Cargando…
Surgical Treatment for Colorectal Cancer Partially Restores Gut Microbiome and Metabolome Traits
Accumulating evidence indicates that the gut microbiome and metabolites are associated with colorectal cancer (CRC). However, the influence of surgery for CRC treatment on the gut microbiome and metabolites and how it relates to CRC risk in postoperative CRC patients remain partially understood. Her...
Autores principales: | , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Society for Microbiology
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9040882/ https://www.ncbi.nlm.nih.gov/pubmed/35311577 http://dx.doi.org/10.1128/msystems.00018-22 |
_version_ | 1784694429224796160 |
---|---|
author | Shiroma, Hirotsugu Shiba, Satoshi Erawijantari, Pande Putu Takamaru, Hiroyuki Yamada, Masayoshi Sakamoto, Taku Kanemitsu, Yukihide Mizutani, Sayaka Soga, Tomoyoshi Saito, Yutaka Shibata, Tatsuhiro Fukuda, Shinji Yachida, Shinichi Yamada, Takuji |
author_facet | Shiroma, Hirotsugu Shiba, Satoshi Erawijantari, Pande Putu Takamaru, Hiroyuki Yamada, Masayoshi Sakamoto, Taku Kanemitsu, Yukihide Mizutani, Sayaka Soga, Tomoyoshi Saito, Yutaka Shibata, Tatsuhiro Fukuda, Shinji Yachida, Shinichi Yamada, Takuji |
author_sort | Shiroma, Hirotsugu |
collection | PubMed |
description | Accumulating evidence indicates that the gut microbiome and metabolites are associated with colorectal cancer (CRC). However, the influence of surgery for CRC treatment on the gut microbiome and metabolites and how it relates to CRC risk in postoperative CRC patients remain partially understood. Here, we collected 170 fecal samples from 85 CRC patients pre- and approximately 1 year postsurgery and performed shotgun metagenomic sequencing and capillary electrophoresis-time of flight mass spectrometry-based metabolomics analyses to characterize alterations between pre- and postsurgery. We determined that the relative abundance of 114 species was altered postsurgery (P < 0.005). CRC-associated species, such as Fusobacterium nucleatum, were decreased postsurgery. On the other hand, Clostridium scindens, carcinogenesis-associated deoxycholate (DCA)-producing species, and its biotransformed genes (bai operon) were increased postsurgery. The concentration of 60 fecal metabolites was also altered postsurgery (P < 0.005). Two bile acids, cholate and DCA, were increased postsurgery. We developed methods to estimate postoperative CRC risk based on the gut microbiome and metabolomic compositions using a random forest machine-learning algorithm that classifies large adenoma or early-stage CRC and healthy controls from publicly available data sets. We applied methods to preoperative samples and then compared the estimated CRC risk between the two groups according to the presence of large adenoma or tumors 5 years postsurgery (P < 0.05). Overall, our results show that the gut microbiome and metabolites dynamically change from pre- to postsurgery. In postoperative CRC patients, potential CRC risk derived from gut microbiome and metabolites still remains, which indicates the importance of follow-up assessments. IMPORTANCE The gut microbiome and metabolites are associated with CRC progression and carcinogenesis. Postoperative CRC patients are reported to be at an increased CRC risk; however, how gut microbiome and metabolites are related to CRC risk in postoperative patients remains only partially understood. In this study, we investigated the influence of surgical CRC treatment on the gut microbiome and metabolites. We found that the CRC-associated species Fusobacterium nucleatum was decreased postsurgery, whereas carcinogenesis-associated DCA and its producing species and genes were increased postsurgery. We developed methods to estimate postoperative CRC risk based on the gut microbiome and metabolomic compositions. We applied methods to compare the estimated CRC risk between two groups according to the presence of large adenoma or tumors after 5 years postsurgery. To our knowledge, this study is the first report on differences between pre- and postsurgery using metagenomics and metabolomics data analysis. Our methods might be used for CRC risk assessment in postoperative patients. |
format | Online Article Text |
id | pubmed-9040882 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | American Society for Microbiology |
record_format | MEDLINE/PubMed |
