Price</surname> <given-names>TJ</given-names>
</name>
<name>
<surname>Cervantes</surname> <given-names>A</given-names>
</name>
<name>
<surname>Sobrero</surname> <given-names>AF</given-names>
</name>
<name>
<surname>Ducreux</surname> <given-names>M</given-names>
</name>
<name>
<surname>Hotko</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Randomized phase III study of panitumumab with fluorouracil, leucovorin, and irinotecan (FOLFIRI) compared with FOLFIRI alone as second-line treatment in patients with metastatic colorectal cancer</article-title>. <source>J Clin Oncol</source>. (<year>2010</year>) <volume>28</volume>:<page-range>4706&#x2013;13</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1200/JCO.2009.27.6055</pub-id>
</citation>
</ref>
<ref id="B19">
<label>19</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Formica</surname> <given-names>V</given-names>
</name>
<name>
<surname>Sera</surname> <given-names>F</given-names>
</name>
<name>
<surname>Cremolini</surname> <given-names>C</given-names>
</name>
<name>
<surname>Riondino</surname> <given-names>S</given-names>
</name>
<name>
<surname>Morelli</surname> <given-names>C</given-names>
</name>
<name>
<surname>Arkenau</surname> <given-names>HT</given-names>
</name>
<etal/>
</person-group>. <article-title>KRAS and BRAF mutations in stage II and III colon cancer: A systematic review and meta-analysis</article-title>. <source>J Natl Cancer Inst</source>. (<year>2022</year>) <volume>114</volume>:<page-range>517&#x2013;27</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/jnci/djab190</pub-id>
</citation>
</ref>
<ref id="B20">
<label>20</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Modest</surname> <given-names>DP</given-names>
</name>
<name>
<surname>Ricard</surname> <given-names>I</given-names>
</name>
<name>
<surname>Heinemann</surname> <given-names>V</given-names>
</name>
<name>
<surname>Hegewisch-Becker</surname> <given-names>S</given-names>
</name>
<name>
<surname>Schmiegel</surname> <given-names>W</given-names>
</name>
<name>
<surname>Porschen</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>Outcome according to KRAS-, NRAS- and BRAF-mutation as well as KRAS mutation variants: pooled analysis of five randomized trials in metastatic colorectal cancer by the AIO colorectal cancer study group</article-title>. <source>Ann Oncol</source>. (<year>2016</year>) <volume>27</volume>:<page-range>1746&#x2013;53</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/annonc/mdw261</pub-id>
</citation>
</ref>
<ref id="B21">
<label>21</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>De Roock</surname> <given-names>W</given-names>
</name>
<name>
<surname>Claes</surname> <given-names>B</given-names>
</name>
<name>
<surname>Bernasconi</surname> <given-names>D</given-names>
</name>
<name>
<surname>De Schutter</surname> <given-names>J</given-names>
</name>
<name>
<surname>Biesmans</surname> <given-names>B</given-names>
</name>
<name>
<surname>Fountzilas</surname> <given-names>G</given-names>
</name>
<etal/>
</person-group>. <article-title>Effects of KRAS, BRAF, NRAS, and PIK3CA mutations on the efficacy of cetuximab plus chemotherapy in chemotherapy-refractory metastatic colorectal cancer: a retrospective consortium analysis</article-title>. <source>Lancet Oncol</source>. (<year>2010</year>) <volume>11</volume>:<page-range>753&#x2013;62</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1470-2045(10)70130-3</pub-id>
</citation>
</ref>
<ref id="B22">
<label>22</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schirripa</surname> <given-names>M</given-names>
</name>
<name>
<surname>Cremolini</surname> <given-names>C</given-names>
</name>
<name>
<surname>Loupakis</surname> <given-names>F</given-names>
</name>
<name>
<surname>Morvillo</surname> <given-names>M</given-names>
</name>
<name>
<surname>Bergamo</surname> <given-names>F</given-names>
</name>
<name>
<surname>Zoratto</surname> <given-names>F</given-names>
</name>
<etal/>
</person-group>. <article-title>Role of NRAS mutations as prognostic and predictive markers in metastatic colorectal cancer</article-title>. <source>Int J Cancer</source>. (<year>2015</year>) <volume>136</volume>:<fpage>83</fpage>&#x2013;<lpage>90</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/ijc.v136.1</pub-id>
</citation>
</ref>
<ref id="B23">
<label>23</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jones</surname> <given-names>JC</given-names>
</name>
<name>
<surname>Renfro</surname> <given-names>LA</given-names>
</name>
<name>
<surname>Al-Shamsi</surname> <given-names>HO</given-names>
</name>
<name>
<surname>Schrock</surname> <given-names>AB</given-names>
</name>
<name>
<surname>Rankin</surname> <given-names>A</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>BY</given-names>
</name>
<etal/>
</person-group>. <article-title>Non-V600 BRAF mutations define a clinically distinct molecular subtype of metastatic colorectal cancer</article-title>. <source>J Clin Oncol</source>. (<year>2017</year>) <volume>35</volume>:<page-range>2624&#x2013;30</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1200/JCO.2016.71.4394</pub-id>
</citation>
</ref>
<ref id="B24">
<label>24</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname> <given-names>ZY</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>XY</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>YF</given-names>
</name>
<name>
<surname>Di</surname> <given-names>MY</given-names>
</name>
<name>
<surname>Zheng</surname> <given-names>DY</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>JZ</given-names>
</name>
<etal/>
</person-group>. <article-title>Promising biomarkers for predicting the outcomes of patients with KRAS wild-type metastatic colorectal cancer treated with anti-epidermal growth factor receptor monoclonal antibodies: a systematic review with meta-analysis</article-title>. <source>Int J Cancer</source>. (<year>2013</year>) <volume>133</volume>:<page-range>1914&#x2013;25</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/ijc.v133.8</pub-id>
</citation>
</ref>
<ref id="B25">
<label>25</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tan</surname> <given-names>ES</given-names>
</name>
<name>
<surname>Fan</surname> <given-names>W</given-names>
</name>
<name>
<surname>Knepper</surname> <given-names>TC</given-names>
</name>
<name>
<surname>Schell</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>Sahin</surname> <given-names>IH</given-names>
</name>
<name>
<surname>Fleming</surname> <given-names>JB</given-names>
</name>
<etal/>
</person-group>. <article-title>Prognostic and predictive value of PIK3CA mutations in metastatic colorectal cancer</article-title>. <source>Target Oncol</source>. (<year>2022</year>) <volume>17</volume>:<page-range>483&#x2013;92</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s11523-022-00898-7</pub-id>
</citation>
</ref>
<ref id="B26">
<label>26</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>S</given-names>
</name>
<name>
<surname>Gan</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>X</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Li</surname> <given-names>M</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>Y</given-names>
</name>
</person-group>. <article-title>PIK3CA mutation is associated with poor survival among patients with metastatic colorectal cancer following anti-EGFR monoclonal antibody therapy: a meta-analysis</article-title>. <source>J Cancer Res Clin Oncol</source>. (<year>2013</year>) <volume>139</volume>:<fpage>891</fpage>&#x2013;<lpage>900</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00432-013-1400-x</pub-id>
</citation>
</ref>
<ref id="B27">
<label>27</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Salvatore</surname> <given-names>L</given-names>
</name>
<name>
<surname>Calegari</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Loupakis</surname> <given-names>F</given-names>
</name>
<name>
<surname>Fassan</surname> <given-names>M</given-names>
</name>
<name>
<surname>Di Stefano</surname> <given-names>B</given-names>
</name>
<name>
<surname>Bensi</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>PTEN in colorectal cancer: shedding light on its role as predictor and target</article-title>. <source>Cancers (Basel)</source>. (<year>2019</year>) <volume>11</volume>:<fpage>E1765</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cancers11111765</pub-id>
</citation>
</ref>
<ref id="B28">
<label>28</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Molinari</surname> <given-names>F</given-names>
