Multi-omics analysis revealed the regulation mode of intratumor microorganisms and microbial signatures in gastrointestinal cancer
- 7 November 2023
- journal article
- research article
- Published by Oxford University Press (OUP) in Carcinogenesis
- Vol. 45 (3) , 149-162
Abstract
Objective: Gastrointestinal cancer is one of the most common malignant tumors in the world, and its incidence rate is always high. In recent years, research has shown that microorganisms may play a broad role in the diagnosis, pathogenesis, and treatment of cancer. Methods: In this study, samples were first classified according to the microbial expression data of Gastrointestinal cancer, followed by functional enrichment and Immunoassay. In order to better understand the role of intratumor microorganisms in the prognosis, we screened gene signatures and constructed risk model through univariate cox and lasso regression and multivariable cox, then screened microbial signatures using zero-inflated model regression model and constructed risk index (RI), and finally predicted the immunotherapeutic effect of the risk model. Results: The results indicate that the composition of tumor microorganisms in the C3 subtype is closely related to tumor angiogenesis, and there is a significant difference in the proportion of innate and acquired immune cells between the C2 and C1 subtypes, as well as differences in the physiological functions of immune cells. There are significant differences in the expression of microbial signatures between high and low risk subtypes, with 9 microbial signatures upregulated in high risk subtypes and 15 microbial signatures upregulated in low risk subtypes. These microbial signatures were significantly correlated with the prognosis of patients. The results of immunotherapy indicate that immunotherapy for high-risk subtypes is more effective. Conclusion: Overall, we analyze from the perspective of microorganisms within tumors, pointing out new directions for the diagnosis and treatment of cancer.Keywords
Funding Information
- National Natural Science Foundation of China (81973977)
This publication has 50 references indexed in Scilit:
- Privacy-preserving Kruskal–Wallis testComputer Methods and Programs in Biomedicine, 2013
- Safety, Activity, and Immune Correlates of Anti–PD-1 Antibody in CancerNew England Journal of Medicine, 2012
- The AMPK signalling pathway coordinates cell growth, autophagy and metabolismNature Cell Biology, 2011
- Intestinal Microbiota in Healthy Adults: Temporal Analysis Reveals Individual and Common Core and Relation to Intestinal SymptomsPLOS ONE, 2011
- ConsensusClusterPlus: a class discovery tool with confidence assessments and item trackingBioinformatics, 2010
- EnterotoxigenicBacteroides fragilis: a Rogue among SymbiotesClinical Microbiology Reviews, 2009
- WGCNA: an R package for weighted correlation network analysisBMC Bioinformatics, 2008
- Bacteroides: the Good, the Bad, and the Nitty-GrittyClinical Microbiology Reviews, 2007
- Phosphoinositide 3-kinase in T cell activation and survivalBiochemical Society Transactions, 2004
- Hydrogen peroxide as second messenger in lymphocyte activationNature Immunology, 2002