A Clustering Study of Sociodemographic Data, Dietary Patterns, and Gut Microbiota in Healthy and Breast Cancer Women Participating in the MICROMA Study
Scope This work is part of the clinical study NCT03885648 registered in ClinicalTrials.gov, aimed at studying the relationship among breast cancer, microbiota, and exposure to environmental pollutants. As a first step, we characterized and evaluated risk factors of the participants. Methods and resu...
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creator | Ruiz‐Marín, Carmen María Isabel Álvarez‐Mercado, Ana Plaza‐Díaz, Julio Rodríguez‐Lara, Avilene Gallart‐Aragón, Tania Sánchez‐Barrón, María Teresa Lartategui, Saturnino de Reyes Alcaide‐Lucena, Miriam Fernández, Mariana F. Fontana, Luis |
description | Scope
This work is part of the clinical study NCT03885648 registered in ClinicalTrials.gov, aimed at studying the relationship among breast cancer, microbiota, and exposure to environmental pollutants. As a first step, we characterized and evaluated risk factors of the participants.
Methods and results
A case–control study was designed with breast cancer (cases, n = 122) and healthy women (controls, n = 56) recruited in two hospitals of Andalusia (Southern Spain). Participants answered questionnaires of Mediterranean diet adherence and food frequency. Data were collected from medical histories and microbiota was analyzed on stool samples. Most cases (78.2%) were diagnosed as stages I and II. Cases had higher age, body mass index (BMI), glucose, cholesterol, and potassium values than controls. Cases exhibited higher adherence to the Mediterranean diet and their food consumption was closer to that dietary pattern. A hierarchical cluster analysis revealed that the Bacillota/Bacteroidota ratio was the most relevant variable in women with breast cancer, which was higher in this group compared with controls.
Conclusion
Although cases exhibited higher adherence to the Mediterranean diet compared with controls, they presented features and microbiota alterations typical of the metabolic syndrome, probably due to their higher BMI and reflecting changes in their lifestyle around the time of diagnosis.
The MICROMA study investigates the relationship among breast cancer, microbiota, and exposure to environmental pollutants. This paper, as a first step, characterizes and evaluates risk factors of the participants. (Icons are taken from Freepik and Shutterstock.) |
doi_str_mv | 10.1002/mnfr.202400253 |
format | Article |
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This work is part of the clinical study NCT03885648 registered in ClinicalTrials.gov, aimed at studying the relationship among breast cancer, microbiota, and exposure to environmental pollutants. As a first step, we characterized and evaluated risk factors of the participants.
Methods and results
A case–control study was designed with breast cancer (cases, n = 122) and healthy women (controls, n = 56) recruited in two hospitals of Andalusia (Southern Spain). Participants answered questionnaires of Mediterranean diet adherence and food frequency. Data were collected from medical histories and microbiota was analyzed on stool samples. Most cases (78.2%) were diagnosed as stages I and II. Cases had higher age, body mass index (BMI), glucose, cholesterol, and potassium values than controls. Cases exhibited higher adherence to the Mediterranean diet and their food consumption was closer to that dietary pattern. A hierarchical cluster analysis revealed that the Bacillota/Bacteroidota ratio was the most relevant variable in women with breast cancer, which was higher in this group compared with controls.
Conclusion
Although cases exhibited higher adherence to the Mediterranean diet compared with controls, they presented features and microbiota alterations typical of the metabolic syndrome, probably due to their higher BMI and reflecting changes in their lifestyle around the time of diagnosis.