</name>
<name>
<surname>Frattini</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>Functions and regulation of the PTEN gene in colorectal cancer</article-title>. <source>Front Oncol</source>. (<year>2013</year>) <volume>3</volume>:<elocation-id>326</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fonc.2013.00326</pub-id>
</citation>
</ref>
<ref id="B29">
<label>29</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liebl</surname> <given-names>MC</given-names>
</name>
<name>
<surname>Hofmann</surname> <given-names>TG</given-names>
</name>
</person-group>. <article-title>The role of p53 signaling in colorectal cancer</article-title>. <source>Cancers (Basel)</source>. (<year>2021</year>) <volume>13</volume>:<fpage>2125</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cancers13092125</pub-id>
</citation>
</ref>
<ref id="B30">
<label>30</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>C</given-names>
</name>
<name>
<surname>Ouyang</surname> <given-names>C</given-names>
</name>
<name>
<surname>Cho</surname> <given-names>M</given-names>
</name>
<name>
<surname>Ji</surname> <given-names>J</given-names>
</name>
<name>
<surname>Sandhu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Goel</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Wild-type APC is associated with poor survival in metastatic microsatellite stable colorectal cancer</article-title>. <source>Oncologist</source>. (<year>2021</year>) <volume>26</volume>:<page-range>208&#x2013;14</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/onco.13607</pub-id>
</citation>
</ref>
<ref id="B31">
<label>31</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jorissen</surname> <given-names>RN</given-names>
</name>
<name>
<surname>Christie</surname> <given-names>M</given-names>
</name>
<name>
<surname>Mouradov</surname> <given-names>D</given-names>
</name>
<name>
<surname>Sakthianandeswaren</surname> <given-names>A</given-names>
</name>
<name>
<surname>Li</surname> <given-names>S</given-names>
</name>
<name>
<surname>Love</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Wild-type APC predicts poor prognosis in microsatellite-stable proximal colon cancer</article-title>. <source>Br J Cancer</source>. (<year>2015</year>) <volume>113</volume>:<page-range>979&#x2013;88</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/bjc.2015.296</pub-id>
</citation>
</ref>
<ref id="B32">
<label>32</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Park</surname> <given-names>DI</given-names>
</name>
<name>
<surname>Kang</surname> <given-names>MS</given-names>
</name>
<name>
<surname>Oh</surname> <given-names>SJ</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>HJ</given-names>
</name>
<name>
<surname>Cho</surname> <given-names>YK</given-names>
</name>
<name>
<surname>Sohn</surname> <given-names>CI</given-names>
</name>
<etal/>
</person-group>. <article-title>HER-2/neu overexpression is an independent prognostic factor in colorectal cancer</article-title>. <source>Int J Colorectal Dis</source>. (<year>2007</year>) <volume>22</volume>:<page-range>491&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00384-006-0192-8</pub-id>
</citation>
</ref>
<ref id="B33">
<label>33</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sawada</surname> <given-names>K</given-names>
</name>
<name>
<surname>Nakamura</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Yamanaka</surname> <given-names>T</given-names>
</name>
<name>
<surname>Kuboki</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Yamaguchi</surname> <given-names>D</given-names>
</name>
<name>
<surname>Yuki</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Prognostic and predictive value of HER2 amplification in patients with metastatic colorectal cancer</article-title>. <source>Clin Colorectal Cancer</source>. (<year>2018</year>) <volume>17</volume>:<fpage>198</fpage>&#x2013;<lpage>205</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.clcc.2018.05.006</pub-id>
</citation>
</ref>
<ref id="B34">
<label>34</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sartore-Bianchi</surname> <given-names>A</given-names>
</name>
<name>
<surname>Amatu</surname> <given-names>A</given-names>
</name>
<name>
<surname>Porcu</surname> <given-names>L</given-names>
</name>
<name>
<surname>Ghezzi</surname> <given-names>S</given-names>
</name>
<name>
<surname>Lonardi</surname> <given-names>S</given-names>
</name>
<name>
<surname>Leone</surname> <given-names>F</given-names>
</name>
<etal/>
</person-group>. <article-title>HER2 positivity predicts unresponsiveness to EGFR-targeted treatment in metastatic colorectal cancer</article-title>. <source>Oncologist</source>. (<year>2019</year>) <volume>24</volume>:<page-range>1395&#x2013;402</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1634/theoncologist.2018-0785</pub-id>
</citation>
</ref>
<ref id="B35">
<label>35</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Marks</surname> <given-names>KM</given-names>
</name>
<name>
<surname>West</surname> <given-names>NP</given-names>
</name>
<name>
<surname>Morris</surname> <given-names>E</given-names>
</name>
<name>
<surname>Quirke</surname> <given-names>P</given-names>
</name>
</person-group>. <article-title>Clinicopathological, genomic and immunological factors in colorectal cancer prognosis</article-title>. <source>Br J Surg</source>. (<year>2018</year>) <volume>105</volume>:<fpage>e99</fpage>&#x2013;<lpage>109</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/bjs.10756</pub-id>
</citation>
</ref>
<ref id="B36">
<label>36</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Compton</surname> <given-names>CC</given-names>
</name>
</person-group>. <article-title>Colorectal carcinoma: diagnostic, prognostic, and molecular features</article-title>. <source>Mod Pathol</source>. (<year>2003</year>) <volume>16</volume>:<page-range>376&#x2013;88</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/01.MP.0000062859.46942.93</pub-id>
</citation>
</ref>
<ref id="B37">
<label>37</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luo</surname> <given-names>ZW</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>MG</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>ZQ</given-names>
</name>
<name>
<surname>Ye</surname> <given-names>FJ</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>WH</given-names>
</name>
<name>
<surname>Luo</surname> <given-names>XZ</given-names>
</name>
</person-group>. <article-title>Increased expression of Ki-67 is a poor prognostic marker for colorectal cancer patients: a meta analysis</article-title>. <source>BMC Cancer</source>. (<year>2019</year>) <volume>19</volume>:<fpage>123</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12885-019-5324-y</pub-id>
</citation>
</ref>
<ref id="B38">
<label>38</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nitsche</surname> <given-names>U</given-names>
</name>
<name>
<surname>Zimmermann</surname> <given-names>A</given-names>
</name>
<name>
<surname>Sp&#xe4;th</surname> <given-names>C</given-names>
</name>
<name>
<surname>M&#xfc;ller</surname> <given-names>T</given-names>
</name>
<name>
<surname>Maak</surname> <given-names>M</given-names>
</name>
<name>
<surname>Schuster</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Mucinous and signet-ring cell colorectal cancers differ from classical adenocarcinomas in tumor biology and prognosis</article-title>. <source>Ann Surg</source>. (<year>2013</year>) <volume>258</volume>:<page-range>775&#x2013;82</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/SLA.0b013e3182a69f7e</pub-id>
</citation>
</ref>
<ref id="B39">
<label>39</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>An</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>J</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>G</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>H</given-names>
</name>
<name>
<surname>Cong</surname> <given-names>L</given-names>
</name>
<name>
<surname>Li</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Clinicopathological and molecular characteristics of colorectal signet ring cell carcinoma: A review</article-title>. <source>Pathol Oncol Res</source>. (<year>2021</year>) <volume>27</volume>:<fpage>1609859</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/pore.2021.1609859</pub-id>
</citation>
</ref>
<ref id="B40">
<label>40</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Diao</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Han</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>R</given-names>
