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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.2023.1198259</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Elucidating the roles of the mammary and gut microbiomes in breast cancer development</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Hoskinson</surname>
<given-names>Courtney</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>Rachel Yutong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2269701"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Stiemsma</surname>
<given-names>Leah T.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1047143"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Microbiology and Immunology, University of British Columbia</institution>, <addr-line>Vancouver, BC</addr-line>, <country>Canada</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Natural Science Division, Pepperdine University</institution>, <addr-line>Malibu, CA</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Andrea Botticelli, Sapienza University of Rome, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Mohammed A. Al-Obaide, Texas Tech University Health Science Center Amarillo, United States; Li Zhang, University of Minnesota Twin Cities, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Leah T. Stiemsma, <email xlink:href="mailto:leah.stiemsma@pepperdine.edu">leah.stiemsma@pepperdine.edu</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>13</volume>
<elocation-id>1198259</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>03</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Hoskinson, Jiang and Stiemsma</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Hoskinson, Jiang and Stiemsma</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The mammary microbiome is a newly characterized bacterial niche that might offer biological insight into the development of breast cancer. Together with in-depth analysis of the gut microbiome in breast cancer, current evidence using next-generation sequencing and metabolic profiling suggests compositional and functional shifts in microbial consortia are associated with breast cancer. In this review, we discuss the fundamental studies that have progressed this important area of research, focusing on the roles of both the mammary tissue microbiome and the gut microbiome. From the literature, we identified the following major conclusions, (I) There are unique breast and gut microbial signatures (both compositional and functional) that are associated with breast cancer, (II) breast and gut microbiome compositional and breast functional dysbiosis represent potential early events of breast tumor development, (III) specific breast and gut microbes confer host immune responses that can combat breast tumor development and progression, and (IV) chemotherapies alter the microbiome and thus maintenance of a eubiotic microbiome may be key in breast cancer treatment. As the field expectantly advances, it is necessary for the role of the microbiome to continue to be elucidated using multi-omic approaches and translational animal models in order to improve predictive, preventive, and therapeutic strategies for breast cancer.</p>
</abstract>
<kwd-group>
<kwd>mammary microbiome</kwd>
<kwd>gut microbiome</kwd>
<kwd>breast cancer</kwd>
<kwd>breast tumor</kwd>
<kwd>breast microbiome</kwd>
</kwd-group>
<contract-sponsor id="cn001">U.S. Department of Defense<named-content content-type="fundref-id">10.13039/100000005</named-content>
</contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="110"/>
<page-count count="14"/>
<word-count count="9029"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Breast Cancer</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Breast cancer, apart from nonmelanoma skin cancer, is the most common cancer in women and affects approximately 12% of all women during their lifetimes (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Characterization of the mammary and gut microbiomes in breast cancer is well underway but much regarding the interaction of these microbiomes and their hosts begs to be clarified, with the breast tissue ecological niche only recently described (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). Most recent research on the breast and gut microbiome suggests dysbiosis, an imbalance in the microflora, which may preclude the development of breast tumors (<xref ref-type="bibr" rid="B4">4</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>). However, the mechanisms linking the microbiome to breast tumor development are still under investigation and the directionality of this relationship has yet to be resolved. Does the microbiome instigate breast cancer or is the changing tumor microenvironment responsible for alterations in microbial composition? How does the microbiome interact with its host to progress or prevent tumor development? In this review, we discuss the foundational and fundamental studies that have progressed these important areas of research, focusing on the roles of both the mammary tissue and gut microbiomes in breast cancer initiation, progression, and response to therapeutics.</p>
</sec>
<sec id="s2">
<title>The role of the breast tissue microbiome in breast cancer</title>
<sec id="s2_1">
<title>Breast tissue compositional dysbiosis in cancerous breast tissue varies by tumor type and cancer stage</title>
<p>Researchers recently characterized the microbiome within human breast tissue, identifying significant differences in bacterial composition in healthy tissue relative to tumor tissue (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>) (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B8">8</xref>&#x2013;<xref ref-type="bibr" rid="B10">10</xref>). Notably, the identification of microbes within the classical tumor environment is a replicated phenomenon (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>), with specific intracellular bacteria being implicated in a variety of unique tumor-type environments, including <italic>Fusobacterium nucleatum</italic>, a microbe associated with epigenetic changes in the cancer environment, in pancreatic and breast tumors, the pathogenic and clinically-relevant <italic>Enterobacter cloacae</italic> in pancreatic, breast and glioblastoma multiforme tumors, and <italic>Citrobacter freundii</italic>, known to cause urinary tract infections, diarrhea, pneumonia, and meningitis and intracranial abscesses, in pancreatic, lung, and breast tumors (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). Even inter-tumor microbiome signatures can differ in microbiome composition. One group used whole genome and transcriptome amplification and pan-pathogen microarrays to compare the microbiome within tumor subtypes, i.e., groups of tumors that are different according to histological characteristics of their respective tissues, cancer cell features, or genetic alterations (<xref ref-type="bibr" rid="B15">15</xref>). The researchers used hierarchical clustering to group tissues based on their microbiome signatures derived from these multi-omics techniques, with common differential organisms including increased <italic>Actinomyces</italic>, <italic>Bartonella</italic>, <italic>Brevundimonas</italic>, <italic>Coxiella</italic>, <italic>Mobiluncus</italic>, <italic>Mycobacterium</italic>, <italic>Rickettsia</italic>, and <italic>Sphingomonas</italic> within tumor tissues as compared to non-cancerous control tissue (<xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>More recent studies are also beginning to elucidate breast cancer-associated bacterial dysbiosis in relation to breast cancer subtypes and breast cancer stages between populations of different races/ethnicities. This is reflective of the difference in incidence and mortality within these populations as well, as White women are more likely than Black or Asian women to develop breast cancer, but Black women experience a higher rate of mortality and worse severity of disease (<xref ref-type="bibr" rid="B16">16</xref>). A study comparing non-Hispanic Black and White women emphasized the complexity of the tumor microbiota (<xref ref-type="bibr" rid="B17">17</xref>). 16S ribosomal RNA (rRNA) gene amplicon sequencing was conducted on normal tissue (n&#x2009;=&#x2009;8), normal adjacent tissue (normal pairs, n&#x2009;=&#x2009;11), and breast tumors (n&#x2009;=&#x2009;64), with a total of 13 stage 1, 24 stage II, and 19 stage III and IV breast cancer tissues analyzed by 4 subtypes of luminal A, luminal B, human epidermal growth factor receptor 2 (HER2), and triple negative breast cancer (TNBC), from non-Hispanic Black and non-Hispanic White women (<xref ref-type="bibr" rid="B17">17</xref>). Results from this study showed that Proteobacteria was the most abundant phylum present within all analyzed tissues, while Firmicutes, Bacteroidetes, and Actinobacteria, were less abundant (<xref ref-type="bibr" rid="B17">17</xref>). Regarding specific stages, the family <italic>Ruminococcaceae</italic> and genus <italic>Hyphomicrobium</italic> were abundant in stage 1 breast tumors, while stage 2 breast tumors contained increased genus <italic>Sporosarcina</italic> and stage 3 and 4 breast tumors showed abundance of only genus <italic>Bosea</italic> (<xref ref-type="bibr" rid="B17">17</xref>). Tumor tissues from Black women also showed a higher abundance of the genus <italic>Ralstonia</italic> as compared to those from White women (<xref ref-type="bibr" rid="B17">17</xref>). One study of Mediterranean women identified <italic>Ralstonia</italic> as a key breast-cancer-associated bacterium (<xref ref-type="bibr" rid="B18">18</xref>). Species within <italic>Ralstonia</italic> have markedly been implicated in various diseases, including nosocomial bloodstream infection and bacteraemia (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>), highlighting this bacterial group as a potential breast cancer pathogen.</p>