The MICROMA study investigates the relationship among breast cancer, microbiota, and exposure to environmental pollutants. This paper, as a first step, characterizes and evaluates risk factors of the participants. (Icons are taken from Freepik and Shutterstock.)</description><identifier>ISSN: 1613-4125</identifier><identifier>ISSN: 1613-4133</identifier><identifier>EISSN: 1613-4133</identifier><identifier>DOI: 10.1002/mnfr.202400253</identifier><identifier>PMID: 38950423</identifier><language>eng</language><publisher>Germany: Wiley Subscription Services, Inc</publisher><subject>Adult ; Aged ; Bacillota/Bacteroidota ratio ; Body Mass Index ; Body size ; Breast cancer ; breast neoplasms ; Breast Neoplasms - epidemiology ; Breast Neoplasms - microbiology ; Breast Neoplasms - physiopathology ; Case-Control Studies ; Cholesterol ; Cluster Analysis ; Clustering ; Diet ; Diet, Mediterranean - statistics & numerical data ; Dietary Patterns - physiology ; eating habits ; Female ; Food ; Food consumption ; food research ; Gastrointestinal Microbiome - physiology ; glucose ; gut microbiota ; Humans ; Intestinal microflora ; intestinal microorganisms ; lifestyle ; Mediterranean diet ; Metabolic disorders ; Metabolic syndrome ; Microbiota ; Microorganisms ; Middle Aged ; Pattern analysis ; potassium ; risk ; Risk factors ; Sociodemographic Factors ; Spain ; Spain - epidemiology</subject><ispartof>Molecular nutrition & food research, 2024-08, Vol.68 (15), p.e2400253-n/a</ispartof><rights>2024 The Author(s). Molecular Nutrition & Food Research published by Wiley‐VCH GmbH</rights><rights>2024 The Author(s). Molecular Nutrition & Food Research published by Wiley‐VCH GmbH.</rights><rights>2024. This article is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c3565-d89e43f240712eddeb2d61a318b0f9d117df639967b02ff119bd088303062f663</cites><orcidid>0000-0002-8476-9970 ; 0000-0002-5171-9408 ; 0000-0001-8395-8393</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fmnfr.202400253$$EPDF$$P50$$Gwiley$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fmnfr.202400253$$EHTML$$P50$$Gwiley$$Hfree_for_read</linktohtml><link.rule.ids>314,776,780,1411,27901,27902,45550,45551</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38950423$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Ruiz‐Marín, Carmen María</creatorcontrib><creatorcontrib>Isabel Álvarez‐Mercado, Ana</creatorcontrib><creatorcontrib>Plaza‐Díaz, Julio</creatorcontrib><creatorcontrib>Rodríguez‐Lara, Avilene</creatorcontrib><creatorcontrib>Gallart‐Aragón, Tania</creatorcontrib><creatorcontrib>Sánchez‐Barrón, María Teresa</creatorcontrib><creatorcontrib>Lartategui, Saturnino de Reyes</creatorcontrib><creatorcontrib>Alcaide‐Lucena, Miriam</creatorcontrib><creatorcontrib>Fernández, Mariana F.</creatorcontrib><creatorcontrib>Fontana, Luis</creatorcontrib><title>A Clustering Study of Sociodemographic Data, Dietary Patterns, and Gut Microbiota in Healthy and Breast Cancer Women Participating in the MICROMA Study</title><title>Molecular nutrition & food research</title><addtitle>Mol Nutr Food Res</addtitle><description>Scope
This work is part of the clinical study NCT03885648 registered in ClinicalTrials.gov, aimed at studying the relationship among breast cancer, microbiota, and exposure to environmental pollutants. As a first step, we characterized and evaluated risk factors of the participants.
Methods and results
A case–control study was designed with breast cancer (cases, n = 122) and healthy women (controls, n = 56) recruited in two hospitals of Andalusia (Southern Spain). Participants answered questionnaires of Mediterranean diet adherence and food frequency. Data were collected from medical histories and microbiota was analyzed on stool samples. Most cases (78.2%) were diagnosed as stages I and II. Cases had higher age, body mass index (BMI), glucose, cholesterol, and potassium values than controls. Cases exhibited higher adherence to the Mediterranean diet and their food consumption was closer to that dietary pattern. A hierarchical cluster analysis revealed that the Bacillota/Bacteroidota ratio was the most relevant variable in women with breast cancer, which was higher in this group compared with controls.
