Surgical Treatment for Colorectal Cancer Partially Restores Gut Microbiome and Metabolome Traits

dc.contributor.authorShiroma Hirotsugu
dc.contributor.authorShiba Satoshi
dc.contributor.authorErawijantari Pande Putu
dc.contributor.authorTakamaru Hiroyuki
dc.contributor.authorYamada Masayoshi
dc.contributor.authorSakamoto Taku
dc.contributor.authorKanemitsu Yukihide
dc.contributor.authorMizutani Sayaka
dc.contributor.authorSoga Tomoyoshi
dc.contributor.authorSaito Yutaka
dc.contributor.authorShibata Tatsuhiro
dc.contributor.authorFukuda Shinji
dc.contributor.authorYachida Shinichi
dc.contributor.authorYamada Takuji
dc.contributor.organizationfi=data-analytiikka|en=Data-analytiikka|
dc.contributor.organization-code1.2.246.10.2458963.20.68940835793
dc.converis.publication-id175217878
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/175217878
dc.date.accessioned2022-10-28T12:19:31Z
dc.date.available2022-10-28T12:19:31Z
dc.description.abstract<p>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 post-surgery 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.</p><p>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.</p>
dc.identifier.eissn2379-5077
dc.identifier.jour-issn2379-5077
dc.identifier.olddbid175844
dc.identifier.oldhandle10024/158938
dc.identifier.urihttps://www.utupub.fi/handle/11111/29669
dc.identifier.urlhttps://journals.asm.org/doi/10.1128/msystems.00018-22
dc.identifier.urnURN:NBN:fi-fe2022081153964
dc.language.isoen
dc.okm.affiliatedauthorErawijantari, Pande
dc.okm.discipline3111 Biomedicineen_GB
dc.okm.discipline3122 Cancersen_GB
dc.okm.discipline3126 Surgery, anesthesiology, intensive care, radiologyen_GB
dc.okm.discipline3111 Biolääketieteetfi_FI
dc.okm.discipline3122 Syöpätauditfi_FI
dc.okm.discipline3126 Kirurgia, anestesiologia, tehohoito, radiologiafi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherAMER SOC MICROBIOLOGY
dc.publisher.countryUnited Statesen_GB
dc.publisher.countryYhdysvallat (USA)fi_FI
dc.publisher.country-codeUS
dc.relation.articlenumbere00018-22
dc.relation.doi10.1128/msystems.00018-22
dc.relation.ispartofjournalMSystems
dc.relation.issue2
dc.relation.volume7
dc.source.identifierhttps://www.utupub.fi/handle/10024/158938
dc.titleSurgical Treatment for Colorectal Cancer Partially Restores Gut Microbiome and Metabolome Traits
dc.year.issued2022

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