spelling | pubmed-90408822022-04-27 Surgical Treatment for Colorectal Cancer Partially Restores Gut Microbiome and Metabolome Traits Shiroma, Hirotsugu Shiba, Satoshi Erawijantari, Pande Putu Takamaru, Hiroyuki Yamada, Masayoshi Sakamoto, Taku Kanemitsu, Yukihide Mizutani, Sayaka Soga, Tomoyoshi Saito, Yutaka Shibata, Tatsuhiro Fukuda, Shinji Yachida, Shinichi Yamada, Takuji mSystems Research Article Accumulating evidence indicates that the gut microbiome and metabolites are associated with colorectal cancer (CRC). However, the influence of surgery for CRC treatment on the gut microbiome and metabolites and how it relates to CRC risk in postoperative CRC patients remain partially understood. Here, we collected 170 fecal samples from 85 CRC patients pre- and approximately 1 year postsurgery and performed shotgun metagenomic sequencing and capillary electrophoresis-time of flight mass spectrometry-based metabolomics analyses to characterize alterations between pre- and postsurgery. We determined that the relative abundance of 114 species was altered postsurgery (P < 0.005). CRC-associated species, such as Fusobacterium nucleatum, were decreased postsurgery. On the other hand, Clostridium scindens, carcinogenesis-associated deoxycholate (DCA)-producing species, and its biotransformed genes (bai operon) were increased postsurgery. The concentration of 60 fecal metabolites was also altered postsurgery (P < 0.005). Two bile acids, cholate and DCA, were increased postsurgery. We developed methods to estimate postoperative CRC risk based on the gut microbiome and metabolomic compositions using a random forest machine-learning algorithm that classifies large adenoma or early-stage CRC and healthy controls from publicly available data sets. We applied methods to preoperative samples and then compared the estimated CRC risk between the two groups according to the presence of large adenoma or tumors 5 years postsurgery (P < 0.05). Overall, our results show that the gut microbiome and metabolites dynamically change from pre- to postsurgery. In postoperative CRC patients, potential CRC risk derived from gut microbiome and metabolites still remains, which indicates the importance of follow-up assessments. IMPORTANCE The gut microbiome and metabolites are associated with CRC progression and carcinogenesis. Postoperative CRC patients are reported to be at an increased CRC risk; however, how gut microbiome and metabolites are related to CRC risk in postoperative patients remains only partially understood. In this study, we investigated the influence of surgical CRC treatment on the gut microbiome and metabolites. We found that the CRC-associated species Fusobacterium nucleatum was decreased postsurgery, whereas carcinogenesis-associated DCA and its producing species and genes were increased postsurgery. We developed methods to estimate postoperative CRC risk based on the gut microbiome and metabolomic compositions. We applied methods to compare the estimated CRC risk between two groups according to the presence of large adenoma or tumors after 5 years postsurgery. To our knowledge, this study is the first report on differences between pre- and postsurgery using metagenomics and metabolomics data analysis. Our methods might be used for CRC risk assessment in postoperative patients. American Society for Microbiology 2022-03-21 /pmc/articles/PMC9040882/ /pubmed/35311577 http://dx.doi.org/10.1128/msystems.00018-22 Text en Copyright © 2022 Shiroma et al. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Article Shiroma, Hirotsugu Shiba, Satoshi Erawijantari, Pande Putu Takamaru, Hiroyuki Yamada, Masayoshi Sakamoto, Taku Kanemitsu, Yukihide Mizutani, Sayaka Soga, Tomoyoshi Saito, Yutaka Shibata, Tatsuhiro Fukuda, Shinji Yachida, Shinichi Yamada, Takuji Surgical Treatment for Colorectal Cancer Partially Restores Gut Microbiome and Metabolome Traits |
title | Surgical Treatment for Colorectal Cancer Partially Restores Gut Microbiome and Metabolome Traits |
title_full | Surgical Treatment for Colorectal Cancer Partially Restores Gut Microbiome and Metabolome Traits |
title_fullStr | Surgical Treatment for Colorectal Cancer Partially Restores Gut Microbiome and Metabolome Traits |
title_full_unstemmed | Surgical Treatment for Colorectal Cancer Partially Restores Gut Microbiome and Metabolome Traits |
title_short | Surgical Treatment for Colorectal Cancer Partially Restores Gut Microbiome and Metabolome Traits |
title_sort | surgical treatment for colorectal cancer partially restores gut microbiome and metabolome traits |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9040882/ https://www.ncbi.nlm.nih.gov/pubmed/35311577 http://dx.doi.org/10.1128/msystems.00018-22 |
work_keys_str_mv | AT shiromahirotsugu surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT shibasatoshi surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT erawijantaripandeputu surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT takamaruhiroyuki surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT yamadamasayoshi surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT sakamototaku surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT kanemitsuyukihide surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT mizutanisayaka surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT sogatomoyoshi surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT saitoyutaka surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT shibatatatsuhiro surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT fukudashinji surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT yachidashinichi surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits AT yamadatakuji surgicaltreatmentforcolorectalcancerpartiallyrestoresgutmicrobiomeandmetabolometraits |