Microbiome Profiling from Fecal Immunochemical Test Reveals Microbial Signatures with Potential for Colorectal Cancer Screening

被引:6
|
作者
Khannous-Lleiffe, Olfat [1 ,2 ]
Willis, Jesse R. [1 ,2 ]
Saus, Ester [1 ,2 ]
Moreno, Victor [3 ,4 ,5 ,6 ]
Castellvi-Bel, Sergi [6 ,7 ]
Gabaldon, Toni [1 ,2 ,8 ,9 ]
机构
[1] Barcelona Supercomp Ctr BSC CNS, Carrer Jordi Girona 29,31, Barcelona 08034, Spain
[2] Inst Res Biomed IRB, Carrer Baldiri Reixac 10, Barcelona 08028, Spain
[3] Catalan Inst Oncol ICO, Barcelona 08908, Spain
[4] Bellvitge Biomed Res Inst IDIBELL, Barcelona 08908, Spain
[5] Consortium Biomed Res Epidemiol & Publ Hlth CIBER, Av Monforte de Lemos 3-5, Madrid 28029, Spain
[6] Univ Barcelona, Gastroenterol Dept, Barcelona 08036, Spain
[7] Hosp Clin Barcelona, Gastroenterol Dept, Inst Invest Biomed August Pi & Sunyer IDIBAPS, Ctr Invest Biomed Red Enfermedades Hepat & Digest, Barcelona 08036, Spain
[8] Inst Catalana Recerca & Estudis Avancats ICREA, Pg Lluis Co 23, Barcelona 08010, Spain
[9] Ctr Invest Biomed Red Enfermedades Infecciosas CI, Barcelona 08028, Spain
关键词
colorectal cancer; microbiome; 16S rRNA sequencing; screening; diagnosis; HUMAN GUT MICROBIOME; COLONOSCOPY; COLLECTION; INFERENCE; MODELS;
D O I
10.3390/cancers15010120
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Simple Summary Colorectal cancer (CRC) is a global healthcare challenge that involves both genetic and environmental factors. Several pieces of evidence suggest that alterations of the gut microbiome can influence CRC development. In the present study we analyzed 16S rRNA sequencing data from fecal immunochemical test (FIT) samples from a large cohort, observing a predictive potential of the microbiome, revealing changes along the path from healthy tissue to carcinoma. Our work has implications in the understanding of the roles of microbes on the adenoma to carcinoma progression and opens the door to an improvement of the current CRC screening programmes. Colorectal cancer (CRC) is the third most common cancer and the second leading cause of cancer deaths worldwide. Early diagnosis of CRC, which saves lives and enables better outcomes, is generally implemented through a two-step population screening approach based on the use of Fecal Immunochemical Test (FIT) followed by colonoscopy if the test is positive. However, the FIT step has a high false positive rate, and there is a need for new predictive biomarkers to better prioritize cases for colonoscopy. Here we used 16S rRNA metabarcoding from FIT positive samples to uncover microbial taxa, taxon co-occurrence and metabolic features significantly associated with different colonoscopy outcomes, underscoring a predictive potential and revealing changes along the path from healthy tissue to carcinoma. Finally, we used machine learning to develop a two-phase classifier which reduces the current false positive rate while maximizing the inclusion of CRC and clinically relevant samples.
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页数:22
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