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Hierarchical contribution of individual lifestyle factors and their interactions on adenomatous and serrated polyp risk
BACKGROUND: Individual colorectal polyp risk factors are well characterized; however, insights into their pathway-specific interactions are scarce. We aimed to identify the impact of individual risk factors and their joint effects on adenomatous (AP) and serrated polyp (SP) risk. METHODS: We collect...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Nature Singapore
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10423128/ https://www.ncbi.nlm.nih.gov/pubmed/37300599 http://dx.doi.org/10.1007/s00535-023-02004-8 |
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author | Kim, Jihee Nath, Kirti Schmidlin, Kurt Schaufelberger, Helen Quattropani, Christiana Vannini, Simone Mossi, Sandro Thumshirn, Miriam Manz, Michael Litichevskiy, Lev Fan, Jiaxin Dmitrieva-Posocco, Oxana Li, Mingyao Levy, Maayan Schär, Primo Zwahlen, Marcel Thaiss, Christoph A. Truninger, Kaspar |
author_facet | Kim, Jihee Nath, Kirti Schmidlin, Kurt Schaufelberger, Helen Quattropani, Christiana Vannini, Simone Mossi, Sandro Thumshirn, Miriam Manz, Michael Litichevskiy, Lev Fan, Jiaxin Dmitrieva-Posocco, Oxana Li, Mingyao Levy, Maayan Schär, Primo Zwahlen, Marcel Thaiss, Christoph A. Truninger, Kaspar |
author_sort | Kim, Jihee |
collection | PubMed |
description | BACKGROUND: Individual colorectal polyp risk factors are well characterized; however, insights into their pathway-specific interactions are scarce. We aimed to identify the impact of individual risk factors and their joint effects on adenomatous (AP) and serrated polyp (SP) risk. METHODS: We collected information on 363 lifestyle and metabolic parameters from 1597 colonoscopy participants, resulting in over 521,000 data points. We used multivariate statistics and machine-learning approaches to assess associations of single variables and their interactions with AP and SP risk. RESULTS: Individual factors and their interactions showed common and polyp subtype-specific effects. Abdominal obesity, high body mass index (BMI), metabolic syndrome, and red meat consumption globally increased polyp risk. Age, gender, and western diet associated with AP risk, while smoking was associated with SP risk. CRC family history was associated with advanced adenomas and diabetes with sessile serrated lesions. Regarding lifestyle factor interactions, no lifestyle or dietary adjustments mitigated the adverse smoking effect on SP risk, whereas its negative effect was exacerbated by alcohol in the conventional pathway. The adverse effect of red meat on SP risk was not ameliorated by any factor, but was further exacerbated by western diet along the conventional pathway. No modification of any factor reduced the negative impact of metabolic syndrome on AP risk, whereas increased fatless fish or meat substitutes’ intake mitigated its effect on SP risk. CONCLUSIONS: Individual risk factors and their interactions for polyp formation along the adenomatous and serrated pathways are strongly heterogeneous. Our findings may facilitate tailored lifestyle recommendations and contribute to a better understanding of how risk factor combinations impact colorectal carcinogenesis. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00535-023-02004-8. |
format | Online Article Text |
id | pubmed-10423128 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Nature Singapore |
record_format | MEDLINE/PubMed |
spelling | pubmed-104231282023-08-14 Hierarchical contribution of individual lifestyle factors and their interactions on adenomatous and serrated polyp risk Kim, Jihee Nath, Kirti Schmidlin, Kurt Schaufelberger, Helen Quattropani, Christiana Vannini, Simone Mossi, Sandro Thumshirn, Miriam Manz, Michael Litichevskiy, Lev Fan, Jiaxin Dmitrieva-Posocco, Oxana Li, Mingyao Levy, Maayan Schär, Primo Zwahlen, Marcel Thaiss, Christoph A. Truninger, Kaspar J Gastroenterol Original Article—Alimentary Tract BACKGROUND: Individual colorectal polyp risk factors are well characterized; however, insights into their pathway-specific interactions are scarce. We aimed to identify the impact of individual risk factors and their joint effects on adenomatous (AP) and serrated polyp (SP) risk. METHODS: We collected information on 363 lifestyle and metabolic parameters from 1597 colonoscopy participants, resulting in over 521,000 data points. We used multivariate statistics and machine-learning approaches to assess associations of single variables and their interactions with AP and SP risk. RESULTS: Individual factors and their interactions showed common and polyp subtype-specific effects. Abdominal obesity, high body mass index (BMI), metabolic syndrome, and red meat consumption globally increased polyp risk. Age, gender, and western diet associated with AP risk, while smoking was associated with SP risk. CRC family history was associated with advanced adenomas and diabetes with sessile serrated lesions. Regarding lifestyle factor interactions, no lifestyle or dietary adjustments mitigated the adverse smoking effect on SP risk, whereas its negative effect was exacerbated by alcohol in the conventional pathway. The adverse effect of red meat on SP risk was not ameliorated by any factor, but was further exacerbated by western diet along the conventional pathway. No modification of any factor reduced the negative impact of metabolic syndrome on AP risk, whereas increased fatless fish or meat substitutes’ intake mitigated its effect on SP risk. CONCLUSIONS: Individual risk factors and their interactions for polyp formation along the adenomatous and serrated pathways are strongly heterogeneous. Our findings may facilitate tailored lifestyle recommendations and contribute to a better understanding of how risk factor combinations impact colorectal carcinogenesis. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00535-023-02004-8. Springer Nature Singapore 2023-06-10 2023 /pmc/articles/PMC10423128/ /pubmed/37300599 http://dx.doi.org/10.1007/s00535-023-02004-8 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article—Alimentary Tract Kim, Jihee Nath, Kirti Schmidlin, Kurt Schaufelberger, Helen Quattropani, Christiana Vannini, Simone Mossi, Sandro Thumshirn, Miriam Manz, Michael Litichevskiy, Lev Fan, Jiaxin Dmitrieva-Posocco, Oxana Li, Mingyao Levy, Maayan Schär, Primo Zwahlen, Marcel Thaiss, Christoph A. Truninger, Kaspar Hierarchical contribution of individual lifestyle factors and their interactions on adenomatous and serrated polyp risk |
title | Hierarchical contribution of individual lifestyle factors and their interactions on adenomatous and serrated polyp risk |
title_full | Hierarchical contribution of individual lifestyle factors and their interactions on adenomatous and serrated polyp risk |
title_fullStr | Hierarchical contribution of individual lifestyle factors and their interactions on adenomatous and serrated polyp risk |
title_full_unstemmed | Hierarchical contribution of individual lifestyle factors and their interactions on adenomatous and serrated polyp risk |
title_short | Hierarchical contribution of individual lifestyle factors and their interactions on adenomatous and serrated polyp risk |
title_sort | hierarchical contribution of individual lifestyle factors and their interactions on adenomatous and serrated polyp risk |
topic | Original Article—Alimentary Tract |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10423128/ https://www.ncbi.nlm.nih.gov/pubmed/37300599 http://dx.doi.org/10.1007/s00535-023-02004-8 |
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