</name>
<name>
<surname>Li</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>The clinical utility of microsatellite instability in colorectal cancer</article-title>. <source>Crit Rev Oncol Hematol</source>. (<year>2021</year>) <volume>157</volume>:<fpage>103171</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.critrevonc.2020.103171</pub-id>
</citation>
</ref>
<ref id="B41">
<label>41</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rhee</surname> <given-names>YY</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>KJ</given-names>
</name>
<name>
<surname>Kang</surname> <given-names>GH</given-names>
</name>
</person-group>. <article-title>CpG island methylator phenotype-high colorectal cancers and their prognostic implications and relationships with the serrated neoplasia pathway</article-title>. <source>Gut Liver</source>. (<year>2017</year>) <volume>11</volume>:<fpage>38</fpage>&#x2013;<lpage>46</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.5009/gnl15535</pub-id>
</citation>
</ref>
<ref id="B42">
<label>42</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Idos</surname> <given-names>GE</given-names>
</name>
<name>
<surname>Kwok</surname> <given-names>J</given-names>
</name>
<name>
<surname>Bonthala</surname> <given-names>N</given-names>
</name>
<name>
<surname>Kysh</surname> <given-names>L</given-names>
</name>
<name>
<surname>Gruber</surname> <given-names>SB</given-names>
</name>
<name>
<surname>Qu</surname> <given-names>C</given-names>
</name>
</person-group>. <article-title>The prognostic implications of tumor infiltrating lymphocytes in colorectal cancer: A systematic review and meta-analysis</article-title>. <source>Sci Rep</source>. (<year>2020</year>) <volume>10</volume>:<fpage>3360</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-020-60255-4</pub-id>
</citation>
</ref>
<ref id="B43">
<label>43</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ogino</surname> <given-names>S</given-names>
</name>
<name>
<surname>Nosho</surname> <given-names>K</given-names>
</name>
<name>
<surname>Irahara</surname> <given-names>N</given-names>
</name>
<name>
<surname>Meyerhardt</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Baba</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Shima</surname> <given-names>K</given-names>
</name>
<etal/>
</person-group>. <article-title>Lymphocytic reaction to colorectal cancer is associated with longer survival, independent of lymph node count, microsatellite instability, and CpG island methylator phenotype</article-title>. <source>Clin Cancer Res</source>. (<year>2009</year>) <volume>15</volume>:<page-range>6412&#x2013;20</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1158/1078-0432.CCR-09-1438</pub-id>
</citation>
</ref>
<ref id="B44">
<label>44</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Valenzuela</surname> <given-names>G</given-names>
</name>
<name>
<surname>Canepa</surname> <given-names>J</given-names>
</name>
<name>
<surname>Simonetti</surname> <given-names>C</given-names>
</name>
<name>
<surname>Solo de Zald&#xed;var</surname> <given-names>L</given-names>
</name>
<name>
<surname>Marcelain</surname> <given-names>K</given-names>
</name>
<name>
<surname>Gonz&#xe1;lez-Montero</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Consensus molecular subtypes of colorectal cancer in clinical practice: A translational approach</article-title>. <source>World J Clin Oncol</source>. (<year>2021</year>) <volume>12</volume>:<page-range>1000&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.5306/wjco.v12.i11.1000</pub-id>
</citation>
</ref>
<ref id="B45">
<label>45</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Herzog</surname> <given-names>R</given-names>
</name>
<name>
<surname>&#xc1;lvarez-Pasquin</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>D&#xed;az</surname> <given-names>C</given-names>
</name>
<name>
<surname>Del Barrio</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Estrada</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Gil</surname> <given-names>&#xc1;</given-names>
</name>
</person-group>. <article-title>Are healthcare workers&#x2019; intentions to vaccinate related to their knowledge, beliefs and attitudes? A systematic review</article-title>. <source>BMC Public Health</source>. (<year>2013</year>) <volume>13</volume>:<fpage>154</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1471-2458-13-154</pub-id>
</citation>
</ref>
<ref id="B46">
<label>46</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Puccini</surname> <given-names>A</given-names>
</name>
<name>
<surname>Lenz</surname> <given-names>HJ</given-names>
</name>
<name>
<surname>Marshall</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Arguello</surname> <given-names>D</given-names>
</name>
<name>
<surname>Raghavan</surname> <given-names>D</given-names>
</name>
<name>
<surname>Korn</surname> <given-names>WM</given-names>
</name>
<etal/>
</person-group>. <article-title>Impact of patient age on molecular alterations of left-sided colorectal tumors</article-title>. <source>Oncologist</source>. (<year>2019</year>) <volume>24</volume>:<page-range>319&#x2013;26</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1634/theoncologist.2018-0117</pub-id>
</citation>
</ref>
<ref id="B47">
<label>47</label>
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Tenny</surname> <given-names>S</given-names>
</name>
<name>
<surname>Hoffman</surname> <given-names>MR</given-names>
</name>
</person-group>. <article-title>Odds ratio</article-title>. In: <source>StatPearls</source>. <publisher-loc>Treasure Island (FL)</publisher-loc>: <publisher-name>StatPearls Publishing</publisher-name>. (<year>2024</year>) Available at: <uri xlink:href="http://www.ncbi.nlm.nih.gov/books/NBK431098/">http://www.ncbi.nlm.nih.gov/books/NBK431098/</uri>.</citation>
</ref>
<ref id="B48">
<label>48</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Riley</surname> <given-names>RD</given-names>
</name>
<name>
<surname>Higgins</surname> <given-names>JPT</given-names>
</name>
<name>
<surname>Deeks</surname> <given-names>JJ</given-names>
</name>
</person-group>. <article-title>Interpretation of random effects meta-analyses</article-title>. <source>BMJ</source>. (<year>2011</year>) <volume>342</volume>:<fpage>d549</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1136/bmj.d549</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>MJ</given-names>
</name>
<name>
<surname>Ping</surname> <given-names>J</given-names>
</name>
<name>
<surname>Li</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Adell</surname> <given-names>G</given-names>
</name>
<name>
<surname>Arbman</surname> <given-names>G</given-names>
</name>
<name>
<surname>Nodin</surname> <given-names>B</given-names>
</name>
<etal/>
</person-group>. <article-title>The prognostic factors and multiple biomarkers in young patients with colorectal cancer</article-title>. <source>Sci Rep</source>. (<year>2015</year>) <volume>5</volume>:<fpage>10645</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/srep10645</pub-id>
</citation>
</ref>
<ref id="B50">
<label>50</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Du</surname> <given-names>M</given-names>
</name>
<name>
<surname>Gu</surname> <given-names>D</given-names>
</name>
<name>
<surname>Xin</surname> <given-names>J</given-names>
</name>
<name>
<surname>Peters</surname> <given-names>U</given-names>
</name>
<name>
<surname>Song</surname> <given-names>M</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>G</given-names>
</name>
<etal/>
</person-group>. <article-title>Integrated multi-omics approach to distinct molecular characterization and classification of early-onset colorectal cancer</article-title>. <source>Cell Rep Med</source>. (<year>2023</year>) <volume>4</volume>:<fpage>100974</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.xcrm.2023.100974</pub-id>
</citation>
</ref>
<ref id="B51">
<label>51</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ugai</surname> <given-names>T</given-names>
</name>
<name>
<surname>V&#xe4;yrynen</surname> <given-names>JP</given-names>
</name>
<name>
<surname>Lau</surname> <given-names>MC</given-names>
</name>
<name>
<surname>Borowsky</surname> <given-names>J</given-names>
</name>
<name>
<surname>Akimoto</surname> <given-names>N</given-names>
</name>
<name>
<surname>V&#xe4;yrynen</surname> <given-names>SA</given-names>
</name>
<etal/>