<p>A key factor supporting the colonization of bacteria in the tumor microenvironment is that this microenvironment may offer essential nutrition and oxygen for bacterial survival (<xref ref-type="bibr" rid="B21">21</xref>). In this way, the tumor microenvironment can provide a niche for microbial populations, but these microbial populations may also negatively respond to the enhanced metabolic activity of host tumor cells, leading to bacterial dysbiosis in breast tissue following a breast cancer diagnosis (<xref ref-type="bibr" rid="B7">7</xref>). Moreover, the relationship between breast tissue bacteria and cancer cells may be bidirectional; dysbiosis in breast tissue appears to support tumor progression, and tumor progression also appears to negatively affect breast tissue bacteria, suggesting the need for further research to clarify the directionality of this relationship.</p>
</sec>
<sec id="s2_2">
<title>Breast tissue host-microbiome interactions in breast cancer</title>
<p>Characterization of the functional role of the local tumor microbiota in breast cancer is well underway. In the next sections we discuss host-breast tissue microbiome interactions in breast cancer. Furthering the concept of a bidirectional relationship between the host and mammary microbiome, we identified studies that highlight the microbiome&#x2019;s influence on host cell proliferation, activity, and death, host DNA damage, and host immune function. We also identified studies that emphasize the metabolic response of the microbiome to breast tumor development.</p>
</sec>
<sec id="s2_3">
<title>Breast tissue microbes and host cell proliferation, activity, and death</title>
<p>Researchers have observed that tumor tissue expresses lower basal levels of antibacterial response gene expression as compared to healthy breast tissue (<xref ref-type="bibr" rid="B22">22</xref>). However, there are a number of studies in which breast tissue microbes associate and potentially instigate changes in host cell genetic programming and cell-cycle progression, either attenuating or promoting tumor development.</p>
<p>Hassan et&#xa0;al. investigated the potential of live, heat-killed cells and the cytoplasmic fractions of <italic>Enterococcus faecalis</italic> and <italic>Staphylococcus hominis</italic> as anti-breast cancer agents (<xref ref-type="bibr" rid="B23">23</xref>). They used human breast cancer cell lines with estrogen, progesterone and glucocorticoid receptors, and non-malignant epithelial cell lines and treated the cells with varying amounts of each of the live, heat-killed microbes, and the cytoplasmic fractions of the bacteria (<xref ref-type="bibr" rid="B23">23</xref>). They evaluated cytotoxicity using the MTT assay, a colorimetric assay for assessing cell metabolic activity, morphological features of the treated cells by fluorescence microscopy, and the stage of cell cycle arrest and apoptosis by flow cytometry (<xref ref-type="bibr" rid="B23">23</xref>). Notably, the authors report that all three forms of the bacteria caused a significant decrease in cancer cell proliferation in a concentration- and time-dependent manner, with morphological features of apoptosis (cell death, cell shrinkage and membrane blebbing) observed, and little to no effect on normal cells (<xref ref-type="bibr" rid="B23">23</xref>). This suggests that these bacteria can be used as an alternative nutraceutical for breast cancer because of their non-cytotoxic effects on normal cells.</p>
<p>Esfandiary et&#xa0;al. explored the role of <italic>Lactobacilli</italic> in breast cancer, specifically in relation to that of the human Hypoxia-Inducible Factor (HIF)-1 (<xref ref-type="bibr" rid="B24">24</xref>). HIF is a major player in the body&#x2019;s response to low oxygen concentrations and regulates the expression of genes implicated in homeostasis, vascularization, anaerobic metabolism, and immunological responses; its increase is also associated with increased proliferation and more aggressive breast tumor development (<xref ref-type="bibr" rid="B24">24</xref>). The authors analyzed the expression of <italic>HIF-1&#x3b1;</italic>, <italic>SLC2A1</italic>, <italic>VHL</italic>, <italic>HSP90</italic>, <italic>XBP1</italic>, and <italic>SHARP1</italic> genes from the HIF pathway in triple-negative breast cancer line cells before and after treatment with <italic>Lactobacillus crispatus</italic> and <italic>Lactobacillus rhamnosus</italic> culture supernatants by quantitative reverse transcription polymerase chain reaction (qRT-PCR) (<xref ref-type="bibr" rid="B24">24</xref>). The <italic>Lactobacillus</italic> spp. were cytotoxic to the cancer cell line and down-regulated the expression levels of the measured genes from the HIF pathway (<xref ref-type="bibr" rid="B24">24</xref>). This analysis indicates an important interaction and communication between commensal microbiota and host pathways involved in the homeostatic regulation of human cells.</p>
<p>Conversely, other groups report that specific bacteria instigate tumor growth. In a mouse study, researchers report increasing Gal-GalNAc levels as human breast cancer progresses, and that occurrence of <italic>Fusobacterium nucleatum</italic> genomic DNA in breast cancer samples correlates with high Gal-GalNAc levels in breast cancer cells (<xref ref-type="bibr" rid="B25">25</xref>). Moreover, they demonstrate that inoculation with <italic>F. nucleatum</italic> in the breast suppresses the accumulation of tumor-infiltrating T cells and promotes tumor growth and metastatic progression, the latter two of which could be counteracted by antibiotic treatment in mice (<xref ref-type="bibr" rid="B25">25</xref>). In a large cohort study, researchers integrated 16S rRNA sequencing with host tumor expression profiles in 668 breast tumor tissues and 72 non-cancerous adjacent tissues (<xref ref-type="bibr" rid="B26">26</xref>). They observed an increase of Proteobacteria in tumor tissues, an increase of Actinobacteria in non-cancerous adjacent tissues, and, most interestingly, an association between gene set enrichment of <italic>Listeria</italic> spp. and expression profiles of host genes involved in with epithelial to mesenchymal transitions (<xref ref-type="bibr" rid="B26">26</xref>). The study also observed that <italic>H. influenza</italic> correlated with genes in the G2M checkpoint, E2F transcription, and mitotic spindle assembly pathways, while <italic>L. fleischmannii</italic> associated with genes involved in epithelial to mesenchymal transition in breast tumors (<xref ref-type="bibr" rid="B26">26</xref>)<italic>. S. pyogenes</italic> also correlated with <italic>GUSBP4</italic>, <italic>GUSBP9</italic>, and <italic>GPA2</italic> expression levels, implicating the microbe in the glucuronidation of estrogen and, indirectly, potential cell-cycle progression due to upregulation of estrogen (<xref ref-type="bibr" rid="B26">26</xref>).</p>
<p>This research suggests similar findings to the microbiome&#x2019;s influence in other facets of health. There are certain bacteria that appear pathogenic in breast cancer, supporting breast tumor growth and progression, and there are those which appear to protect against breast tumor development.</p>
</sec>
<sec id="s2_4">
<title>Breast tissue microbes and host DNA damage</title>
<p>Urbaniak et&#xa0;al. were among the first to report a distinct breast tissue microbiome and to distinguish the microbiome compositionally between healthy women and women with breast cancer (<xref ref-type="bibr" rid="B3">3</xref>). However, this study also reports the ability of mammary microbiome species, <italic>E. coli</italic> and <italic>Staphylococcus epidermidis</italic>, isolated from women with breast cancer, to induce DNA-double stranded breaks in Henrietta Lacks (HeLa) cells, alluding to another potential pathogenic mechanism (<xref ref-type="bibr" rid="B3">3</xref>). Microbial interference in host genetic material may lead to the later dysregulation of host cell cycles and, eventually, the development of breast cancer. Next we will explore the current research linking the mammary microbiome to host immune modulation.</p>
</sec>
<sec id="s2_5">
<title>Breast tissue microbes and host immune modulation</title>
<p>Importantly, the largest study to date looking at the human mammary microbiome utilized 16S rRNA gene sequencing to characterize the microbiome of human breast tissue, studying a total of 221 patients with breast cancer, 18 individuals predisposed to breast cancer, referring to individuals with a genetic predisposition <italic>via</italic> a pathogenic gene carrier, first-degree relative with breast cancer, or past personal history of breast cancer, and 69 controls (<xref ref-type="bibr" rid="B8">8</xref>). This group identified decreased alpha diversity and altered microbiota composition in tumor and high risk tissues relative to controls and adjacent normal tissues (<xref ref-type="bibr" rid="B8">8</xref>). Expanding beyond compositional analysis, this study also developed microbiome-immune networks, correlating microbial profiles with host immune cell populations of different breast tissues, e.g., from healthy women, women at high risk of breast cancer, and women with active breast cancer (<xref ref-type="bibr" rid="B8">8</xref>). They observed a more disconnected immune-microbiome network structure in tumor tissues compared to benign tissue (healthy control and high risk tissues) (<xref ref-type="bibr" rid="B8">8</xref>). They also reported that tumor-depleted taxa, <italic>Streptococcus</italic> and <italic>Propionibacterium</italic>, were positively correlated with T-cell activation-related genes (<xref ref-type="bibr" rid="B8">8</xref>). This study suggests possible tumor-suppression <italic>via</italic> immune modulation and supports analysis of the breast tissue microbiome as a biomarker of breast cancer risk. In the next section, we explore further the bidirectional relationship between host and microbes, discussing the association of breast cancer with altered microbiome metabolic capacity.</p>
