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The Association Between Breast Density and Gut Microbiota Composition at 2 Years Post-Menarche: A Cross-Sectional Study of Adolescents in Santiago, Chile
The gut microbiome has been linked to breast cancer immune, inflammatory, and hormonal mechanisms. We examined the relation between adolescent breast density and gut microbial composition and function in a cohort of Chilean girls. This cross-sectional study included 218 female participants in the Gr...
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Published in: | Frontiers in cellular and infection microbiology 2021-12, Vol.11, p.794610-794610 |
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description | The gut microbiome has been linked to breast cancer
immune, inflammatory, and hormonal mechanisms. We examined the relation between adolescent breast density and gut microbial composition and function in a cohort of Chilean girls. This cross-sectional study included 218 female participants in the Growth and Obesity Cohort Study who were 2 years post-menarche. We measured absolute breast fibroglandular volume (aFGV) and derived percent FGV (%FGV) using dual energy X-ray absorptiometry. All participants provided a fecal sample. The gut microbiome was characterized using 16S ribosomal RNA sequencing of the V3-V4 hypervariable region. We examined alpha diversity and beta diversity across terciles of %FGV and aFGV. We used MaAsLin2 for multivariable general linear modeling to assess differential taxa and predicted metabolic pathway abundance (MetaCyc) between %FGV and aFGV terciles. All models were adjusted for potential confounding variables and corrected for multiple comparisons. The mean %FGV and aFGV was 49.5% and 217.0 cm
, respectively, among study participants. Similar median alpha diversity levels were found across %FGV and aFGV terciles when measured by the Shannon diversity index (%FGV T1: 4.0, T2: 3.9, T3: 4.1; aFGV T1: 4.0, T2: 4.0, T3: 4.1). %FGV was associated with differences in beta diversity (
0.012,
=0.02). No genera were differentially abundant when comparing %FGV nor aFGV terciles after adjusting for potential confounders (q > 0.56 for all genera). We found no associations between predicted MetaCyc pathway abundance and %FGV and aFGV. Overall, breast density measured at 2 years post-menarche was not associated with composition and predicted function of the gut microbiome among adolescent Chilean girls. |
doi_str_mv | 10.3389/fcimb.2021.794610 |
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immune, inflammatory, and hormonal mechanisms. We examined the relation between adolescent breast density and gut microbial composition and function in a cohort of Chilean girls. This cross-sectional study included 218 female participants in the Growth and Obesity Cohort Study who were 2 years post-menarche. We measured absolute breast fibroglandular volume (aFGV) and derived percent FGV (%FGV) using dual energy X-ray absorptiometry. All participants provided a fecal sample. The gut microbiome was characterized using 16S ribosomal RNA sequencing of the V3-V4 hypervariable region. We examined alpha diversity and beta diversity across terciles of %FGV and aFGV. We used MaAsLin2 for multivariable general linear modeling to assess differential taxa and predicted metabolic pathway abundance (MetaCyc) between %FGV and aFGV terciles. All models were adjusted for potential confounding variables and corrected for multiple comparisons. The mean %FGV and aFGV was 49.5% and 217.0 cm
, respectively, among study participants. Similar median alpha diversity levels were found across %FGV and aFGV terciles when measured by the Shannon diversity index (%FGV T1: 4.0, T2: 3.9, T3: 4.1; aFGV T1: 4.0, T2: 4.0, T3: 4.1). %FGV was associated with differences in beta diversity (
0.012,
=0.02). No genera were differentially abundant when comparing %FGV nor aFGV terciles after adjusting for potential confounders (q > 0.56 for all genera). We found no associations between predicted MetaCyc pathway abundance and %FGV and aFGV. Overall, breast density measured at 2 years post-menarche was not associated with composition and predicted function of the gut microbiome among adolescent Chilean girls.</description><identifier>ISSN: 2235-2988</identifier><identifier>EISSN: 2235-2988</identifier><identifier>DOI: 10.3389/fcimb.2021.794610</identifier><identifier>PMID: 34976871</identifier><language>eng</language><publisher>Switzerland: Frontiers Media S.A</publisher><subject>adolescence ; Adolescent ; breast cancer ; Breast Density ; Cellular and Infection Microbiology ; Chile ; Cohort Studies ; Cross-Sectional Studies ; epidemiology ; Female ; Gastrointestinal Microbiome ; gut microbiota ; human ; Humans ; Menarche ; RNA, Ribosomal, 16S - genetics</subject><ispartof>Frontiers in cellular and infection microbiology, 2021-12, Vol.11, p.794610-794610</ispartof><rights>Copyright © 2021 Yoon, Jacobs, Hoehner, Pereira, Gana, Corvalán and Michels.