</person-group>. <article-title>Immune cell profiles in the tumor microenvironment of early-onset, intermediate-onset, and later-onset colorectal cancer</article-title>. <source>Cancer Immunol Immunother</source>. (<year>2022</year>) <volume>71</volume>:<page-range>933&#x2013;42</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00262-021-03056-6</pub-id>
</citation>
</ref>
<ref id="B52">
<label>52</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gardner</surname> <given-names>IH</given-names>
</name>
<name>
<surname>Siddharthan</surname> <given-names>R</given-names>
</name>
<name>
<surname>Watson</surname> <given-names>K</given-names>
</name>
<name>
<surname>Dewey</surname> <given-names>E</given-names>
</name>
<name>
<surname>Ruhl</surname> <given-names>R</given-names>
</name>
<name>
<surname>Khou</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>A distinct innate immune signature of early onset colorectal cancer</article-title>. <source>Immunohorizons</source>. (<year>2021</year>) <volume>5</volume>:<page-range>489&#x2013;99</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.4049/immunohorizons.2000092</pub-id>
</citation>
</ref>
<ref id="B53">
<label>53</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Irabor</surname> <given-names>DO</given-names>
</name>
<name>
<surname>Oluwasola</surname> <given-names>OA</given-names>
</name>
<name>
<surname>Ogunbiyi</surname> <given-names>OJ</given-names>
</name>
<name>
<surname>Ogun</surname> <given-names>OG</given-names>
</name>
<name>
<surname>Okolo</surname> <given-names>CA</given-names>
</name>
<name>
<surname>Melas</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Microsatellite instability is common in colorectal cancer in native Nigerians</article-title>. <source>Anticancer Res</source>. (<year>2017</year>) <volume>37</volume>:<page-range>2649&#x2013;54</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.21873/anticanres</pub-id>
</citation>
</ref>
<ref id="B54">
<label>54</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>GM</given-names>
</name>
<name>
<surname>Xiao</surname> <given-names>GZ</given-names>
</name>
<name>
<surname>Qin</surname> <given-names>PF</given-names>
</name>
<name>
<surname>Wan</surname> <given-names>XY</given-names>
</name>
<name>
<surname>Fu</surname> <given-names>YJ</given-names>
</name>
<name>
<surname>Zheng</surname> <given-names>YH</given-names>
</name>
<etal/>
</person-group>. <article-title>Single-cell RNA sequencing reveals heterogeneity in the tumor microenvironment between young-onset and old-onset colorectal cancer</article-title>. <source>Biomolecules</source>. (<year>2022</year>) <volume>12</volume>:<fpage>1860</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/biom12121860</pub-id>
</citation>
</ref>
<ref id="B55">
<label>55</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pilozzi</surname> <given-names>E</given-names>
</name>
<name>
<surname>Maresca</surname> <given-names>C</given-names>
</name>
<name>
<surname>Duranti</surname> <given-names>E</given-names>
</name>
<name>
<surname>Giustiniani</surname> <given-names>MC</given-names>
</name>
<name>
<surname>Catalanotto</surname> <given-names>C</given-names>
</name>
<name>
<surname>Lucarelli</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Left-sided early-onset vs late-onset colorectal carcinoma: histologic, clinical, and molecular differences</article-title>. <source>Am J Clin Pathol</source>. (<year>2015</year>) <volume>143</volume>:<page-range>374&#x2013;84</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1309/AJCPNOC55IOLXFUD</pub-id>
</citation>
</ref>
<ref id="B56">
<label>56</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Andric</surname> <given-names>F</given-names>
</name>
<name>
<surname>Al-Fairouzi</surname> <given-names>A</given-names>
</name>
<name>
<surname>Wettergren</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Szeponik</surname> <given-names>L</given-names>
</name>
<name>
<surname>Bexe-Lindskog</surname> <given-names>E</given-names>
</name>
<name>
<surname>Cusack</surname> <given-names>JC</given-names>
</name>
<etal/>
</person-group>. <article-title>Immune microenvironment in sporadic early-onset versus average-onset colorectal cancer</article-title>. <source>Cancers (Basel)</source>. (<year>2023</year>) <volume>15</volume>:<fpage>1457</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cancers15051457</pub-id>
</citation>
</ref>
<ref id="B57">
<label>57</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lu</surname> <given-names>C</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>X</given-names>
</name>
<name>
<surname>Schardey</surname> <given-names>J</given-names>
</name>
<name>
<surname>Wirth</surname> <given-names>U</given-names>
</name>
<name>
<surname>Heinrich</surname> <given-names>K</given-names>
</name>
<name>
<surname>Massiminio</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Molecular characteristics of microsatellite stable early-onset colorectal cancer as predictors of prognosis and immunotherapeutic response</article-title>. <source>NPJ Precis Oncol</source>. (<year>2023</year>) <volume>7</volume>:<fpage>63</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41698-023-00414-8</pub-id>
</citation>
</ref>
<ref id="B58">
<label>58</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Willauer</surname> <given-names>AN</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Pereira</surname> <given-names>AAL</given-names>
</name>
<name>
<surname>Lam</surname> <given-names>M</given-names>
</name>
<name>
<surname>Morris</surname> <given-names>JS</given-names>
</name>
<name>
<surname>Raghav</surname> <given-names>KPS</given-names>
</name>
<etal/>
</person-group>. <article-title>Clinical and molecular characterization of early-onset colorectal cancer</article-title>. <source>Cancer</source>. (<year>2019</year>) <volume>125</volume>:<page-range>2002&#x2013;10</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/cncr.31994</pub-id>
</citation>
</ref>
<ref id="B59">
<label>59</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ha</surname> <given-names>YJ</given-names>
</name>
<name>
<surname>Shin</surname> <given-names>YJ</given-names>
</name>
<name>
<surname>Tak</surname> <given-names>KH</given-names>
</name>
<name>
<surname>Park</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>JH</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>JL</given-names>
</name>
<etal/>
</person-group>. <article-title>Reduced expression of alanyl aminopeptidase is a robust biomarker of non-familial adenomatous polyposis and non-hereditary nonpolyposis colorectal cancer syndrome early-onset colorectal cancer</article-title>. <source>Cancer Med</source>. (<year>2023</year>) <volume>12</volume>:<page-range>10091&#x2013;104</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/cam4.5675</pub-id>
</citation>
</ref>
<ref id="B60">
<label>60</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Yuan</surname> <given-names>R</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>S</given-names>
</name>
<name>
<surname>Chang</surname> <given-names>Z</given-names>
</name>
<etal/>
</person-group>. <article-title>Identifying individualized prognostic signature and unraveling the molecular mechanism of recurrence in early-onset colorectal cancer</article-title>. <source>Eur J Med Res</source>. (<year>2023</year>) <volume>28</volume>:<fpage>533</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s40001-023-01491-y</pub-id>
</citation>
</ref>
<ref id="B61">
<label>61</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Furuhashi</surname> <given-names>S</given-names>
</name>
<name>
<surname>Bustos</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Mizuno</surname> <given-names>S</given-names>
</name>
<name>
<surname>Ryu</surname> <given-names>S</given-names>
</name>
<name>
<surname>Naeini</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Bilchik</surname> <given-names>AJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Spatial profiling of cancer-associated fibroblasts of sporadic early onset colon cancer microenvironment</article-title>. <source>NPJ Precis Oncol</source>. (<year>2023</year>) <volume>7</volume>:<fpage>118</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41698-023-00474-w</pub-id>
</citation>
</ref>
<ref id="B62">
<label>62</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chang</surname> <given-names>SH</given-names>
</name>
<name>
<surname>Patel</surname> <given-names>N</given-names>
</name>
<name>
<surname>Du</surname> <given-names>M</given-names>
</name>
<name>