</sec>
<sec id="s2_6">
<title>Metabolic alterations in the breast tissue microbiome associated with tumor development</title>
<p>Recent studies have investigated the metabolic function of the breast tissue microbiome using Phylogenetic Investigation of Communities by Reconstruction of Unobserved States (PICRUSt or PICRUSt2, most recent version) (<xref ref-type="bibr" rid="B27">27</xref>) These studies have identified a diverse array of metabolic contributions and responses of the microbiome in breast cancer. For example, one group conducted 16S rRNA sequencing on aseptically collected breast tissue from women with benign (n = 13) or malignant breast tumors (n = 15), identifying the breast tissue microbiome as distinguishable from skin or buccal cells and defining key bacterial genera, namely, <italic>Fusobacterium, Atopobium, Gluconacetobacter, Hydrogenophaga</italic> and <italic>Lactobacillus</italic>, in malignant cancerous tissue (<xref ref-type="bibr" rid="B28">28</xref>). This group also used PICRUSt to elucidate a decrease in inositol phosphate microbial metabolism in malignant cancer samples (<xref ref-type="bibr" rid="B28">28</xref>). Further, they identified a decrease in cysteine and methionine metabolism, glycosyltransferase, fatty acid biosynthesis, and C5-branched dibasic acid metabolism from the microbiome in these tissues (<xref ref-type="bibr" rid="B28">28</xref>). This is especially relevant to breast cancer as studies have identified cysteine and methionine as important and targetable players in cancer biology and glycosyltransferase gene profiles as prognostic biomarkers (<xref ref-type="bibr" rid="B29">29</xref>&#x2013;<xref ref-type="bibr" rid="B31">31</xref>).</p>
<p>One group identified functional changes in Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, also inferred by PICRUSt from 16S rRNA gene amplicon sequencing, in the breast microbiome of 22 benign and 72 malignant breast cancer patients aseptically collected using a needle biopsy (<xref ref-type="bibr" rid="B32">32</xref>). Their analysis of the breast tissue functional bacteriome in relation to breast cancer showed upregulation of glycerophospholipid biosynthesis and ribosome biosynthesis processes (<xref ref-type="bibr" rid="B32">32</xref>). Conversely, flavonoid biosynthesis decreased as breast cancer grade worsened (<xref ref-type="bibr" rid="B32">32</xref>).</p>
<p>Notably, our research group identified a unique breast tissue bacterial compositional signature in pre-diagnostic tissue (n = 15), healthy tissue collected before the women were diagnosed with breast cancer, relative to healthy controls (n = 50), normal adjacent tissue (n = 49), and tumor tissue (n = 46) (<xref ref-type="bibr" rid="B7">7</xref>). This signature was enhanced in tumor and adjacent normal tissues (n = 49 and n = 46, respectively), suggesting bacterial dysbiosis as an early event in breast tumor development (<xref ref-type="bibr" rid="B7">7</xref>). We applied PICRUSt2 on the 16S rRNA amplicon sequences from these tissues and observed significant metabolic dysregulation in tissues from women diagnosed with breast cancer (pre-diagnostic, tumor, and adjacent normal), suggesting Warburg metabolism of the microbiome and a potential response of the breast tissue microbiome to a changing microenvironment during breast tumor development (<xref ref-type="bibr" rid="B7">7</xref>). Further, integral within the host-microbiota interactions discussed previously, we conducted preliminary correlation analyses between host transcriptome profiling and the microbial taxa and functionally-annotated genes in healthy and prediagnostic tissues (<xref ref-type="bibr" rid="B7">7</xref>). We identified altered associations between the host transcriptome and mammary bacterial taxa and functional bacterial KEGG orthologs in prediagnostic tissue compared with healthy tissue (<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>Characterization of the metabolic output of the bacteriome using tools such as PICRUSt and PICRUSt2 are resourceful methods to begin establishing breast tissue host-microbiome interactions in breast cancer (<xref ref-type="bibr" rid="B27">27</xref>). This may be expanded upon in future studies using shotgun metagenomic sequencing to evaluate the genes within the tissue as compared to those that are predicted to be present. Regardless, these studies implicate microbial functional dysbiosis in breast cancer, with most recent studies suggesting a bacterial response to the changing tumor microenvironment.</p>
<p>Altogether, the current literature suggests that breast tissue microbial compositional and functional dysbiosis are associated with and may be early events of breast cancer (<xref ref-type="bibr" rid="B4">4</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B32">32</xref>). Further, certain bacterial taxa act as pathogenic (e.g. <italic>Staphylococcus epidermidis</italic>, <italic>Ralstonia</italic> spp) (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>) or probiotic organisms (e.g. <italic>Lactobacillus</italic>) in breast tumor development (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B17">17</xref>). The literature also suggests that these pathogenic or probiotic species can interact with the host in a variety of contexts; modulating the immune system to prevent tumor growth or enhancing cell-cycle progression, promoting tumor growth (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B24">24</xref>&#x2013;<xref ref-type="bibr" rid="B26">26</xref>). However, more research in these areas is necessary to corroborate these findings and identify potential bacterial species that could be used as microbial therapeutics or biomarkers for this disease. There is also much to be elucidated regarding host-microbiome interactions in the local breast tissue microenvironment that dictate breast tumor initiation. Future studies should also seek to elucidate the means by which bacteria identified in population-level studies alter or are altered by the formation of breast tumors in patients by coupling these clinical studies with translational animal models that can establish mechanisms. Additionally, it will be prudent to also consider the microbiomes of other body sites as they relate to breast cancer. The next section of this review focuses on the gut-breast cancer axis, highlighting studies key in linking the gut microbiome to breast cancer development.</p>
</sec>
<sec id="s2_7">
<title>The gut-breast cancer axis</title>
<p>Another facet of breast cancer microbiome research involves gut bacteria. The importance of this microbial consortium in human health has long since been established (<xref ref-type="bibr" rid="B33">33</xref>). In the next few sections, we outline the current perspectives surrounding the role of the gut microbiome in breast cancer, highlighting studies that characterize the gut-breast axis in both mice and humans, and the roles of gut-derived microbial metabolites and the estrobolome in breast cancer risk (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>). Though there is mounting evidence that gut bacteria can and do influence breast tumor development, which bacteria are the most influential and the mechanisms by which they promote or prevent tumor initiation are still under investigation.</p>
</sec>
<sec id="s2_8">
<title>Human studies of the gut microbiome in breast cancer</title>
<p>Clinical studies applying next-generation sequencing and other genomics strategies are key in identifying microbial candidates for translational animal models and defining associations between common risk factors of breast cancer and gut microbial dysbiosis. Luu et&#xa0;al. applied 16S rRNA sequencing together with qPCR and characterized fecal samples from breast cancer patients in various stages of the disease (<xref ref-type="bibr" rid="B34">34</xref>). They observed differences in <italic>C. coccoides, F. prausnitzii</italic>, and <italic>Blautia</italic>, short-chain fatty acid (SCFA)-producing bacteria that have been associated with beneficial health outcomes (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>), according to the clinical stages of breast cancer and the histo-prognostic grades of corresponding donors (<xref ref-type="bibr" rid="B34">34</xref>). Zhu et&#xa0;al. reported on an analysis of the gut microbiomes of 18 premenopausal breast cancer patients, 25 premenopausal healthy controls, 44 postmenopausal breast cancer patients, and 46 postmenopausal healthy controls through shotgun metagenomics (<xref ref-type="bibr" rid="B37">37</xref>). They observed higher microbial diversity within breast cancer patients and 45 differential species between postmenopausal patients and controls, e.g., 38 species, including <italic>Escherichia coli</italic>, were enriched in breast cancer patients while 7, including <italic>Eubacterium</italic> and <italic>Lactobacillus</italic> spp., were depleted (<xref ref-type="bibr" rid="B37">37</xref>). They also noted changes in the functional genetic potential within breast cancer patients typified in the enrichment of lipopolysaccharide (LPS) biosynthesis, iron complex transport system, phosphotransferase system, secretion system, and beta-oxidation genes (<xref ref-type="bibr" rid="B37">37</xref>).</p>