Conclusion
Although cases exhibited higher adherence to the Mediterranean diet compared with controls, they presented features and microbiota alterations typical of the metabolic syndrome, probably due to their higher BMI and reflecting changes in their lifestyle around the time of diagnosis.
The MICROMA study investigates the relationship among breast cancer, microbiota, and exposure to environmental pollutants. This paper, as a first step, characterizes and evaluates risk factors of the participants. (Icons are taken from Freepik and Shutterstock.)</description><subject>Adult</subject><subject>Aged</subject><subject>Bacillota/Bacteroidota ratio</subject><subject>Body Mass Index</subject><subject>Body size</subject><subject>Breast cancer</subject><subject>breast neoplasms</subject><subject>Breast Neoplasms - epidemiology</subject><subject>Breast Neoplasms - microbiology</subject><subject>Breast Neoplasms - physiopathology</subject><subject>Case-Control Studies</subject><subject>Cholesterol</subject><subject>Cluster Analysis</subject><subject>Clustering</subject><subject>Diet</subject><subject>Diet, Mediterranean - statistics & numerical data</subject><subject>Dietary Patterns - physiology</subject><subject>eating habits</subject><subject>Female</subject><subject>Food</subject><subject>Food consumption</subject><subject>food research</subject><subject>Gastrointestinal Microbiome - physiology</subject><subject>glucose</subject><subject>gut microbiota</subject><subject>Humans</subject><subject>Intestinal microflora</subject><subject>intestinal microorganisms</subject><subject>lifestyle</subject><subject>Mediterranean diet</subject><subject>Metabolic disorders</subject><subject>Metabolic syndrome</subject><subject>Microbiota</subject><subject>Microorganisms</subject><subject>Middle Aged</subject><subject>Pattern analysis</subject><subject>potassium</subject><subject>risk</subject><subject>Risk factors</subject><subject>Sociodemographic Factors</subject><subject>Spain</subject><subject>Spain - epidemiology</subject><issn>1613-4125</issn><issn>1613-4133</issn><issn>1613-4133</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><sourceid>EIF</sourceid><recordid>eNqFkUtv1DAUhSMEoqWwZYkssWHRGWxf57UcUvqQOhS1IJaRE193XCX2YDtC80v4uzhMmQWbLixfy9859r0ny94yumSU8o-j1X7JKRfpkMOz7JgVDBaCATw_1Dw_yl6F8EApMC7gZXYEVZ1TweE4-70izTCFiN7Ye3IXJ7UjTpM71xuncHT3Xm43pidnMspTcmYwSr8jX2VMChtOibSKXEyRrE3vXWdclMRYcolyiJvd39tPHmWIpJG2R09-uBFt0vtoerOVcX41CeIGyfqqub1Zr_afeJ290HII-OZxP8m-n3_-1lwurm8urprV9aKHvMgXqqpRgE7tl4yjUthxVTAJrOqorhVjpdIF1HVRdpRrzVjdKVpVQIEWXBcFnGQf9r5b735OGGI7mtDjMEiLbgotsBxKwdMQn0ZpKUpeUj67vv8PfXCTt6mRRNUwLyEStdxTaXQheNTt1psxzbdltJ3Tbed020O6SfDu0XbqRlQH_F-cCRB74JcZcPeEXbv-cn4rqlT9Aduero8</recordid><startdate>202408</startdate><enddate>202408</enddate><creator>Ruiz‐Marín, Carmen María</creator><creator>Isabel Álvarez‐Mercado, Ana</creator><creator>Plaza‐Díaz, Julio</creator><creator>Rodríguez‐Lara, Avilene</creator><creator>Gallart‐Aragón, Tania</creator><creator>Sánchez‐Barrón, María Teresa</creator><creator>Lartategui, Saturnino de Reyes</creator><creator>Alcaide‐Lucena, Miriam</creator><creator>Fernández, Mariana F.