← Back to Explore

Type 2 Diabetes and Ulcerative Colitis: Shared Gut Microbiome Dysbiosis, a Biomarker for Colorectal Cancer

ISEF · 2021 Computational Biology and Bioinformatics

Overview

Ulcerative colitis (UC) and type 2 diabetes (T2D) are associated with high risks of colorectal cancer (CRC), yet bacterial biomarkers for CRC present in both remain unclear. In this study, a cross-study analysis was conducted of T2D and UC gut microbiomes to find shared CRC biomarkers for early CRC detection. Metagenomic and 16S rRNA gene sequencing re-analyzation were performed on colon and rectum samples in 6 datasets with UC, T2D, and CRC patients (n=209). CRC alpha diversity was shown to be the lowest compared to UC and T2D datasets. Through random forest machine learning models with 84.91%, 91.67%, and 83.25% accuracy, decreased levels of Ruminococcaceae UCG-002 spp. and Ruminiclostridium 6 spp. were identified as a bacterial biomarker linking UC and T2D. Increased levels of D. longicatena was identified as a common biomarker between T2D and CRC. Inconclusive levels of D. longicatena levels and Prevotella 9 spp. were identified as common CRC biomarkers between UC and T2D, as well as increased Bacteroides spp. and decreased Faecalibacterium sp. CM04-06. Through identifying bacterial CRC biomarkers present in UC and T2D, this study emphasizes a comprehensive bioinformatics approach for microbe analyzation in CRC diagnosis.

Awards (1)

  • Patent and Trademark Office Society: Second Award of $500 $500

Competition history

  • ISEF 2021 Computational Biology and Bioinformatics · Entry CBIO057

Resources

Related projects

Closest projects by meaning, across every fair and year in the corpus.

Source: Regeneron International Science and Engineering Fair

Save projects to your library

Sign in with Google to keep track of projects you find interesting, organized into folders. Browsing stays public.

Continue with Google