<p>In contrast to this study, another group observed that the Shannon diversity index of the gut microbiome was lower in women with breast cancer as compared to healthy controls (<xref ref-type="bibr" rid="B38">38</xref>). This difference may be mediated by a relative enrichment in Firmicutes, as well as a depletion in Bacteroidetes in patients diagnosed with early breast cancer compared to that of healthy women (<xref ref-type="bibr" rid="B38">38</xref>). The malignant or benign nature of breast tumors may also be interrelated with the gut microbiome, as Yang et&#xa0;al. have initially begun to explore in a 16S rRNA-sequenced gut microbiome pilot study of 83 women with invasive ductal breast carcinoma and 19 women with benign breast tumors (<xref ref-type="bibr" rid="B39">39</xref>). They observed no differences in diversity metrics between the groups but did note significant dysregulation of metabolic pathways in the malignant tumor group, identified <italic>via</italic> PICRUSt (<xref ref-type="bibr" rid="B39">39</xref>). Further, a recent study of the gut microbiome, characterized by 16S rRNA sequencing, of 26 subjects with breast cancer, 20 with benign breast lesions, and 20 matched healthy controls by Ma et&#xa0;al. reported that breast cancer patients had significantly lower alpha diversity indices, with alterations in species, such as higher levels of <italic>Porphyromonas</italic> and <italic>Peptoniphilus</italic> spp., in breast cancer patients (<xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>Observations of the naturally occurring human gut may elucidate its impact on or change following the development of breast cancer, but there are various perturbations within the gut which have also warranted investigation. For example, the type of breast tumor diagnosed can shape clinical prognosis, provide essential insight into how a patient will be impacted by breast cancer, and determine the mode of treatment (<xref ref-type="bibr" rid="B41">41</xref>). Depending on the stage of life patients experience breast cancer, the hormonal levels within the body and gut may also be variable and influence health (<xref ref-type="bibr" rid="B42">42</xref>) and microbiota statuses (<xref ref-type="bibr" rid="B43">43</xref>). Many patients also require surgical removal of tumors, which is typically accompanied by prophylactic antibiotics and/or chemotherapy, both of which can instigate and or exacerbate microbial compositional alterations (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B45">45</xref>); we explore these perturbations later in this review. In the next sections, we focus on animal model studies of the gut-breast cancer axis, wherein the mechanisms by which specific pathogenic or probiotic bacteria may influence or inhibit tumor development may be elucidated.</p>
</sec>
<sec id="s2_9">
<title>Mouse models to study gut microbes in breast cancer</title>
<p>Similar to animal and cell-based studies of the local breast tissue microbiome, animal model studies of the gut microbiota in relation to breast cancer primarily focus on specific bacterial taxa and metabolites present within the gut and how these taxa correlate with either preventive or pathogenic effects (<xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B50">50</xref>). A number of these studies highlight the immune-modulatory effects of specific bacteria (<xref ref-type="bibr" rid="B47">47</xref>&#x2013;<xref ref-type="bibr" rid="B50">50</xref>), characterizing these microbes as potential probiotics to combat breast cancer.</p>
</sec>
<sec id="s2_10">
<title>Characterizing gut pathogens in breast cancer</title>
<p>Lakritz et&#xa0;al. tested a mechanistic hypothesis of gut microbiota-modulation of distal breast cancer using <italic>Helicobacter hepaticus</italic>, a known pathogen (<xref ref-type="bibr" rid="B51">51</xref>), in a microbial infection animal model (<xref ref-type="bibr" rid="B46">46</xref>). Following orogastric infection of mice with <italic>Helicobacter hepaticus</italic>, researchers observed subsequent infiltration of myeloperoxidase-positive neutrophils in the mammary tissue and tumorigenesis (<xref ref-type="bibr" rid="B46">46</xref>). Tumorigenesis was inhibited by the depletion of these neutrophils, alluding to the important role of intestinal microbial balance in distal tumor development and the cancer promoting inflammatory response (<xref ref-type="bibr" rid="B46">46</xref>).</p>
</sec>
<sec id="s2_11">
<title>Probiotic gut microbes protect against breast tumor progression</title>
<p>Conversely, certain probiotic bacteria, such as <italic>Lactobacillus</italic> spp., have been heavily studied in mouse models and the immunomodulatory capabilities of these species further elucidated in breast cancer. One study used FVB strain erbB2 (HER2) mutant mice with genetic prepositions to mammary tumors and found that when supplied with <italic>Lactobacillus reuteri</italic> to the gut, the mouse immune system triggered CD4<sup>+</sup>CD45RBloCD25<sup>+</sup> lymphocyte (Treg cells) protective mechanisms to inhibit cancer progression (<xref ref-type="bibr" rid="B47">47</xref>).</p>
<p>Further, oral administration of <italic>L. acidophilus</italic> to Balb/C female mice was found to induce a decrease in breast tumor growth patterns and altered production of interferon (IFN)-&#x3b3;, interleukin (IL)-4, transforming growth factor (TGF)-&#x3b2;, and lymphocyte proliferation, favoring antitumor immunity and reducing tumor growth (<xref ref-type="bibr" rid="B52">52</xref>). Dallal et&#xa0;al. studied the effects of oral administration of <italic>L. casei</italic> on natural killer cell cytotoxicity and production of cytokines in the spleen cell culture of BALB/c mice with concurrent invasive ductal carcinoma (n = 30 female in-bred BALB/c mice, divided into two groups of test and control each containing 15 mice) (<xref ref-type="bibr" rid="B48">48</xref>). Their results showed that oral administration of <italic>L. casei</italic> increased the production of IL-12 and IFN-&#x3b3;, increased natural killer cell cytotoxicity in spleen cell culture, prolonged survival, and decreased the growth rate of tumors in the test mice (<xref ref-type="bibr" rid="B48">48</xref>). Building upon this, Yazdi et&#xa0;al. reported that <italic>Lactobacillus brevis</italic> treatment is more effective when the bacteria is combined with biogenic immunomodulating selenium nanoparticles (SeNPs) (n = 60 female inbred BALB/c mice, divided into 4 groups&#x2013;either given oral PBS daily and injected by this buffer after tumor induction (control), given 100 &#x3bc;g/day of SeNPs as an oral supplement for 30 days, given no supplementation of SeNPs and injected with 4T1 cell crude antigens, or supplemented 100 &#x3bc;g/day SeNPs for 30 days and simultaneously injected with the crude antigens&#x2013;and each n = 15 mice) (<xref ref-type="bibr" rid="B49">49</xref>). The authors identified increased levels of IFN-&#x3b3;, IL-17, natural killer cytotoxicity, extended life span, and decrease in the tumor metastasis to the liver in SeNP-enriched <italic>L. brevis</italic> administered mice as compared to control mice or mice given <italic>L. brevis</italic> alone (<xref ref-type="bibr" rid="B49">49</xref>). This is most likely mediated by the SeNPs&#x2019; ability to directly interact with innate immune cells such as dendritic cells, macrophages, and natural killer cells and regulate innate immunity (<xref ref-type="bibr" rid="B53">53</xref>). Finally, one study focused on the antitumor effects of <italic>Lactobacillus</italic> by studying immune cells in mammary glands and the cytokine concentration in serum of mice fed with milk fermented by <italic>Lactobacillus helveticus</italic> (<xref ref-type="bibr" rid="B50">50</xref>). The mice were fed for 7 days prior to being injected or not with breast tumor cells, and then fed milk 4 days following injection (<xref ref-type="bibr" rid="B50">50</xref>). The researchers measured immunoglobulin (Ig) A, CD4, CD8, cytokines and Bcl-2 positive cells in mammary glands, and cytokines in serum (<xref ref-type="bibr" rid="B50">50</xref>). They found that mice fed with <italic>L. helveticus</italic> R389 fermented milk had a modulated immune response, including increased IgA and CD4 positive cells in mammary glands, increased anti-inflammatory IL-10, and decreased inflammatory IL-6 (associated with poor breast cancer prognostic outcomes), indicating that <italic>L. helveticus</italic> has a regulatory role in the breast tissue environment (<xref ref-type="bibr" rid="B50">50</xref>). The authors concluded that milk fermented by <italic>L. helveticus</italic> R389 could be used as an oral immune adjuvant to protect against mammary gland pathologies such as cancer (<xref ref-type="bibr" rid="B50">50</xref>). This study alludes to the use of dietary interventions, which may alter the gut microbiome composition and influence protection from or progression of breast tumors.</p>
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<sec id="s2_12">
<title>Dietary influences on the gut-breast cancer axis</title>
<p>Murine models can also be used to incorporate a carefully controlled diet to assess its role in the gut-breast cancer axis. Ma et&#xa0;al. studied the effect of the combination of berberine, a chemical found in plants such as grapes, turmeric, and goldthread, and exercise as an anti-tumor treatment in mice (<xref ref-type="bibr" rid="B54">54</xref>). Together with a significantly slowed progression of breast cancer in 4T1 tumor-bearing mice, they observed significantly increased levels of SCFAs, microbial-derived metabolites, in mouse gastrointestinal tracts, which may influence general inflammation (<xref ref-type="bibr" rid="B54">54</xref>).</p>
