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BRAF(V600E) mutation impinges on gut microbial markers defining novel biomarkers for serrated colorectal cancer effective therapies
BACKGROUND: Colorectal cancer (CRC) harboring BRAF(V600E) mutation exhibits low response to conventional therapy and poorest prognosis. Due to the emerging correlation between gut microbiota and CRC carcinogenesis, we investigated in serrated BRAF(V600E) cases the existence of a peculiar fecal micro...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7737386/ https://www.ncbi.nlm.nih.gov/pubmed/33317591 http://dx.doi.org/10.1186/s13046-020-01801-w |
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author | Trivieri, Nadia Pracella, Riccardo Cariglia, Maria Grazia Panebianco, Concetta Parrella, Paola Visioli, Alberto Giani, Fabrizio Soriano, Amata Amy Barile, Chiara Canistro, Giuseppe Latiano, Tiziana Pia Dimitri, Lucia Bazzocchi, Francesca Cassano, Dario Vescovi, Angelo L. Pazienza, Valerio Binda, Elena |
author_facet | Trivieri, Nadia Pracella, Riccardo Cariglia, Maria Grazia Panebianco, Concetta Parrella, Paola Visioli, Alberto Giani, Fabrizio Soriano, Amata Amy Barile, Chiara Canistro, Giuseppe Latiano, Tiziana Pia Dimitri, Lucia Bazzocchi, Francesca Cassano, Dario Vescovi, Angelo L. Pazienza, Valerio Binda, Elena |
author_sort | Trivieri, Nadia |
collection | PubMed |
description | BACKGROUND: Colorectal cancer (CRC) harboring BRAF(V600E) mutation exhibits low response to conventional therapy and poorest prognosis. Due to the emerging correlation between gut microbiota and CRC carcinogenesis, we investigated in serrated BRAF(V600E) cases the existence of a peculiar fecal microbial fingerprint and specific bacterial markers, which might represent a tool for the development of more effective clinical strategies. METHODS: By injecting human CRC stem-like cells isolated from BRAF(V600E) patients in immunocompromised mice, we described a new xenogeneic model of this subtype of CRC. By performing bacterial 16S rRNA sequencing, the fecal microbiota profile was then investigated either in CRC-carrying mice or in a cohort of human CRC subjects. The microbial communities’ functional profile was also predicted. Data were compared with Mann-Whitney U, Welch’s t-test for unequal variances and Kruskal-Wallis test with Benjamini–Hochberg false discovery rate (FDR) correction, extracted as potential BRAF class biomarkers and selected as model features. The obtained mean test prediction scores were subjected to Receiver Operating characteristic (ROC) analysis. To discriminate the BRAF status, a Random Forest classifier (RF) was employed. RESULTS: A specific microbial signature distinctive for BRAF status emerged, being the BRAF-mutated cases closer to healthy controls than BRAF wild-type counterpart. In agreement, a considerable score of correlation was also pointed out between bacteria abundance from BRAF-mutated cases and the level of markers distinctive of BRAF(V600E) pathway, including those involved in inflammation, innate immune response and epithelial-mesenchymal transition. We provide evidence that two candidate bacterial markers, Prevotella enoeca and Ruthenibacterium lactatiformans, more abundant in BRAF(V600E) and BRAF wild-type subjects respectively, emerged as single factors with the best performance in distinguishing BRAF status (AUROC = 0.72 and 0.74, respectively, 95% confidence interval). Furthermore, the combination of the 10 differentially represented microorganisms between the two groups improved performance in discriminating serrated CRC driven by BRAF mutation from BRAF wild-type CRC cases (AUROC = 0.85, 95% confidence interval, 0.69–1.01). CONCLUSION: Overall, our results suggest that BRAF(V600E) mutation itself drives a distinctive gut microbiota signature and provide predictive CRC-associated bacterial biomarkers able to discriminate BRAF status in CRC patients and, thus, useful to devise non-invasive patient-selective diagnostic strategies and patient-tailored optimized therapies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13046-020-01801-w. |
format | Online Article Text |