</rights><rights>Copyright © 2021 Yoon, Jacobs, Hoehner, Pereira, Gana, Corvalán and Michels 2021 Yoon, Jacobs, Hoehner, Pereira, Gana, Corvalán and Michels</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c465t-73d6731e1cab6c0f809cc891753f566ce96d2d5d32f6c5e87289cdff34ef65f33</citedby><cites>FETCH-LOGICAL-c465t-73d6731e1cab6c0f809cc891753f566ce96d2d5d32f6c5e87289cdff34ef65f33</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8718921/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8718921/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,27923,27924,53790,53792</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34976871$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Yoon, Lara S</creatorcontrib><creatorcontrib>Jacobs, Jonathan P</creatorcontrib><creatorcontrib>Hoehner, Jessica</creatorcontrib><creatorcontrib>Pereira, Ana</creatorcontrib><creatorcontrib>Gana, Juan Cristóbal</creatorcontrib><creatorcontrib>Corvalán, Camila</creatorcontrib><creatorcontrib>Michels, Karin B</creatorcontrib><title>The Association Between Breast Density and Gut Microbiota Composition at 2 Years Post-Menarche: A Cross-Sectional Study of Adolescents in Santiago, Chile</title><title>Frontiers in cellular and infection microbiology</title><addtitle>Front Cell Infect Microbiol</addtitle><description>The gut microbiome has been linked to breast cancer
immune, inflammatory, and hormonal mechanisms. We examined the relation between adolescent breast density and gut microbial composition and function in a cohort of Chilean girls. This cross-sectional study included 218 female participants in the Growth and Obesity Cohort Study who were 2 years post-menarche. We measured absolute breast fibroglandular volume (aFGV) and derived percent FGV (%FGV) using dual energy X-ray absorptiometry. All participants provided a fecal sample. The gut microbiome was characterized using 16S ribosomal RNA sequencing of the V3-V4 hypervariable region. We examined alpha diversity and beta diversity across terciles of %FGV and aFGV. We used MaAsLin2 for multivariable general linear modeling to assess differential taxa and predicted metabolic pathway abundance (MetaCyc) between %FGV and aFGV terciles. All models were adjusted for potential confounding variables and corrected for multiple comparisons. The mean %FGV and aFGV was 49.5% and 217.0 cm
, respectively, among study participants. Similar median alpha diversity levels were found across %FGV and aFGV terciles when measured by the Shannon diversity index (%FGV T1: 4.0, T2: 3.9, T3: 4.1; aFGV T1: 4.0, T2: 4.0, T3: 4.1). %FGV was associated with differences in beta diversity (
0.012,
=0.02). No genera were differentially abundant when comparing %FGV nor aFGV terciles after adjusting for potential confounders (q > 0.56 for all genera). We found no associations between predicted MetaCyc pathway abundance and %FGV and aFGV. Overall, breast density measured at 2 years post-menarche was not associated with composition and predicted function of the gut microbiome among adolescent Chilean girls.</description><subject>adolescence</subject><subject>Adolescent</subject><subject>breast cancer</subject><subject>Breast Density</subject><subject>Cellular and Infection Microbiology</subject><subject>Chile</subject><subject>Cohort Studies</subject><subject>Cross-Sectional Studies</subject><subject>epidemiology</subject><subject>Female</subject><subject>Gastrointestinal Microbiome</subject><subject>gut microbiota</subject><subject>human</subject><subject>Humans</subject><subject>Menarche</subject><subject>RNA, Ribosomal, 16S - genetics</subject><issn>2235-2988</issn><issn>2235-2988</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNpVUsFu1DAUjBCIVqUfwAX5yIEssZ3YMQekZSmlUiuQthw4WS_2866rbLy1vaD9lP4tSbdUrS_P8puZZ4-nKN7SasZ5qz464zfdjFWMzqSqBa1eFMeM8aZkqm1fPtkfFacp3VTjkhVrFX9dHPFaSdFKelzcXa-RzFMKxkP2YSBfMP9FHGtESJl8xSH5vCcwWHK-y-TKmxg6HzKQRdhsw9icWJAJI78RYiI_Q8rlFQ4QzRo_kTlZxJBSuUQzIaEny7yzexIcmdvQYzI45ET8QJYwZA-r8IEs1r7HN8UrB33C04d6Uvz6dna9-F5e_ji_WMwvS1OLJpeSWyE5RWqgE6ZybaWMaRWVDXeNEAaVsMw2ljMnTIOtHC0w1jleoxON4_ykuDjo2gA3ehv9BuJeB_D6_iDElYaYvelRs45Bw2paW5A1ogVnkamO1V3V2Lajo9bng9Z2123QTk-L0D8Tfd4Z_Fqvwh89_kWr2CTw_kEghtsdpqw3fnSo72HAsEuaCSqYqmQjRyg9QM3kb0T3OIZWekqIvk-InhKiDwkZOe-e3u-R8T8P_B8PELqn</recordid><startdate>20211217</startdate><enddate>20211217</enddate><creator>Yoon, Lara S</creator><creator>Jacobs, Jonathan P</creator><creator>Hoehner, Jessica</creator><creator>Pereira, Ana</creator><creator>Gana, Juan Cristóbal</creator><creator>Corvalán, Camila</creator><creator>Michels, Karin