<p>Lakritz et&#xa0;al. used two different mouse models to analyze the development of mammary cancer when eating a Westernized diet as compared to a genetic predilection to breast cancer, with the additional variable of <italic>Lactobacillus</italic> supplementation (<xref ref-type="bibr" rid="B47">47</xref>). Mammary carcinogenesis was inhibited by routine exposure to <italic>Lactobacillus reuteri</italic> ATCC-PTA-6475 in drinking water in the Westernized diet model (<xref ref-type="bibr" rid="B47">47</xref>). The second model (FVB strain erbB2 (HER2) mutant mice, genetically susceptible to mammary tumors fed regular chow) showed that oral supplementation with <italic>L. reuteri</italic> was also sufficient to inhibit features of mammary neoplasia (<xref ref-type="bibr" rid="B47">47</xref>). Specifically in relation to the development of a breast tumor itself, researchers determined the protective mechanism to be microbially-triggered CD4<sup>+</sup>CD25<sup>+</sup> lymphocytes; the transplantation of these cells to other murine subjects generated similar results for the inhibition of mammary neoplasia and tumors (<xref ref-type="bibr" rid="B47">47</xref>). Finally, Zamberi et&#xa0;al. studied the effects of kefir, a cultured product containing probiotics, made from kefir grains cultured in Malaysia as an anti-inflammatory, immunomodulatory, and anticancer treatment (<xref ref-type="bibr" rid="B55">55</xref>). They first treated 4T1 cancer cells with kefir water <italic>in vitro</italic> to assess its effects; they then injected BALB/c mice with the cancer cells and treated them orally with kefir water for 28 days (<xref ref-type="bibr" rid="B55">55</xref>). Remarkably, the kefir water was cytotoxic toward the cancer cells at half-maximal inhibitory concentration of 12.5 and 8.33 mg/mL and a reduction in tumor size, reduction in weight, and a substantial increase in helper T cells and cytotoxic T cells were observed in the kefir water-treated group (<xref ref-type="bibr" rid="B55">55</xref>)</p>
<p>The animal studies described above highlight probiotic and diet-induced host immune responses, which are key in combating and preventing breast tumor growth and proliferation. These represent critical pathways to explore further in clinical trials of the microbiome and breast cancer.</p>
</sec>
<sec id="s2_13">
<title>Pending clinical trials in the gut-breast cancer axis</title>
<p>A significant step forward in gut microbiome-breast cancer studies in humans is the establishment of clinical trials to assess whether the modulatory effects of certain taxa discussed in the previous sections can influence breast cancer development/progression. Recent studies include one by the Mayo Clinic in Jacksonville, Florida (recently completed in March 2023, results pending), evaluating whether engineering the gut microbiome <italic>via</italic> probiotics, and thereby facilitating a diverse microbiota population, might shape the immune system&#x2019;s reaction to operable stage I-III breast or lung cancers (<xref ref-type="bibr" rid="B56">56</xref>). Another prospective study is still underway by Hackensack Meridian Health, Yale University, and Georgetown University (<xref ref-type="bibr" rid="B57">57</xref>). This is a study of newly diagnosed triple negative breast cancer patients undergoing neoadjuvant chemotherapy (<xref ref-type="bibr" rid="B57">57</xref>). Researchers are aiming to correlate gut and intratumoral microbiome composition and anti-tumor immune responses (<xref ref-type="bibr" rid="B57">57</xref>). Finally, clinical trials testing whether probiotics, containing bacteria such as <italic>Lactobacillus</italic>, will beneficially affect the immune system during the course of breast cancer have been carried out (<xref ref-type="bibr" rid="B58">58</xref>, <xref ref-type="bibr" rid="B59">59</xref>), with pending results. It is exciting that research connecting current translational mouse model studies with human cohort studies is already underway. In the next section, we will discuss additional pathways within the gut-breast cancer axis, the relationship of gut microbial metabolites with breast tumor development and the estrobolome&#x2019;s influence on breast cancer. Both pathways are relatively underexplored, highlighting additional research areas within this field that may yield key insights in breast cancer development and progression.</p>
</sec>
<sec id="s2_14">
<title>Gut microbial metabolites in breast tumor development</title>
<p>The gut microbiome is responsible for numerous metabolites utilized by our host cells as energy sources and immune-modulators. Literature suggests bacterial metabolites, such as bile acids, SCFAs, and cadaverine, as influential in inhibiting breast tumor development and progression.</p>
<p>Studies report the association of lithocholic acid (a bacterial derived bile acid) with <italic>Clostridiales</italic> spp. and its ability to reduce breast cancer proliferation and vascular endothelial growth factors (<xref ref-type="bibr" rid="B60">60</xref>&#x2013;<xref ref-type="bibr" rid="B63">63</xref>). SCFA receptors are also reported to inhibit invasive phenotypes in breast cancer cells <italic>via</italic> the activation of cognate receptors (<xref ref-type="bibr" rid="B64">64</xref>). Sodium butyrate in particular facilitates histone deacetylase inhibition, modulation of glycolytic pathways, pyruvate kinase, lactate dehydrogenase, oxygen-consuming activity, and apoptosis in breast cancer cells through reactive oxygen species (ROS) formation and mitochondrial impairment (<xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B66">66</xref>). Similarly, researchers report that SCFA-producing <italic>E. coli</italic> strains, namely KUB-36 which is a non-exotoxin producer, exhibit simultaneous cytotoxic and anti-inflammatory effects on cancer cells (<xref ref-type="bibr" rid="B67">67</xref>).</p>
<p>Indolepropionic acid (IPA) exhibits cytostatic properties and selectively targets breast cancer cells while having no effect on non-transformed, primary fibroblasts (<xref ref-type="bibr" rid="B68">68</xref>). IPA reduced the proportion, proliferation, and metastasis of cancer cells by inducing epithelial-to-mesenchymal transition and oxidative stress and facilitated anti-tumor immune activity (<xref ref-type="bibr" rid="B68">68</xref>). Akin to the mechanism of IPA, bacteria use diamines, in this case, cadaverine, to buffer the pH of their environment, and cadaverine has been seen to reverse endothelial-to-mesenchymal transition and inhibit cellular movement and invasion in breast cancer cell lines (<xref ref-type="bibr" rid="B63">63</xref>).</p>
<p>Altogether, these bacterial metabolites may play early and continuous regulatory roles in the progression of breast tumors. Yet, the origin of many of these metabolites have yet to be fully described or mechanistically interrogated due to the inherently complex interactions between members of the gut microbiota and between the microbiota and human body. Regardless, they represent a key mechanistic connection between the gut microbiome and breast cancer, which should be expanded on in further research.</p>
</sec>
<sec id="s2_15">
<title>The estrobolome, estrogen, and breast cancer</title>
<p>One final area to be discussed in relation to the gut-breast cancer axis is the gut estrobolome and its potential influence on estrogen regulation as it relates to breast cancer. The functional gut estrobolome is defined as a collection of bacterial genes encoding enzymes essential in estrogen metabolism, which aids in modulating the enterohepatic circulation of estrogens (<xref ref-type="bibr" rid="B43">43</xref>). Endogenous estrogens are critically related to the risk of breast cancer in postmenopausal women (<xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B70">70</xref>). The hormone receptor&#x2013;positive (HR+)/HER2&#x2013;negative subtype is also the most common subtype of breast cancer found in post-menopausal women (<xref ref-type="bibr" rid="B71">71</xref>, <xref ref-type="bibr" rid="B72">72</xref>). The activation of estrogen receptors in breast tissues often causes an increase of cells entering the G0 and G1 phases and cell proliferation that is commonly seen in breast cancer patients (<xref ref-type="bibr" rid="B73">73</xref>). Thus, in connection with the alterations in bacterial populations seen within breast cancer, host hormonal metabolism changes seen during breast cancer may be due to the shifts in host gut estrobolome diversity and abundance, affecting overall levels of endogenous estrogen (<xref ref-type="bibr" rid="B74">74</xref>, <xref ref-type="bibr" rid="B75">75</xref>).</p>
<p>The estrobolome is able to regulate endogenous estrogen through many pathways. One possible pathway is through the abundance modulation of bacterial species that produce &#x3b2;-glucuronidases (GUS) and &#x3b2;-glucuronides (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B76">76</xref>). Ervin et&#xa0;al. conducted an <italic>in vitro</italic> study of gut microbial GUS enzymes and found that GUS can reactivate the inactivated estrogen form of estrone-3-glucuronide and estradiol-17-glucuronide to estrone and estradiol (<xref ref-type="bibr" rid="B77">77</xref>). The menopause-associated estrobolome dysbiosis in favor of bacterial species that produced GUS likely contributes to a higher estrogen load on the host and, thus, a greater risk for carcinogenesis (<xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B70">70</xref>, <xref ref-type="bibr" rid="B77">77</xref>). The estrobolome may also synthesize estrogen-like compounds through the breakdown of normally indigestible dietary fibers and polyphenols that exhibit varied estrogenic potency, contributing to the host&#x2019;s estrogen load and breast cancer carcinogenesis to varying degrees (<xref ref-type="bibr" rid="B75">75</xref>). Little research relating the estrobolome to breast cancer has been conducted and this represents an area of research within the gut-breast cancer axis that begs further exploration. As risk factors such as age at menopause and obesity are closely linked to estrogenic shifts and the gut microbiome, our next section highlights the potential role of the microbiome as a mediator between these risk factors in breast cancer.</p>
</sec>
</sec>
<sec id="s3">
<title>The influence of breast cancer risk factors and therapeutic exposures on the microbiome</title>