<surname>Liang</surname> <given-names>PS</given-names>
</name>
</person-group>. <article-title>Trends in early-onset vs late-onset colorectal cancer incidence by race/ethnicity in the United States cancer statistics database</article-title>. <source>Clin Gastroenterol Hepatol</source>. (<year>2022</year>) <volume>20</volume>:<page-range>e1365&#x2013;77</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cgh.2021.07.035</pub-id>
</citation>
</ref>
<ref id="B63">
<label>63</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>R</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>Ping</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Clinicopathological features and survival outcomes of colorectal cancer in young versus elderly: A population-based cohort study of SEER 9 registries data (1988-2011)</article-title>. <source>Med (Baltimore)</source>. (<year>2015</year>) <volume>94</volume>:<elocation-id>e1402</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/MD.0000000000001402</pub-id>
</citation>
</ref>
<ref id="B64">
<label>64</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McClelland</surname> <given-names>PHT</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>T</given-names>
</name>
<name>
<surname>Ozuner</surname> <given-names>G</given-names>
</name>
</person-group>. <article-title>Early-onset colorectal cancer in patients under 50 years of age: demographics, disease characteristics, and survival</article-title>. <source>Clin Colorectal Cancer</source>. (<year>2022</year>) <volume>21</volume>:<page-range>e135&#x2013;44</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.clcc.2021.11.003</pub-id>
</citation>
</ref>
<ref id="B65">
<label>65</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saraiva</surname> <given-names>MR</given-names>
</name>
<name>
<surname>Rosa</surname> <given-names>I</given-names>
</name>
<name>
<surname>Claro</surname> <given-names>I</given-names>
</name>
</person-group>. <article-title>Early-onset colorectal cancer: A review of current knowledge</article-title>. <source>World J Gastroenterol</source>. (<year>2023</year>) <volume>29</volume>:<page-range>1289&#x2013;303</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3748/wjg.v29.i8.1289</pub-id>
</citation>
</ref>
<ref id="B66">
<label>66</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cavestro</surname> <given-names>GM</given-names>
</name>
<name>
<surname>Mannucci</surname> <given-names>A</given-names>
</name>
<name>
<surname>Balaguer</surname> <given-names>F</given-names>
</name>
<name>
<surname>Hampel</surname> <given-names>H</given-names>
</name>
<name>
<surname>Kupfer</surname> <given-names>SS</given-names>
</name>
<name>
<surname>Repici</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Delphi initiative for early-onset colorectal cancer (DIRECt) international management guidelines</article-title>. <source>Clin Gastroenterol Hepatol</source>. (<year>2023</year>) <volume>21</volume>:<fpage>581</fpage>&#x2013;<lpage>603</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cgh.2022.12.006</pub-id>
</citation>
</ref>
<ref id="B67">
<label>67</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kneuertz</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Chang</surname> <given-names>GJ</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>CY</given-names>
</name>
<name>
<surname>Rodriguez-Bigas</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Eng</surname> <given-names>C</given-names>
</name>
<name>
<surname>Vilar</surname> <given-names>E</given-names>
</name>
<etal/>
</person-group>. <article-title>Overtreatment of young adults with colon cancer: more intense treatments with unmatched survival gains</article-title>. <source>JAMA Surg</source>. (<year>2015</year>) <volume>150</volume>:<page-range>402&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jamasurg.2014.3572</pub-id>
</citation>
</ref>
<ref id="B68">
<label>68</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abdelsattar</surname> <given-names>ZM</given-names>
</name>
<name>
<surname>Wong</surname> <given-names>SL</given-names>
</name>
<name>
<surname>Regenbogen</surname> <given-names>SE</given-names>
</name>
<name>
<surname>Jomaa</surname> <given-names>DM</given-names>
</name>
<name>
<surname>Hardiman</surname> <given-names>KM</given-names>
</name>
<name>
<surname>Hendren</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>Colorectal cancer outcomes and treatment patterns in patients too young for average-risk screening</article-title>. <source>Cancer</source>. (<year>2016</year>) <volume>122</volume>:<page-range>929&#x2013;34</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/cncr.29716</pub-id>
</citation>
</ref>
<ref id="B69">
<label>69</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kanter</surname> <given-names>K</given-names>
</name>
<name>
<surname>Fish</surname> <given-names>M</given-names>
</name>
<name>
<surname>Mauri</surname> <given-names>G</given-names>
</name>
<name>
<surname>Horick</surname> <given-names>NK</given-names>
</name>
<name>
<surname>Allen</surname> <given-names>JN</given-names>
</name>
<name>
<surname>Blaszkowsky</surname> <given-names>LS</given-names>
</name>
<etal/>
</person-group>. <article-title>Care patterns and overall survival in patients with early-onset metastatic colorectal cancer</article-title>. <source>JCO Oncol Pract</source>. (<year>2021</year>) <volume>17</volume>:<page-range>e1846&#x2013;55</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1200/OP.20.01010</pub-id>
</citation>
</ref>
<ref id="B70">
<label>70</label>
<citation citation-type="web">
<person-group person-group-type="author">
<collab>NCCN</collab>
</person-group>. <article-title>Guidelines Detail</article-title> (<year>2023</year>). Available online at: <uri xlink:href="https://www.nccn.org/guidelines/guidelines-detail">https://www.nccn.org/guidelines/guidelines-detail</uri>.</citation>
</ref>
<ref id="B71">
<label>71</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Afr&#x103;s&#xe2;nie</surname> <given-names>VA</given-names>
</name>
<name>
<surname>Marinca</surname> <given-names>MV</given-names>
</name>
<name>
<surname>Alexa-Stratulat</surname> <given-names>T</given-names>
</name>
<name>
<surname>Gafton</surname> <given-names>B</given-names>
</name>
<name>
<surname>P&#x103;duraru</surname> <given-names>M</given-names>
</name>
<name>
<surname>Adavidoaiei</surname> <given-names>AM</given-names>
</name>
<etal/>
</person-group>. <article-title>KRAS, NRAS, BRAF, HER2 and microsatellite instability in metastatic colorectal cancer - practical implications for the clinician</article-title>. <source>Radiol Oncol</source>. (<year>2019</year>) <volume>53</volume>:<page-range>265&#x2013;74</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2478/raon-2019-0033</pub-id>
</citation>
</ref>
<ref id="B72">
<label>72</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Taieb</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zaanan</surname> <given-names>A</given-names>
</name>
<name>
<surname>Le Malicot</surname> <given-names>K</given-names>
</name>
<name>
<surname>Juli&#xe9;</surname> <given-names>C</given-names>
</name>
<name>
<surname>Blons</surname> <given-names>H</given-names>
</name>
<name>
<surname>Mineur</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Prognostic effect of BRAF and KRAS mutations in patients with stage III colon cancer treated with leucovorin, fluorouracil, and oxaliplatin with or without cetuximab: A <italic>post hoc</italic> analysis of the PETACC-8 trial</article-title>. <source>JAMA Oncol</source>. (<year>2016</year>) <volume>2</volume>:<page-range>643&#x2013;53</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jamaoncol.2015.5225</pub-id>
</citation>
</ref>
<ref id="B73">
<label>73</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>J&#xe1;come</surname> <given-names>AA</given-names>
</name>
<name>
<surname>Vreeland</surname> <given-names>TJ</given-names>
</name>
<name>
<surname>Johnson</surname> <given-names>B</given-names>
</name>
<name>
<surname>Kawaguchi</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Wei</surname> <given-names>SH</given-names>
</name>
<name>
<surname>Nancy You</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>The prognostic impact of RAS on overall survival following liver resection in early versus late-onset colorectal cancer patients</article-title>. <source>Br J Cancer</source>. (<year>2021</year>) <volume>124</volume>:<fpage>797</fpage>&#x2013;<lpage>804</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41416-020-01169-w</pub-id>