id | pubmed-7737386 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-77373862020-12-17 BRAF(V600E) mutation impinges on gut microbial markers defining novel biomarkers for serrated colorectal cancer effective therapies Trivieri, Nadia Pracella, Riccardo Cariglia, Maria Grazia Panebianco, Concetta Parrella, Paola Visioli, Alberto Giani, Fabrizio Soriano, Amata Amy Barile, Chiara Canistro, Giuseppe Latiano, Tiziana Pia Dimitri, Lucia Bazzocchi, Francesca Cassano, Dario Vescovi, Angelo L. Pazienza, Valerio Binda, Elena J Exp Clin Cancer Res Research BACKGROUND: Colorectal cancer (CRC) harboring BRAF(V600E) mutation exhibits low response to conventional therapy and poorest prognosis. Due to the emerging correlation between gut microbiota and CRC carcinogenesis, we investigated in serrated BRAF(V600E) cases the existence of a peculiar fecal microbial fingerprint and specific bacterial markers, which might represent a tool for the development of more effective clinical strategies. METHODS: By injecting human CRC stem-like cells isolated from BRAF(V600E) patients in immunocompromised mice, we described a new xenogeneic model of this subtype of CRC. By performing bacterial 16S rRNA sequencing, the fecal microbiota profile was then investigated either in CRC-carrying mice or in a cohort of human CRC subjects. The microbial communities’ functional profile was also predicted. Data were compared with Mann-Whitney U, Welch’s t-test for unequal variances and Kruskal-Wallis test with Benjamini–Hochberg false discovery rate (FDR) correction, extracted as potential BRAF class biomarkers and selected as model features. The obtained mean test prediction scores were subjected to Receiver Operating characteristic (ROC) analysis. To discriminate the BRAF status, a Random Forest classifier (RF) was employed. RESULTS: A specific microbial signature distinctive for BRAF status emerged, being the BRAF-mutated cases closer to healthy controls than BRAF wild-type counterpart. In agreement, a considerable score of correlation was also pointed out between bacteria abundance from BRAF-mutated cases and the level of markers distinctive of BRAF(V600E) pathway, including those involved in inflammation, innate immune response and epithelial-mesenchymal transition. We provide evidence that two candidate bacterial markers, Prevotella enoeca and Ruthenibacterium lactatiformans, more abundant in BRAF(V600E) and BRAF wild-type subjects respectively, emerged as single factors with the best performance in distinguishing BRAF status (AUROC = 0.72 and 0.74, respectively, 95% confidence interval). Furthermore, the combination of the 10 differentially represented microorganisms between the two groups improved performance in discriminating serrated CRC driven by BRAF mutation from BRAF wild-type CRC cases (AUROC = 0.85, 95% confidence interval, 0.69–1.01). CONCLUSION: Overall, our results suggest that BRAF(V600E) mutation itself drives a distinctive gut microbiota signature and provide predictive CRC-associated bacterial biomarkers able to discriminate BRAF status in CRC patients and, thus, useful to devise non-invasive patient-selective diagnostic strategies and patient-tailored optimized therapies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13046-020-01801-w. BioMed Central 2020-12-14 /pmc/articles/PMC7737386/ /pubmed/33317591 http://dx.doi.org/10.1186/s13046-020-01801-w Text en © The Author(s) 2020 Open AccessThis 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/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Trivieri, Nadia Pracella, Riccardo Cariglia, Maria Grazia Panebianco, Concetta Parrella, Paola Visioli, Alberto Giani, Fabrizio Soriano, Amata Amy Barile, Chiara Canistro, Giuseppe Latiano, Tiziana Pia Dimitri, Lucia Bazzocchi, Francesca Cassano, Dario Vescovi, Angelo L. Pazienza, Valerio Binda, Elena BRAF(V600E) mutation impinges on gut microbial markers defining novel biomarkers for serrated colorectal cancer effective therapies |
title | BRAF(V600E) mutation impinges on gut microbial markers defining novel biomarkers for serrated colorectal cancer effective therapies |
title_full | BRAF(V600E) mutation impinges on gut microbial markers defining novel biomarkers for serrated colorectal cancer effective therapies |
title_fullStr | BRAF(V600E) mutation impinges on gut microbial markers defining novel biomarkers for serrated colorectal cancer effective therapies |
title_full_unstemmed | BRAF(V600E) mutation impinges on gut microbial markers defining novel biomarkers for serrated colorectal cancer effective therapies |
title_short | BRAF(V600E) mutation impinges on gut microbial markers defining novel biomarkers for serrated colorectal cancer effective therapies |
title_sort | braf(v600e) mutation impinges on gut microbial markers defining novel biomarkers for serrated colorectal cancer effective therapies |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7737386/ https://www.ncbi.nlm.nih.gov/pubmed/33317591 http://dx.doi.org/10.1186/s13046-020-01801-w |
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