<p>Breast cancer is a multifactorial disease, influenced by many environmental and genetic risk factors (<xref ref-type="bibr" rid="B78">78</xref>). Significant research has been conducted on the effects of therapeutic exposures, such as prophylactic antibiotics and chemotherapies, on the microbiome in relation to breast cancer. Since the microbiome represents a key component of the tumor microenvironment as well as a potential causal influence on breast tumor development and progression, assessment of this microbial consortia in cancer therapeutic strategies is critical to holistically treat patients with this disease.</p>
<sec id="s3_1">
<title>Breast cancer clinical risk factors: age, menopause, and obesity, and the microbiome</title>
<p>Studies have shown that later age at menopause is significant in the development of breast cancer (<xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B80">80</xref>). Intricately linked with this connection is age; it is an important factor in extreme variability and phylum proportions in the gut microbiome, potentially due to factors such as lowered nutrition availability to the gut (<xref ref-type="bibr" rid="B80">80</xref>&#x2013;<xref ref-type="bibr" rid="B82">82</xref>). Goedert et&#xa0;al. observed decreased diversity at the community level of the gut microbiome using 16S rRNA sequencing data of microbial DNA present in the fecal samples of 48 postmenopausal breast cancer patients as compared to 48 control patients (<xref ref-type="bibr" rid="B83">83</xref>). This decrease in diversity was independent of total estrogens, which correlated with &#x3b1;-diversity in control patients (Spearman Rho = 0.37, P = 0.009) but not case patients (Spearman Rho = 0.04, P = 0.77) (<xref ref-type="bibr" rid="B83">83</xref>). For premenopausal women, one research group notes a reduction in gut microbiome &#x3b1;-diversity and alterations in &#x3b2;-diversity in breast cancer patients (<xref ref-type="bibr" rid="B80">80</xref>). The study reports 14 microbial markers identified in the different menopausal statuses of breast cancer, including <italic>Bacteroides fragilis</italic> in young women of premenopausal statuses and <italic>Klebsiella pneumoniae</italic> in older women of postmenopausal statuses (<xref ref-type="bibr" rid="B80">80</xref>). Zhu et&#xa0;al. studied 18 premenopausal breast cancer patients, 25 premenopausal healthy controls, 44 postmenopausal breast cancer patients, and 46 postmenopausal healthy controls: they found that the relative abundance of 45 species differed between postmenopausal patients and postmenopausal controls: 38 species were enriched in postmenopausal patients including a number of gram-negative species, and 7 species were less abundant in postmenopausal patients, including gram-positive <italic>Eubacterium eligens</italic> and <italic>Lactobacillus vaginalis</italic> (<xref ref-type="bibr" rid="B37">37</xref>).</p>
<p>Obesity, which involves low-grade inflammation related to gut dysbiosis, is another factor implicated within the development of breast cancer (<xref ref-type="bibr" rid="B84">84</xref>, <xref ref-type="bibr" rid="B85">85</xref>). A systematic review of 12,496 studies up until August 2019 revealed that obese individuals have a greater Firmicutes/Bacteroidetes ratio, as well as less Verrucomicrobia (<italic>Akkermansia muciniphila</italic>), <italic>Faecalibacterium prausnitzii</italic>, <italic>Bacteroidetes</italic>, <italic>Methanobrevibacter smithii</italic>, and <italic>Lactobacillus plantarum</italic> and <italic>paracasei</italic> (<xref ref-type="bibr" rid="B86">86</xref>). They concluded that individuals with obesity showed gut microbiota profiles different from lean individuals (<xref ref-type="bibr" rid="B86">86</xref>). Houssain et&#xa0;al. conducted a metagenomic study of a syngeneic mouse model of triple-negative breast cancer (<xref ref-type="bibr" rid="B87">87</xref>). They found that obesity significantly lowers the alpha diversity of the gut microbiome in this mouse model and that tumor progression was significantly accelerated in obese mice compared to controls, suggesting a relationship between obesity-associated gut dysbiosis and breast cancer progression (<xref ref-type="bibr" rid="B87">87</xref>). However, more comprehensive studies are needed to establish a mechanistic relationship between breast cancer and obesity itself.</p>
<p>The risk factors of later age at menopause and obesity clearly affect the human microbiome, but the nuances of these effects need clarification through larger and more technologically extensive studies. Further, it is not yet clear the effects of these risk factors on the local breast tissue microbiome. The presence of certain microbiota alter health outcomes, but their utilization of available resources, metabolic output, and interaction with host cells and other bacterial organisms may provide insight into their role in breast cancer development. Thus, studies exploring the effect of co-morbidities upon differences in microbiota presence, their function, and metabolic output, in combination with breast cancer diagnoses and outcomes, will be essential in the progression and expansion of the field as a whole.</p>
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<sec id="s3_2">
<title>Antibiotic-induced differences in the microbiome of breast cancer patients</title>
<p>Antibiotics may positively or negatively alter the gut microbiome composition in breast cancer patients (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B88">88</xref>, <xref ref-type="bibr" rid="B89">89</xref>). Prophylactic antibiotics are often prescribed for breast-cancer associated surgeries (<xref ref-type="bibr" rid="B90">90</xref>). But population-based analyses of antibiotic usage in female breast cancer patients report modest positive associations between antibiotic usage and breast cancer development (<xref ref-type="bibr" rid="B90">90</xref>, <xref ref-type="bibr" rid="B91">91</xref>). These antibiotics are orally administered and have the potential to directly affect the bacterial populations within the body, which then may affect bacterial modulation of immune and tumor cell development and subsequent cancer treatments (<xref ref-type="bibr" rid="B91">91</xref>, <xref ref-type="bibr" rid="B92">92</xref>).</p>
<p>Antibiotic-treated mice injected with tumor cells are also reported to respond poorly to CpG-oligonucleotide treatment and chemotherapy: such mice lack a balanced commensal gut microbiome, have depleted myeloid cell counts, and are less responsive to oxaliplatin, a chemotherapeutic, for tumor regression (<xref ref-type="bibr" rid="B45">45</xref>). Notably, McKee et&#xa0;al. report that antibiotic-induced microbiota disturbances promote tumor growth in several breast cancer models, that increased tumor volume positively correlates with stromal mast cell density, and that supplementation with <italic>Faecalibacterium rodentium</italic> restores tumor growth to normal (<xref ref-type="bibr" rid="B93">93</xref>).</p>
<p>An interesting study by Rosean et&#xa0;al. tested how pre-cancer development of dysbiosis within the gut microbiome affects breast cancer (<xref ref-type="bibr" rid="B6">6</xref>). They found that the pre-established disruption of commensal microbiota homeostasis <italic>via</italic> antibiotic gavage (confirmed using 16S rRNA sequencing) resulted in enhanced circulating tumor cells, increased fibrosis and collagen deposition both systemically and locally within the tumor microenvironment, and significant myeloid infiltration into the mammary gland and breast tumor (<xref ref-type="bibr" rid="B6">6</xref>).</p>
<p>Interestingly, antibiotic exposure contributes to gut dysbiosis, which is reported to enhance tumor progression and worsen patient responses to cancer therapeutics. Further, per the study by Rosean et. al., antibiotic induced gut dysbiosis may be key in initiation of breast cancer (<xref ref-type="bibr" rid="B6">6</xref>). Though prophylactic antibiotics are often necessary prior to surgery, these studies emphasize the need to approach antibiotic exposure as it relates to breast cancer with caution. In the next section, we will discuss the microbiome in cancer therapies, highlighting a fragile relationship between our microbiome and our body&#x2019;s response to cancer therapeutics.</p>
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<sec id="s3_3">
<title>Breast cancer chemotherapy and modulation of the microbiome</title>
<p>The microbiome of cancer patients is also affected by chemotherapeutics. A recent study of shotgun metagenomic sequencing of 121 stool samples from 76 breast cancer patients (n = 45 for samples prior to and post-chemotherapy) by Terrisse et&#xa0;al. found that an overabundance of microbiota commensals may negatively influence the outcome and side effects of breast cancer treatments and validated these findings in murine models of breast cancer (<xref ref-type="bibr" rid="B94">94</xref>). Similarly, Aarnoutse et&#xa0;al. recently observed changes within the intestinal microbiota composition of 16S rRNA-sequenced stool samples from 44 patients undergoing chemotherapy, with the abundance of Proteobacteria, unclassified Enterobacterales, <italic>Lactobacillus</italic>, Ruminococcaceae NK4A214 group, Marvinbryantia, Christensenellaceae R7 group, and Ruminococcaceae UCG-005 changing significantly over time and decreased species richness when patients were affected with diarrhea (<xref ref-type="bibr" rid="B95">95</xref>). Moreover, in a 4T1 mammary carcinoma experimental mouse model and using 16S rRNA sequencing, researchers were able to investigate the effects of Vismodegib treatment on the gut microbiota (<xref ref-type="bibr" rid="B96">96</xref>). The researchers observed remodeling of the gut microbiota and an increase in proliferative CD8+ T cells in the colonic immune network (<xref ref-type="bibr" rid="B96">96</xref>).</p>