</creator><creator>Fontana, Luis</creator><general>Wiley Subscription Services, Inc</general><scope>24P</scope><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>7QO</scope><scope>7QP</scope><scope>7T5</scope><scope>7T7</scope><scope>7TK</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>H94</scope><scope>P64</scope><scope>7X8</scope><scope>7S9</scope><scope>L.6</scope><orcidid>https://orcid.org/0000-0002-8476-9970</orcidid><orcidid>https://orcid.org/0000-0002-5171-9408</orcidid><orcidid>https://orcid.org/0000-0001-8395-8393</orcidid></search><sort><creationdate>202408</creationdate><title>A Clustering Study of Sociodemographic Data, Dietary Patterns, and Gut Microbiota in Healthy and Breast Cancer Women Participating in the MICROMA Study</title><author>Ruiz‐Marín, Carmen María ; Isabel Álvarez‐Mercado, Ana ; Plaza‐Díaz, Julio ; Rodríguez‐Lara, Avilene ; Gallart‐Aragón, Tania ; Sánchez‐Barrón, María Teresa ; Lartategui, Saturnino de Reyes ; Alcaide‐Lucena, Miriam ; Fernández, Mariana F. ; Fontana, Luis</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3565-d89e43f240712eddeb2d61a318b0f9d117df639967b02ff119bd088303062f663</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Adult</topic><topic>Aged</topic><topic>Bacillota/Bacteroidota ratio</topic><topic>Body Mass Index</topic><topic>Body size</topic><topic>Breast cancer</topic><topic>breast neoplasms</topic><topic>Breast Neoplasms - epidemiology</topic><topic>Breast Neoplasms - microbiology</topic><topic>Breast Neoplasms - physiopathology</topic><topic>Case-Control Studies</topic><topic>Cholesterol</topic><topic>Cluster Analysis</topic><topic>Clustering</topic><topic>Diet</topic><topic>Diet, Mediterranean - statistics & numerical data</topic><topic>Dietary Patterns - physiology</topic><topic>eating habits</topic><topic>Female</topic><topic>Food</topic><topic>Food consumption</topic><topic>food research</topic><topic>Gastrointestinal Microbiome - physiology</topic><topic>glucose</topic><topic>gut microbiota</topic><topic>Humans</topic><topic>Intestinal microflora</topic><topic>intestinal microorganisms</topic><topic>lifestyle</topic><topic>Mediterranean diet</topic><topic>Metabolic disorders</topic><topic>Metabolic syndrome</topic><topic>Microbiota</topic><topic>Microorganisms</topic><topic>Middle Aged</topic><topic>Pattern analysis</topic><topic>potassium</topic><topic>risk</topic><topic>Risk factors</topic><topic>Sociodemographic Factors</topic><topic>Spain</topic><topic>Spain - epidemiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ruiz‐Marín, Carmen María</creatorcontrib><creatorcontrib>Isabel Álvarez‐Mercado, Ana</creatorcontrib><creatorcontrib>Plaza‐Díaz, Julio</creatorcontrib><creatorcontrib>Rodríguez‐Lara, Avilene</creatorcontrib><creatorcontrib>Gallart‐Aragón, Tania</creatorcontrib><creatorcontrib>Sánchez‐Barrón, María Teresa</creatorcontrib><creatorcontrib>Lartategui, Saturnino de Reyes</creatorcontrib><creatorcontrib>Alcaide‐Lucena, Miriam</creatorcontrib><creatorcontrib>Fernández, Mariana F.</creatorcontrib><creatorcontrib>Fontana, Luis</creatorcontrib><collection>Wiley Online Library Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Biotechnology Research Abstracts</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Immunology Abstracts</collection><collection>Industrial and Applied Microbiology Abstracts (Microbiology A)</collection><collection>Neurosciences Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><collection>AGRICOLA</collection><collection>AGRICOLA - Academic</collection><jtitle>Molecular nutrition & food research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ruiz‐Marín, Carmen María</au><au>Isabel Álvarez‐Mercado, Ana</au><au>Plaza‐Díaz, Julio</au><au>Rodríguez‐Lara, Avilene</au><au>Gallart‐Aragón, Tania</au><au>Sánchez‐Barrón, María Teresa</au><au>Lartategui, Saturnino de Reyes</au><au>Alcaide‐Lucena, Miriam</au><au>Fernández, Mariana F.