</citation>
</ref>
<ref id="B74">
<label>74</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aljehani</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Bien</surname> <given-names>J</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>JSH</given-names>
</name>
<name>
<surname>Fisher</surname> <given-names>GA</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>AY</given-names>
</name>
</person-group>. <article-title>KRAS sequence variation as prognostic marker in patients with young- vs late-onset colorectal cancer</article-title>. <source>JAMA Netw Open</source>. (<year>2023</year>) <volume>6</volume>:<elocation-id>e2345801</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jamanetworkopen.2023.45801</pub-id>
</citation>
</ref>
<ref id="B75">
<label>75</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Khan</surname> <given-names>SA</given-names>
</name>
<name>
<surname>Morris</surname> <given-names>M</given-names>
</name>
<name>
<surname>Idrees</surname> <given-names>K</given-names>
</name>
<name>
<surname>Gimbel</surname> <given-names>MI</given-names>
</name>
<name>
<surname>Rosenberg</surname> <given-names>S</given-names>
</name>
<name>
<surname>Zeng</surname> <given-names>Z</given-names>
</name>
<etal/>
</person-group>. <article-title>Colorectal cancer in the very young: a comparative study of tumor markers, pathology and survival in early onset and adult onset patients</article-title>. <source>J Pediatr Surg</source>. (<year>2016</year>) <volume>51</volume>:<page-range>1812&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jpedsurg.2016.07.015</pub-id>
</citation>
</ref>
<ref id="B76">
<label>76</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Irahara</surname> <given-names>N</given-names>
</name>
<name>
<surname>Baba</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Nosho</surname> <given-names>K</given-names>
</name>
<name>
<surname>Shima</surname> <given-names>K</given-names>
</name>
<name>
<surname>Yan</surname> <given-names>L</given-names>
</name>
<name>
<surname>Dias-Santagata</surname> <given-names>D</given-names>
</name>
<etal/>
</person-group>. <article-title>NRAS mutations are rare in colorectal cancer</article-title>. <source>Diagn Mol Pathol</source>. (<year>2010</year>) <volume>19</volume>:<page-range>157&#x2013;63</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/PDM.0b013e3181c93fd1</pub-id>
</citation>
</ref>
<ref id="B77">
<label>77</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Capper</surname> <given-names>D</given-names>
</name>
<name>
<surname>Voigt</surname> <given-names>A</given-names>
</name>
<name>
<surname>Bozukova</surname> <given-names>G</given-names>
</name>
<name>
<surname>Ahadova</surname> <given-names>A</given-names>
</name>
<name>
<surname>Kickingereder</surname> <given-names>P</given-names>
</name>
<name>
<surname>von Deimling</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>BRAF V600E-specific immunohistochemistry for the exclusion of Lynch syndrome in MSI-H colorectal cancer</article-title>. <source>Int J Cancer</source>. (<year>2013</year>) <volume>133</volume>:<page-range>1624&#x2013;30</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/ijc.28183</pub-id>
</citation>
</ref>
<ref id="B78">
<label>78</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Danielsen</surname> <given-names>SA</given-names>
</name>
<name>
<surname>Eide</surname> <given-names>PW</given-names>
</name>
<name>
<surname>Nesbakken</surname> <given-names>A</given-names>
</name>
<name>
<surname>Guren</surname> <given-names>T</given-names>
</name>
<name>
<surname>Leithe</surname> <given-names>E</given-names>
</name>
<name>
<surname>Lothe</surname> <given-names>RA</given-names>
</name>
</person-group>. <article-title>Portrait of the PI3K/AKT pathway in colorectal cancer</article-title>. <source>Biochim Biophys Acta</source>. (<year>2015</year>) <volume>1855</volume>:<page-range>104&#x2013;21</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.bbcan.2014.09.008</pub-id>
</citation>
</ref>
<ref id="B79">
<label>79</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>QH</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>YZ</given-names>
</name>
<name>
<surname>Tu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>CW</given-names>
</name>
<name>
<surname>Yuan</surname> <given-names>YJ</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>Anti-EGFR therapy in metastatic colorectal cancer: mechanisms and potential regimens of drug resistance</article-title>. <source>Gastroenterol Rep (Oxf)</source>. (<year>2020</year>) <volume>8</volume>:<page-range>179&#x2013;91</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/gastro/goaa026</pub-id>
</citation>
</ref>
<ref id="B80">
<label>80</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nakayama</surname> <given-names>M</given-names>
</name>
<name>
<surname>Oshima</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>Mutant p53 in colon cancer</article-title>. <source>J Mol Cell Biol</source>. (<year>2019</year>) <volume>11</volume>:<page-range>267&#x2013;76</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/jmcb/mjy075</pub-id>
</citation>
</ref>
<ref id="B81">
<label>81</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Michel</surname> <given-names>M</given-names>
</name>
<name>
<surname>Kaps</surname> <given-names>L</given-names>
</name>
<name>
<surname>Maderer</surname> <given-names>A</given-names>
</name>
<name>
<surname>Galle</surname> <given-names>PR</given-names>
</name>
<name>
<surname>Moehler</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>The role of p53 dysfunction in colorectal cancer and its implication for therapy</article-title>. <source>Cancers (Basel)</source>. (<year>2021</year>) <volume>13</volume>:<fpage>2296</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cancers13102296</pub-id>
</citation>
</ref>
<ref id="B82">
<label>82</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aghabozorgi</surname> <given-names>AS</given-names>
</name>
<name>
<surname>Bahreyni</surname> <given-names>A</given-names>
</name>
<name>
<surname>Soleimani</surname> <given-names>A</given-names>
</name>
<name>
<surname>Bahrami</surname> <given-names>A</given-names>
</name>
<name>
<surname>Khazaei</surname> <given-names>M</given-names>
</name>
<name>
<surname>Ferns</surname> <given-names>GA</given-names>
</name>
<etal/>
</person-group>. <article-title>Role of adenomatous polyposis coli (APC) gene mutations in the pathogenesis of colorectal cancer; current status and perspectives</article-title>. <source>Biochimie</source>. (<year>2019</year>) <volume>157</volume>:<fpage>64</fpage>&#x2013;<lpage>71</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.biochi.2018.11.003</pub-id>
</citation>
</ref>
<ref id="B83">
<label>83</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>J</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>X</given-names>
</name>
<name>
<surname>Chakravarti</surname> <given-names>D</given-names>
</name>
<name>
<surname>Shalapour</surname> <given-names>S</given-names>
</name>
<name>
<surname>DePinho</surname> <given-names>RA</given-names>
</name>
</person-group>. <article-title>Genetic and biological hallmarks of colorectal cancer</article-title>. <source>Genes Dev</source>. (<year>2021</year>) <volume>35</volume>:<fpage>787</fpage>&#x2013;<lpage>820</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1101/gad.348226.120</pub-id>
</citation>
</ref>
<ref id="B84">
<label>84</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sinicrope</surname> <given-names>FA</given-names>
</name>
</person-group>. <article-title>Lynch syndrome-associated colorectal cancer</article-title>. <source>N Engl J Med</source>. (<year>2018</year>) <volume>379</volume>:<page-range>764&#x2013;73</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1056/NEJMcp1714533</pub-id>
</citation>
</ref>
<ref id="B85">
<label>85</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McRonald</surname> <given-names>FE</given-names>
</name>
<name>
<surname>Pethick</surname> <given-names>J</given-names>
</name>
<name>
<surname>Santaniello</surname> <given-names>F</given-names>
</name>
<name>
<surname>Shand</surname> <given-names>B</given-names>
</name>
<name>
<surname>Tyson</surname> <given-names>A</given-names>
</name>
<name>
<surname>Tulloch</surname> <given-names>O</given-names>
</name>
<etal/>