<p>In some cases, chemotherapies have been reported to instigate tumor-progressing microbiota, while in others, probiotic microbes can enhance tumor-targeting immune responses. Chiba et&#xa0;al. evaluated the effect of neoadjuvant chemotherapy on the human tumor microbiome (<xref ref-type="bibr" rid="B97">97</xref>). They used snap-frozen aseptically collected breast tumor tissue from women who underwent neoadjuvant chemotherapy (n = 15) or women with no prior therapy at the time of surgery (n = 18) and performed 16S rRNA sequencing to identify tumor bacterial populations (confirmed with staining of breast tumor microarrays) (<xref ref-type="bibr" rid="B97">97</xref>). They found that chemotherapy administration increased <italic>Pseudomonas</italic> spp. in breast tumors (<xref ref-type="bibr" rid="B97">97</xref>). Further, in patients that experience metastases, breast tumors showed increased <italic>Brevundimonas</italic> and <italic>Staphylococcus</italic> (<xref ref-type="bibr" rid="B97">97</xref>). Finally, they display the direct tumor modulating ability of bacteria <italic>via</italic> inoculation of tumor cells with <italic>Pseudomonas aeruginosa</italic> supplemented media and show how this bacterium can modulate doxorubicin (Dox) (chemotherapeutic)-mediated cell death, either enhancing or inhibiting the drug&#x2019;s effect based upon the cell line under study (<xref ref-type="bibr" rid="B97">97</xref>). Metabolites that had consistent effects included LPS, which stimulated cancer cell proliferation, and pyocyanin (a <italic>P. aeruginosa</italic>-derived metabolite), which potentiated Dox effects and cancer cell death (<xref ref-type="bibr" rid="B97">97</xref>). Viaud et&#xa0;al. demonstrated that cyclophosphamide, a class of medications called alkylating agents that slows or stops the growth of cancer cells and suppresses the immune system, alters small intestine microbiota composition in mice, and induces the translocation of specific Gram-positive bacteria into secondary lymphoid organs (<xref ref-type="bibr" rid="B98">98</xref>). These bacteria then stimulate the generation of a specific subset of &#x201c;pathogenic&#x201d; T helper 17 (pTH17) cells and memory TH1 immune responses, thereby augmenting anti-tumor activity (<xref ref-type="bibr" rid="B98">98</xref>). Although antibiotics could disrupt the effectiveness of cyclophosphamide, its efficacy could be restored by <italic>Enterococcus hirae</italic> and <italic>Barnesiella intestinihominis</italic> (<xref ref-type="bibr" rid="B98">98</xref>).</p>
<p>Finally, Bawaneh et&#xa0;al. recently performed a similar analysis utilizing Dox, an anthracycline treatment that interrupts cancer cell growth by blocking topoisomerase 2, in female BALB/c mice (n = 115) injected with 4T1 cancer cells (<xref ref-type="bibr" rid="B99">99</xref>). The researchers treated these mice with Dox in combination with antibiotics, diet-derived fecal microbiota transplantation (FMT), and/or exogenous LPS (these groups were then stratified into Dox responders or Dox nonresponders) (<xref ref-type="bibr" rid="B99">99</xref>). One of the most notable results from this experiment was that Dox responders and groups treated with antibiotics in addition to Dox displayed reduced tumor weight and metastatic burden (<xref ref-type="bibr" rid="B99">99</xref>). Further, the researchers found that Dox was associated with increased <italic>Akkermansia muciniphila</italic> (<xref ref-type="bibr" rid="B99">99</xref>), a well-studied mucin-degrading bacterium that has been inversely associated with many adverse health outcomes (<xref ref-type="bibr" rid="B100">100</xref>). In contrast, when mice were treated with Dox in combination with a high-fat diet-derived FMT, tumor growth continued and Dox was not as effective (<xref ref-type="bibr" rid="B99">99</xref>). The researchers found that these reduced Dox effects were interrelated with microbial components of both the gut and plasma through the increase in LPS (<xref ref-type="bibr" rid="B99">99</xref>). When LPS was injected in its exogenous form, this was followed by intestinal inflammation, reduced Dox responsiveness, and increased lung metastasis in Dox nonresponding mice and those that were treated with Dox and an FMT (<xref ref-type="bibr" rid="B99">99</xref>).</p>
<p>These studies highlight, again, opposing effects of specific bacteria in breast tumor progression and the potential to target specific microbes as breast cancer therapeutics. Further, it is clear that microbiome interaction with host immune functions is critical to the host&#x2019;s response to chemotherapeutics. In the future, it will be critical to conduct clinical trials that assess the effect of breast-cancer probiotic microbes before and after chemotherapy. These studies should prepare to analyze host immunological responses following probiotic treatment to further elucidate if the microbiome mediates tumor-targeting immunity when undergoing chemotherapy.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>In this review, we outline studies analyzing the breast and gut microbiomes in breast cancer initiation and progression, and during chemotherapy. From the literature, we identified the following major conclusions, (I) There are unique breast and gut microbial signatures (both compositional and functional) that are associated with breast cancer, (II) breast and gut microbiome compositional and breast functional dysbiosis represent potential early events of breast tumor development, (III) specific breast and gut microbes confer host immune responses that can combat breast tumor development and progression, and (IV) chemotherapies alter the microbiome and thus maintenance of a eubiotic microbiome may be key in breast cancer treatment (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The role of the breast and gut microbiomes in breast cancer development. Created with <uri xlink:href="https://www.Biorender.com">BioRender.com</uri>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1198259-g001.tif"/>
</fig>
<p>The current research suggests an intricate, bidirectional relationship between the gut and breast microbiomes and breast cancer development. Based on our assessment of the current literature, there is evidence that the breast tissue and gut microbiome composition is altered following breast cancer diagnosis (<xref ref-type="bibr" rid="B4">4</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B61">61</xref>). However, recent work suggests a progression toward enhanced dysbiosis as the breast tumor tissue progresses from early stages, prior to diagnosis, through later stages of breast cancer (<xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B17">17</xref>) <bold>(</bold>
<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). These compositional shifts are also accompanied by changes in the metabolic output of the microbiome (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B39">39</xref>). Metabolic dysregulation may be a by-product of compositional dysbiosis, due to the loss of specific bacterial taxa. However, it also suggests the microbiome is in functional disarray due to the changing microenvironment, which along with histological and transcriptomic abnormalities present in pre-diagnostic tissue (<xref ref-type="bibr" rid="B101">101</xref>), may be another early event of breast tumor initiation. For example, Marino et&#xa0;al. used microdissection and whole-transcriptome profiling of human breast epithelium prior to and post tumor diagnosis and revealed significant upregulation of genes involved in lipid metabolism, including fatty acid uptake/transport, lipolysis, and lipid peroxidation, which may create a more favorable environment for cancer cell transformation, proliferation, and survival (<xref ref-type="bibr" rid="B101">101</xref>). Our recent manuscript characterized the microbiome of pre-diagnostic tissue from some of the same women, highlighting a decreased abundance of microbial lipid metabolism genes, suggesting a response of the microbiome to the changing tumor microenvironment (<xref ref-type="bibr" rid="B7">7</xref>). A holistic understanding of the key events that establish and progress breast cancer will be important for the development of cancer therapeutics. However these works also highlight the potential to use bacteria and bacterial metabolites as biomarkers for this disease. Notably, the current work on the pre-diagnostic microbiome is specific to the local breast tissue bacteria (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). It will be critical in future studies to include the breast and gut microbiomes in analyses of the breast tumor microenvironment before and during tumor initiation. This should involve multi-omic strategies within pre-diagnostic tissues, and translational animal models, wherein the microbiome is disrupted prior to breast tumor initiation.</p>
<p>We also determined through this literature review that specific bacterial taxa in the breast and gut are reported as pathogenic, enhancing tumor progression (e.g. <italic>Ralstonia</italic> spp., <italic>Streptococcus epidermidis</italic>), or probiotic, stalling tumor progression (e.g. <italic>Lactobacillus</italic> spp.<italic>, Corynebacterium</italic> spp.) (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>). Additionally, though the local and gut microbiomes interact with the host in a variety of ways, the current literature suggests that host immune-modulation is the most influential pathway by which microbes influence breast tumor progression or inhibition (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B49">49</xref>). The majority of studies where immune factors have been assessed involve the gut microbiome (<xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B49">49</xref>), and thus there is a need to expand breast tissue microbiome studies to include host immune characteristics. Reported evidence that specific microbial taxa can be both pathogenic and probiotic in breast cancer is also highly related to the immune response elicited by the host (<xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B49">49</xref>). Specific taxa are pathogenic and instigate a response that can progress tumor development, while others act as probiotics, supporting regulatory or anti-inflammatory immune responses that slow or even stall tumor progression (<xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B49">49</xref>). These findings are mirrored in studies of chemotherapeutics that include analysis of the microbiome, suggesting that specific taxa are not only pathogenic, supporting cancer progression, but they also may stall treatment of breast cancer (<xref ref-type="bibr" rid="B98">98</xref>&#x2013;<xref ref-type="bibr" rid="B100">100</xref>). Consequently, future studies analyzing host-microbiome interactions in breast cancer should focus on host immune markers among pre-diagnostic and post-diagnostic cases, which could be further divided into chemo-treated and untreated groups.</p>