B</creator><general>Frontiers Media S.A</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20211217</creationdate><title>The Association Between Breast Density and Gut Microbiota Composition at 2 Years Post-Menarche: A Cross-Sectional Study of Adolescents in Santiago, Chile</title><author>Yoon, Lara S ; Jacobs, Jonathan P ; Hoehner, Jessica ; Pereira, Ana ; Gana, Juan Cristóbal ; Corvalán, Camila ; Michels, Karin B</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c465t-73d6731e1cab6c0f809cc891753f566ce96d2d5d32f6c5e87289cdff34ef65f33</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>adolescence</topic><topic>Adolescent</topic><topic>breast cancer</topic><topic>Breast Density</topic><topic>Cellular and Infection Microbiology</topic><topic>Chile</topic><topic>Cohort Studies</topic><topic>Cross-Sectional Studies</topic><topic>epidemiology</topic><topic>Female</topic><topic>Gastrointestinal Microbiome</topic><topic>gut microbiota</topic><topic>human</topic><topic>Humans</topic><topic>Menarche</topic><topic>RNA, Ribosomal, 16S - genetics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Yoon, Lara S</creatorcontrib><creatorcontrib>Jacobs, Jonathan P</creatorcontrib><creatorcontrib>Hoehner, Jessica</creatorcontrib><creatorcontrib>Pereira, Ana</creatorcontrib><creatorcontrib>Gana, Juan Cristóbal</creatorcontrib><creatorcontrib>Corvalán, Camila</creatorcontrib><creatorcontrib>Michels, Karin B</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>Open Access: DOAJ - Directory of Open Access Journals</collection><jtitle>Frontiers in cellular and infection microbiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yoon, Lara S</au><au>Jacobs, Jonathan P</au><au>Hoehner, Jessica</au><au>Pereira, Ana</au><au>Gana, Juan Cristóbal</au><au>Corvalán, Camila</au><au>Michels, Karin B</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The Association Between Breast Density and Gut Microbiota Composition at 2 Years Post-Menarche: A Cross-Sectional Study of Adolescents in Santiago, Chile</atitle><jtitle>Frontiers in cellular and infection microbiology</jtitle><addtitle>Front Cell Infect Microbiol</addtitle><date>2021-12-17</date><risdate>2021</risdate><volume>11</volume><spage>794610</spage><epage>794610</epage><pages>794610-794610</pages><issn>2235-2988</issn><eissn>2235-2988</eissn><abstract>The gut microbiome has been linked to breast cancer
immune, inflammatory, and hormonal mechanisms. We examined the relation between adolescent breast density and gut microbial composition and function in a cohort of Chilean girls. This cross-sectional study included 218 female participants in the Growth and Obesity Cohort Study who were 2 years post-menarche. We measured absolute breast fibroglandular volume (aFGV) and derived percent FGV (%FGV) using dual energy X-ray absorptiometry. All participants provided a fecal sample. The gut microbiome was characterized using 16S ribosomal RNA sequencing of the V3-V4 hypervariable region. We examined alpha diversity and beta diversity across terciles of %FGV and aFGV. We used MaAsLin2 for multivariable general linear modeling to assess differential taxa and predicted metabolic pathway abundance (MetaCyc) between %FGV and aFGV terciles. All models were adjusted for potential confounding variables and corrected for multiple comparisons. The mean %FGV and aFGV was 49.5% and 217.0 cm
, respectively, among study participants. Similar median alpha diversity levels were found across %FGV and aFGV terciles when measured by the Shannon diversity index (%FGV T1: 4.0, T2: 3.9, T3: 4.1; aFGV T1: 4.0, T2: 4.0, T3: 4.1). %FGV was associated with differences in beta diversity (
0.012,
=0.02). No genera were differentially abundant when comparing %FGV nor aFGV terciles after adjusting for potential confounders (q > 0.56 for all genera). We found no associations between predicted MetaCyc pathway abundance and %FGV and aFGV. Overall, breast density measured at 2 years post-menarche was not associated with composition and predicted function of the gut microbiome among adolescent Chilean girls.</abstract><cop>Switzerland</cop><pub>Frontiers Media S.A</pub><pmid>34976871</pmid><doi>10.3389/fcimb.2021.794610</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record> |
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subjects | adolescence Adolescent breast cancer Breast Density Cellular and Infection Microbiology Chile Cohort Studies Cross-Sectional Studies epidemiology Female Gastrointestinal Microbiome gut microbiota human Humans Menarche RNA, Ribosomal, 16S - genetics |
title | The Association Between Breast Density and Gut Microbiota Composition at 2 Years Post-Menarche: A Cross-Sectional Study of Adolescents in Santiago, Chile |
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