</person-group>. <article-title>Identification of people with Lynch syndrome from those presenting with colorectal cancer in England: baseline analysis of the diagnostic pathway</article-title>. <source>Eur J Hum Genet</source>. (<year>2024</year>). doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41431-024-01550-w</pub-id>
</citation>
</ref>
<ref id="B86">
<label>86</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mezzapesa</surname> <given-names>M</given-names>
</name>
<name>
<surname>Losurdo</surname> <given-names>G</given-names>
</name>
<name>
<surname>Celiberto</surname> <given-names>F</given-names>
</name>
<name>
<surname>Rizzi</surname> <given-names>S</given-names>
</name>
<name>
<surname>d&#x2019;Amati</surname> <given-names>A</given-names>
</name>
<name>
<surname>Piscitelli</surname> <given-names>D</given-names>
</name>
<etal/>
</person-group>. <article-title>Serrated colorectal lesions: an up-to-date review from histological pattern to molecular pathogenesis</article-title>. <source>Int J Mol Sci</source>. (<year>2022</year>) <volume>23</volume>:<fpage>4461</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijms23084461</pub-id>
</citation>
</ref>
<ref id="B87">
<label>87</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barresi</surname> <given-names>V</given-names>
</name>
<name>
<surname>Reggiani Bonetti</surname> <given-names>L</given-names>
</name>
<name>
<surname>Ieni</surname> <given-names>A</given-names>
</name>
<name>
<surname>Caruso</surname> <given-names>RA</given-names>
</name>
<name>
<surname>Tuccari</surname> <given-names>G</given-names>
</name>
</person-group>. <article-title>Histological grading in colorectal cancer: new insights and perspectives</article-title>. <source>Histol Histopathol</source>. (<year>2015</year>) <volume>30</volume>:<page-range>1059&#x2013;67</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.14670/HH-11-633</pub-id>
</citation>
</ref>
<ref id="B88">
<label>88</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fadel</surname> <given-names>MG</given-names>
</name>
<name>
<surname>Malietzis</surname> <given-names>G</given-names>
</name>
<name>
<surname>Constantinides</surname> <given-names>V</given-names>
</name>
<name>
<surname>Pellino</surname> <given-names>G</given-names>
</name>
<name>
<surname>Tekkis</surname> <given-names>P</given-names>
</name>
<name>
<surname>Kontovounisios</surname> <given-names>C</given-names>
</name>
</person-group>. <article-title>Clinicopathological factors and survival outcomes of signet-ring cell and mucinous carcinoma versus adenocarcinoma of the colon and rectum: a systematic review and meta-analysis</article-title>. <source>Discovery Oncol</source>. (<year>2021</year>) <volume>12</volume>:<fpage>5</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12672-021-00398-6</pub-id>
</citation>
</ref>
<ref id="B89">
<label>89</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luo</surname> <given-names>C</given-names>
</name>
<name>
<surname>Cen</surname> <given-names>S</given-names>
</name>
<name>
<surname>Ding</surname> <given-names>G</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>W</given-names>
</name>
</person-group>. <article-title>Mucinous colorectal adenocarcinoma: clinical pathology and treatment options</article-title>. <source>Cancer Commun (Lond)</source>. (<year>2019</year>) <volume>39</volume>:<fpage>13</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s40880-019-0361-0</pub-id>
</citation>
</ref>
<ref id="B90">
<label>90</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gabriel</surname> <given-names>E</given-names>
</name>
<name>
<surname>Attwood</surname> <given-names>K</given-names>
</name>
<name>
<surname>Al-Sukhni</surname> <given-names>E</given-names>
</name>
<name>
<surname>Erwin</surname> <given-names>D</given-names>
</name>
<name>
<surname>Boland</surname> <given-names>P</given-names>
</name>
<name>
<surname>Nurkin</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>Age-related rates of colorectal cancer and the factors associated with overall survival</article-title>. <source>J Gastrointest Oncol</source>. (<year>2018</year>) <volume>9</volume>:<fpage>96</fpage>&#x2013;<lpage>110</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21037/jgo</pub-id>
</citation>
</ref>
<ref id="B91">
<label>91</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ding</surname> <given-names>X</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>X</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>D</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Dai</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Li</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>Nomogram predicting the cancer-specific survival of early-onset colorectal cancer patients with synchronous liver metastasis: a population-based study</article-title>. <source>Int J Colorectal Dis</source>. (<year>2022</year>) <volume>37</volume>:<page-range>1309&#x2013;19</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00384-022-04175-x</pub-id>
</citation>
</ref>
<ref id="B92">
<label>92</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>Y</given-names>
</name>
<name>
<surname>He</surname> <given-names>L</given-names>
</name>
<name>
<surname>Lu</surname> <given-names>X</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Luo</surname> <given-names>G</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Causes of death among early-onset colorectal cancer population in the United States: a large population-based study</article-title>. <source>Front Oncol</source>. (<year>2023</year>) <volume>13</volume>:<elocation-id>1094493</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fonc.2023.1094493</pub-id>
</citation>
</ref>
<ref id="B93">
<label>93</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Benesch</surname> <given-names>MGK</given-names>
</name>
<name>
<surname>Mathieson</surname> <given-names>A</given-names>
</name>
<name>
<surname>O&#x2019;Brien</surname> <given-names>SBL</given-names>
</name>
</person-group>. <article-title>Effects of tumor localization, age, and stage on the outcomes of gastric and colorectal signet ring cell adenocarcinomas</article-title>. <source>Cancers (Basel)</source>. (<year>2023</year>) <volume>15</volume>:<fpage>714</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cancers15030714</pub-id>
</citation>
</ref>
<ref id="B94">
<label>94</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>De Renzi</surname> <given-names>G</given-names>
</name>
<name>
<surname>Gaballo</surname> <given-names>G</given-names>
</name>
<name>
<surname>Gazzaniga</surname> <given-names>P</given-names>
</name>
<name>
<surname>Nicolazzo</surname> <given-names>C</given-names>
</name>
</person-group>. <article-title>Molecular biomarkers according to primary tumor location in colorectal cancer: current standard and new insights</article-title>. <source>Oncology</source>. (<year>2021</year>) <volume>99</volume>:<page-range>135&#x2013;43</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1159/000510944</pub-id>
</citation>
</ref>
<ref id="B95">
<label>95</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname> <given-names>E</given-names>
</name>
<name>
<surname>Blackburn</surname> <given-names>HN</given-names>
</name>
<name>
<surname>Ng</surname> <given-names>K</given-names>
</name>
<name>
<surname>Spiegelman</surname> <given-names>D</given-names>
</name>
<name>
<surname>Irwin</surname> <given-names>ML</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>X</given-names>
</name>
<etal/>
</person-group>. <article-title>Analysis of survival among adults with early-onset colorectal cancer in the national cancer database</article-title>. <source>JAMA Netw Open</source>. (<year>2021</year>) <volume>4</volume>:<elocation-id>e2112539</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jamanetworkopen.2021.12539</pub-id>
</citation>
</ref>
<ref id="B96">
<label>96</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Charlton</surname> <given-names>ME</given-names>
</name>
<name>
<surname>Kahl</surname> <given-names>AR</given-names>
</name>
<name>
<surname>Greenbaum</surname> <given-names>AA</given-names>
</name>
<name>
<surname>Karlitz</surname> <given-names>JJ</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>C</given-names>
</name>
<name>
<surname>Lynch</surname> <given-names>CF</given-names>
</name>
<etal/>
</person-group>. <article-title>KRAS testing, tumor location, and survival in patients with stage IV colorectal cancer: SEER 2010-2013</article-title>. <source>J Natl Compr Canc Netw</source>. (<year>2017</year>) <volume>15</volume>:<page-range>1484&#x2013;93</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.6004/jnccn.2017.7011</pub-id>