<p>Aside from these avenues for further research in this field, we also note that there are highly underexplored research areas that will help bridge our understanding of host-microbiome interactions in breast cancer. Firstly, the role of the estrobolome in breast cancer has not been clearly elucidated. This will require multi-omics strategies and, potentially, a targeted or hypothesis driven approach and re-exploration of functional metagenomic data from the breast and/or gut microbiomes. Further, metabolomics is a natural addition to dietary intervention studies in breast cancer. Targeted and untargeted metabolomics in conjunction with microbiome and host-genome/transcriptome sequencing will be key in establishing additional mechanistic links between the local and gut microbiomes and breast tumor development. Lastly, analysis of breast cancer subtypes, stages, and effects on the microbiome stimulated by factors such as obesity, menopause, and age, should be further explored. This will require large cohort studies where appropriate statistical power can be maintained even after establishment of sub-groups.</p>
<p>Altogether, the current literature highlights the potential to identify probiotic bacterial taxa that could be used as breast cancer therapeutics or shifts in bacterial abundances that could be used as biomarkers of breast cancer. It is evident that certain bacteria within the gut and breast microbiomes do play roles in cancer pathogenicity, while others serve as probiotics, supporting host health and protecting against breast cancer. However, it is equally apparent, based on the current literature, that both of these bacterial consortia may be responding to breast cancer. The relationship between host and microbiome in breast cancer is bidirectional, but clarification of the bacterial taxa that fall into these two categories is necessary to develop microbe-based treatment strategies and clarify how response of the microbiome to cancer and cancer therapeutics might inhibit cancer treatment.</p>
<sec id="s4_1">
<title>The future of the microbiome in breast cancer prevention and treatment</title>
<p>As we look toward future perspectives on the utilization of microbiome discoveries for the prevention and therapeutic treatment of breast cancer, the outlook for microbe-based therapeutic strategies to prevent or treat breast cancer is promising. Analysis of the breast tissue microbiome offers potential for predictive biomarkers, but more research is needed to determine how this microbial consortium is seeded and maintained before modulation of this microbiome can be applied as a breast cancer treatment. Alteration of the gut microbiota, however, shows promise for microbiota modulation in relation to breast cancer. Probiotic and prebiotic supplementation methods are attractive prospects, particularly as these supplementations are shown to induce immune modulations that protect against breast tumor development (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B52">52</xref>). However, the persistent presence of these supplemented bacteria has not been demonstrated (<xref ref-type="bibr" rid="B102">102</xref>). Future clinical trials (discussed in this review) will be key in clarifying the effects of beneficial bacterial species in the prevention and treatment of breast cancer (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B57">57</xref>). However, the wholesale transfer of a eubiotic microbiota <italic>via</italic> fecal microbiota transplant (FMT) from healthy individuals to those at high risk of developing, or those that have developed, cancer represents another avenue to harness the gut microbiome as a breast cancer therapeutic (<xref ref-type="bibr" rid="B103">103</xref>&#x2013;<xref ref-type="bibr" rid="B105">105</xref>).</p>
<p>FMT has most successfully been applied in humans for the treatment of <italic>Clostridium difficile</italic> infections following the treatment of antibiotics (<xref ref-type="bibr" rid="B106">106</xref>). It has also been demonstrated as an effective cancer treatment in preliminary studies, particularly in colon cancer and potentially in melanoma skin cancers (<xref ref-type="bibr" rid="B103">103</xref>, <xref ref-type="bibr" rid="B107">107</xref>, <xref ref-type="bibr" rid="B108">108</xref>). Further, recent work presented at the American Society of Clinical Oncology highlights the use of FMTs from healthy individuals to patients receiving immune checkpoint inhibitors and who had subsequently developed colitis to improve clinical phenotypes (<xref ref-type="bibr" rid="B109">109</xref>). This highlights the close interplay of the immune system with the microbiota, an avenue we note in this review as key to explore in future studies. For breast cancer specifically, one mouse-model study suggests FMT from healthy individuals compared with mice humanized by FMT from breast cancer patients can enhance the anti-cancer effects of chemotherapy (<xref ref-type="bibr" rid="B94">94</xref>). Another group performed FMT between mice fed control or high fat diets demonstrating the transfer of protumorigenic effects from HFD-diet mice to control mice after HFD fecal transplant (<xref ref-type="bibr" rid="B108">108</xref>). This group also reports that FMT alters composition of both the mammary and gut microbiomes, suggesting FMT as a potential method to establish eubiotic breast and gut microbial communities, which may improve treatment of or even prevent breast cancer (<xref ref-type="bibr" rid="B108">108</xref>).</p>
<p>In conclusion, though the breast tissue microbiome is the most direct route of tumor-microbe interaction in breast cancer, modulation of the gut microbiome, whether it be with probiotic supplementations, dietary changes, or FMT, may support promotion of eubiotic states in both body niches (<xref ref-type="bibr" rid="B108">108</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Ultimately, the interplay of various microbial components, including bacteria, colonocytes, archaea, viruses, fungi, protists, and metabolites, of an FMT and their respective roles is still under study (<xref ref-type="bibr" rid="B110">110</xref>), but the immunostimulatory effects, competitive exclusion, and/or prevention of a self-potentiating dysbiotic inflammatory state supports the usage of FMTs cancer therapeutics. Further, transfer of a collective eubiotic microbial community, rather than specific probiotic species, which may be outcompeted by dysbiotic taxa, has the potential to synergistically support breast cancer chemotherapies through a wider array of immune-microbe interactions (<xref ref-type="bibr" rid="B108">108</xref>, <xref ref-type="bibr" rid="B109">109</xref>). Altogether, current research supports the microbiome as a key physiological component that cannot be ignored in relation to gut and non-gut related cancers. It may be a critical missing piece in developing holistic breast cancer treatments and preventive strategies.</p>
</sec>
</sec>
<sec id="s5" sec-type="author-contributions">
<title>Author contributions</title>
<p>CH led the review outline and article collation and wrote the manuscript. RJ made the figure and tables and contributed to outlining, collating articles, and writing the manuscript. CH and RJ reviewed and edited the manuscript prior to submission. LS supervised the work and critically reviewed and edited the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="funding-information">
<title>Funding</title>
<p>RJ was supported by the Pepperdine&#x2019;s Summer Undergraduate Research in Biology (SURB) program (DBI-1950350) and Pepperdine&#x2019;s Faculty-Student Mentor Program. CH is supported by the University of British Columbia John Turner Fellowship in Microbiology and Immunology. LS was supported by a Breakthrough Fellowship Award from the Department of Defense Breast Cancer Research Program (W81XWH1810749).</p>
</sec>
<sec id="s7" 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="s8" 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="s9" 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.2023.1198259/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2023.1198259/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>DOX, Doxorubicin; ER, Estrogen Receptor; FEC60, Fluorouracil, epirubicin, and cyclophosphamide; FMT, Fecal Microbiota Transplant; GUS, Gut microbial &#x3b2;-glucuronidase; HER2, Human epidermal growth factor receptor 2; HIF-1, Human hypoxia-Inducible Factor -1; HR+, Hormone receptor-positive; IPA, Indole propionic acid; KEGG, Kyoto Encyclopedia of Genes and Genomes; LeFSe, Linear Discriminant Analysis Effect Size; LCA, Litocholic acid; LPS, Exogenous lipopolysaccharide; PBS, Phosphate buffered saline; PICRUSt, Phylogenetic Investigation of Communities by Reconstruction of Unobserved States; pTH17, &#x201c;Pathogenic&#x201d; T helper 17; qPCR, Quantitative PCR; qRT-PCR, Quantitative reverse transcription polymerase chain reaction; ROS, Reactive oxygen species; SCFA, Short chain fatty acids; SeNPs, Selenium nanoparticle.</p>
</fn>
</fn-group>
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