Inflammatory bowel disease biomarkers revealed by the human gut microbiome network

被引:5
|
作者
Hu, Mirko [1 ]
Caldarelli, Guido [2 ,3 ,4 ,5 ]
Gili, Tommaso [6 ]
机构
[1] Univ Parma, Dept Med & Surg, I-43121 Parma, Italy
[2] Ca Foscari Univ Venice, Dept Mol Sci & Nanosyst, I-30123 Venice, Italy
[3] Natl Res Council ISC CNR, Inst Complex Syst, I-00185 Rome, Italy
[4] Fdn Futuro Citta, I-50133 Florence, Italy
[5] European Ctr Living Technol ECLT, I-30123 Venice, Italy
[6] IMT Sch Adv Studies Lucca, Networks Unit, I-55100 Lucca, Italy
关键词
IMPACT; IBD;
D O I
10.1038/s41598-023-46184-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Inflammatory bowel diseases (IBDs) are complex medical conditions in which the gut microbiota is attacked by the immune system of genetically predisposed subjects when exposed to yet unclear environmental factors. The complexity of this class of diseases makes them suitable to be represented and studied with network science. In this paper, the metagenomic data of control, Crohn's disease, and ulcerative colitis subjects' gut microbiota were investigated by representing this data as correlation networks and co-expression networks. We obtained correlation networks by calculating Pearson's correlation between gene expression across subjects. A percolation-based procedure was used to threshold and binarize the adjacency matrices. In contrast, co-expression networks involved the construction of the bipartite subjects-genes networks and the monopartite genes-genes projection after binarization of the biadjacency matrix. Centrality measures and community detection were used on the so-built networks to mine data complexity and highlight possible biomarkers of the diseases. The main results were about the modules of Bacteroides, which were connected in the control subjects' correlation network, Faecalibacterium prausnitzii, where co-enzyme A became central in IBD correlation networks and Escherichia coli, whose module has different patterns of integration within the whole network in the different diagnoses.
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页数:18
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