</citation>
</ref>
<ref id="B97">
<label>97</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xie</surname> <given-names>MZ</given-names>
</name>
<name>
<surname>Li</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>ZM</given-names>
</name>
<name>
<surname>Li</surname> <given-names>KZ</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>BL</given-names>
</name>
</person-group>. <article-title>Impact of primary colorectal Cancer location on the KRAS status and its prognostic value</article-title>. <source>BMC Gastroenterol</source>. (<year>2019</year>) <volume>19</volume>:<fpage>46</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12876-019-0965-5</pub-id>
</citation>
</ref>
<ref id="B98">
<label>98</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname> <given-names>MS</given-names>
</name>
<name>
<surname>Menter</surname> <given-names>DG</given-names>
</name>
<name>
<surname>Kopetz</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>Right versus left colon cancer biology: integrating the consensus molecular subtypes</article-title>. <source>J Natl Compr Canc Netw</source>. (<year>2017</year>) <volume>15</volume>:<page-range>411&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.6004/jnccn.2017.0038</pub-id>
</citation>
</ref>
<ref id="B99">
<label>99</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Foppa</surname> <given-names>C</given-names>
</name>
<name>
<surname>Tamburello</surname> <given-names>S</given-names>
</name>
<name>
<surname>Maroli</surname> <given-names>A</given-names>
</name>
<name>
<surname>Carvello</surname> <given-names>M</given-names>
</name>
<name>
<surname>Poliani</surname> <given-names>L</given-names>
</name>
<name>
<surname>Laghi</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Early age of onset is an independent predictor for worse disease-free survival in sporadic rectal cancer patients. A comparative analysis of 980 consecutive patients</article-title>. <source>Eur J Surg Oncol</source>. (<year>2022</year>) <volume>48</volume>:<page-range>857&#x2013;63</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ejso.2021.10.021</pub-id>
</citation>
</ref>
<ref id="B100">
<label>100</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Laskar</surname> <given-names>RS</given-names>
</name>
<name>
<surname>Ghosh</surname> <given-names>SK</given-names>
</name>
<name>
<surname>Talukdar</surname> <given-names>FR</given-names>
</name>
</person-group>. <article-title>Rectal cancer profiling identifies distinct subtypes in India based on age at onset, genetic, epigenetic and clinicopathological characteristics</article-title>. <source>Mol Carcinog</source>. (<year>2015</year>) <volume>54</volume>:<page-range>1786&#x2013;95</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/mc.22250</pub-id>
</citation>
</ref>
<ref id="B101">
<label>101</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Perea</surname> <given-names>J</given-names>
</name>
<name>
<surname>Garc&#xed;a</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Corchete</surname> <given-names>L</given-names>
</name>
<name>
<surname>Tapial</surname> <given-names>S</given-names>
</name>
<name>
<surname>Olmedillas-L&#xf3;pez</surname> <given-names>S</given-names>
</name>
<name>
<surname>Vivas</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>A clinico-pathological and molecular analysis reveals differences between solitary (early and late-onset) and synchronous rectal cancer</article-title>. <source>Sci Rep</source>. (<year>2021</year>) <volume>11</volume>:<fpage>2202</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-020-79118-z</pub-id>
</citation>
</ref>
<ref id="B102">
<label>102</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Spolverato</surname> <given-names>G</given-names>
</name>
<name>
<surname>Fassan</surname> <given-names>M</given-names>
</name>
<name>
<surname>Scarpa</surname> <given-names>M</given-names>
</name>
<name>
<surname>Stepanyan</surname> <given-names>A</given-names>
</name>
<name>
<surname>De Simoni</surname> <given-names>O</given-names>
</name>
<name>
<surname>Scognamiglio</surname> <given-names>F</given-names>
</name>
<etal/>
</person-group>. <article-title>IMMUNOREACT 6: weak immune surveillance characterizes early-onset rectal cancer</article-title>. <source>Br J Surg</source>. (<year>2023</year>) <volume>110</volume>:<page-range>1490&#x2013;501</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/bjs/znad219</pub-id>
</citation>
</ref>
<ref id="B103">
<label>103</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ugai</surname> <given-names>T</given-names>
</name>
<name>
<surname>Haruki</surname> <given-names>K</given-names>
</name>
<name>
<surname>Harrison</surname> <given-names>TA</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Qu</surname> <given-names>C</given-names>
</name>
<name>
<surname>Chan</surname> <given-names>AT</given-names>
</name>
<etal/>
</person-group>. <article-title>Molecular characteristics of early-onset colorectal cancer according to detailed anatomical locations: comparison with later-onset cases</article-title>. <source>Am J Gastroenterol</source>. (<year>2023</year>) <volume>118</volume>:<page-range>712&#x2013;26</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.14309/ajg.0000000000002171</pub-id>
</citation>
</ref>
<ref id="B104">
<label>104</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Baran</surname> <given-names>B</given-names>
</name>
<name>
<surname>Mert Ozupek</surname> <given-names>N</given-names>
</name>
<name>
<surname>Yerli Tetik</surname> <given-names>N</given-names>
</name>
<name>
<surname>Acar</surname> <given-names>E</given-names>
</name>
<name>
<surname>Bekcioglu</surname> <given-names>O</given-names>
</name>
<name>
<surname>Baskin</surname> <given-names>Y</given-names>
</name>
</person-group>. <article-title>Difference between left-sided and right-sided colorectal cancer: A focused review of literature</article-title>. <source>Gastroenterol Res</source>. (<year>2018</year>) <volume>11</volume>:<page-range>264&#x2013;73</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.14740/gr1062w</pub-id>
</citation>
</ref>
<ref id="B105">
<label>105</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Galon</surname> <given-names>J</given-names>
</name>
<name>
<surname>Costes</surname> <given-names>A</given-names>
</name>
<name>
<surname>Sanchez-Cabo</surname> <given-names>F</given-names>
</name>
<name>
<surname>Kirilovsky</surname> <given-names>A</given-names>
</name>
<name>
<surname>Mlecnik</surname> <given-names>B</given-names>
</name>
<name>
<surname>Lagorce-Pag&#xe8;s</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Type, density, and location of immune cells within human colorectal tumors predict clinical outcome</article-title>. <source>Science</source>. (<year>2006</year>) <volume>313</volume>:<page-range>1960&#x2013;4</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.1129139</pub-id>
</citation>
</ref>
<ref id="B106">
<label>106</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Angell</surname> <given-names>HK</given-names>
</name>
<name>
<surname>Bruni</surname> <given-names>D</given-names>
</name>
<name>
<surname>Barrett</surname> <given-names>JC</given-names>
</name>
<name>
<surname>Herbst</surname> <given-names>R</given-names>
</name>
<name>
<surname>Galon</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>The immunoscore: colon cancer and beyond</article-title>. <source>Clin Cancer Res</source>. (<year>2020</year>) <volume>26</volume>:<page-range>332&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1158/1078-0432.CCR-18-1851</pub-id>
</citation>
</ref>
<ref id="B107">
<label>107</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ten Hoorn</surname> <given-names>S</given-names>
</name>
<name>
<surname>de Back</surname> <given-names>TR</given-names>
</name>
<name>
<surname>Sommeijer</surname> <given-names>DW</given-names>
</name>
<name>
<surname>Vermeulen</surname> <given-names>L</given-names>
</name>
</person-group>. <article-title>Clinical value of consensus molecular subtypes in colorectal cancer: A systematic review and meta-analysis</article-title>. <source>J Natl Cancer Inst</source>. (<year>2022</year>) <volume>114</volume>:<page-range>503&#x2013;16</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/jnci/djab106</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>