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Watson KM, Gardner IH, Anand S, Siemens KN, Sharpton TJ, Kasschau KD, Dewey EN, Martindale R, Gaulke CA, Liana Tsikitis V. Colonic Microbial Abundances Predict Adenoma Formers. Ann Surg 2023; 277:e817-e824. [PMID: 35129506 PMCID: PMC9023594 DOI: 10.1097/sla.0000000000005261] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE We aimed to examine associations between the oral, fecal, and mucosal microbiome communities and adenoma formation. SUMMARY BACKGROUND DATA Data are limited regarding the relationships between microbiota and preneoplastic colorectal lesions. METHODS Individuals undergoing screening colonoscopy were prospectively enrolled and divided into adenoma and nonadenoma formers. Oral, fecal, nonadenoma and adenoma-adjacent mucosa were collected along with clinical and dietary information. 16S rRNA gene libraries were generated using V4 primers. DADA2 processed sequence reads and custom R-scripts quantified microbial diversity. Linear regression identified differential taxonomy and diversity in microbial communities and machine learning identified adenoma former microbial signatures. RESULTS One hundred four subjects were included, 46% with adenomas. Mucosal and fecal samples were dominated by Firmicutes and Bacteroidetes whereas Firmicutes and Proteobacteria were most abundant in oral communities. Mucosal communities harbored significant microbial diversity that was not observed in fecal or oral communities. Random forest classifiers predicted adenoma formation using fecal, oral, and mucosal amplicon sequence variant (ASV) abundances. The mucosal classifier reliably diagnosed adenoma formation with an area under the curve (AUC) = 0.993 and an out-of-bag (OOB) error of 3.2%. Mucosal classifier accuracy was strongly influenced by five taxa associated with the family Lachnospiraceae, genera Bacteroides and Marvinbryantia, and Blautia obeum. In contrast, classifiers built using fecal and oral samples manifested high OOB error rates (47.3% and 51.1%, respectively) and poor diagnostic abilities (fecal and oral AUC = 0.53). CONCLUSION Normal mucosa microbial abundances of adenoma formers manifest unique patterns of microbial diversity that may be predictive of adenoma formation.
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Affiliation(s)
| | - Ivy H. Gardner
- Department of Surgery, Oregon Health & Science University, Portland, OR
| | - Sudarshan Anand
- Department of Cell, Developmental & Cancer Biology, Oregon Health & Science University, Portland, OR
| | - Kyla N. Siemens
- Department of Surgery, Oregon Health & Science University, Portland, OR
| | - Thomas J. Sharpton
- Department of Microbiology, Oregon State University, Corvallis, OR
- Department of Statistics, Oregon State University, Corvallis, OR
| | | | | | - Robert Martindale
- Department of Surgery, Oregon Health & Science University, Portland, OR
| | - Christopher A. Gaulke
- Department of Microbiology, Oregon State University, Corvallis, OR
- Department of Pathobiology, University of Illinois Urbana-Champaign, Urbana, IL
- Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL
| | - V. Liana Tsikitis
- Department of Surgery, Oregon Health & Science University, Portland, OR
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Watson KM, Siemens KN, Anand S, Gardner IH, Sharpton TJ, Dewey EN, Martindale R, Gaulke CA, Tsikitis VL. Dietary and lifestyle associations with microbiome diversity. Gut Pathog 2022; 14:49. [PMID: 36564812 PMCID: PMC9784278 DOI: 10.1186/s13099-022-00525-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 12/19/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Microbial dysbiosis has been closely linked with colorectal cancer development. However, data is limited regarding the relationship of the mucosal microbiome, adenomatous polyps and dietary habits. Understanding these associations may elucidate pathways for risk stratification according to diet. RESULTS Patients undergoing screening colonoscopy were included in our prospective, single center study and divided into adenoma or no adenoma cohorts. Oral, fecal, and mucosal samples were obtained. Microbial DNA was extracted, and amplicon libraries generated using primers for the 16S rRNA gene V4 region. Patient and dietary information was collected. Of 104 participants, 44% presented with polyps, which were predominantly tubular adenomas (87%). Adenoma formation and multiple patient dietary and lifestyle characteristics were associated with mucosal microbiome diversity. Lifestyle factors included age, body mass index, adenoma number, and dietary consumption of red meats, processed meats, vegetables, fruit, grain, fermented foods and alcohol. CONCLUSION In this study we showed associations between dietary habits, adenoma formation and the mucosal microbiome. These early findings suggest that ongoing research into diet modification may help reduce adenoma formation and subsequently the development of CRC.
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Affiliation(s)
- Katherine M. Watson
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
| | - Kyla N. Siemens
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
| | - Sudarshan Anand
- grid.5288.70000 0000 9758 5690Department of Cell, Developmental & Cancer Biology, Oregon Health & Science University, Portland, OR US
| | - Ivy H. Gardner
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
| | - Thomas J. Sharpton
- grid.4391.f0000 0001 2112 1969Department of Microbiology, Oregon State University, Corvallis, OR US ,grid.4391.f0000 0001 2112 1969Department of Statistics, Oregon State University, Corvallis, OR US
| | - Elizabeth N. Dewey
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
| | - Robert Martindale
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
| | - Christopher A. Gaulke
- grid.35403.310000 0004 1936 9991Department of Pathobiology, University of Illinois Urbana-Champaign, Urbana, IL US ,grid.35403.310000 0004 1936 9991Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL US
| | - Vassiliki Liana Tsikitis
- grid.5288.70000 0000 9758 5690Department of Surgery, Oregon Health & Science University, 3181 SW Sam Jackson Park Rd, Mail Code: L223A Portland, OR US
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Nelson H, Chia N. Gut Microbiome and Colon Cancer: A Plausible Explanation for Dietary Contributions to Cancer. J Am Coll Surg 2019; 229:231-235. [PMID: 31082472 DOI: 10.1016/j.jamcollsurg.2019.05.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2019] [Accepted: 05/06/2019] [Indexed: 12/20/2022]
Affiliation(s)
- Heidi Nelson
- Microbiome Program, Center for Individualized Medicine, Mayo Clinic, Rochester, MN; Colon and Rectal Surgery, Mayo Clinic, Rochester, MN.
| | - Nicholas Chia
- Microbiome Program, Center for Individualized Medicine, Mayo Clinic, Rochester, MN; Division of Surgical Research, Department of Surgery, Mayo Clinic, Rochester, MN
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