</au><au>Fontana, Luis</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A Clustering Study of Sociodemographic Data, Dietary Patterns, and Gut Microbiota in Healthy and Breast Cancer Women Participating in the MICROMA Study</atitle><jtitle>Molecular nutrition & food research</jtitle><addtitle>Mol Nutr Food Res</addtitle><date>2024-08</date><risdate>2024</risdate><volume>68</volume><issue>15</issue><spage>e2400253</spage><epage>n/a</epage><pages>e2400253-n/a</pages><issn>1613-4125</issn><issn>1613-4133</issn><eissn>1613-4133</eissn><abstract>Scope
This work is part of the clinical study NCT03885648 registered in ClinicalTrials.gov, aimed at studying the relationship among breast cancer, microbiota, and exposure to environmental pollutants. As a first step, we characterized and evaluated risk factors of the participants.
Methods and results
A case–control study was designed with breast cancer (cases, n = 122) and healthy women (controls, n = 56) recruited in two hospitals of Andalusia (Southern Spain). Participants answered questionnaires of Mediterranean diet adherence and food frequency. Data were collected from medical histories and microbiota was analyzed on stool samples. Most cases (78.2%) were diagnosed as stages I and II. Cases had higher age, body mass index (BMI), glucose, cholesterol, and potassium values than controls. Cases exhibited higher adherence to the Mediterranean diet and their food consumption was closer to that dietary pattern. A hierarchical cluster analysis revealed that the Bacillota/Bacteroidota ratio was the most relevant variable in women with breast cancer, which was higher in this group compared with controls.
Conclusion
Although cases exhibited higher adherence to the Mediterranean diet compared with controls, they presented features and microbiota alterations typical of the metabolic syndrome, probably due to their higher BMI and reflecting changes in their lifestyle around the time of diagnosis.
The MICROMA study investigates the relationship among breast cancer, microbiota, and exposure to environmental pollutants. This paper, as a first step, characterizes and evaluates risk factors of the participants. (Icons are taken from Freepik and Shutterstock.)</abstract><cop>Germany</cop><pub>Wiley Subscription Services, Inc</pub><pmid>38950423</pmid><doi>10.1002/mnfr.202400253</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0002-8476-9970</orcidid><orcidid>https://orcid.org/0000-0002-5171-9408</orcidid><orcidid>https://orcid.org/0000-0001-8395-8393</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adult Aged Bacillota/Bacteroidota ratio Body Mass Index Body size Breast cancer breast neoplasms Breast Neoplasms - epidemiology Breast Neoplasms - microbiology Breast Neoplasms - physiopathology Case-Control Studies Cholesterol Cluster Analysis Clustering Diet Diet, Mediterranean - statistics & numerical data Dietary Patterns - physiology eating habits Female Food Food consumption food research Gastrointestinal Microbiome - physiology glucose gut microbiota Humans Intestinal microflora intestinal microorganisms lifestyle Mediterranean diet Metabolic disorders Metabolic syndrome Microbiota Microorganisms Middle Aged Pattern analysis potassium risk Risk factors Sociodemographic Factors Spain Spain - epidemiology |
title | A Clustering Study of Sociodemographic Data, Dietary Patterns, and Gut Microbiota in Healthy and Breast Cancer Women Participating in the MICROMA Study |
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