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Phân tích đa dạng hệ vi sinh vật đa omics×Phân tích đa dạng vi khuẩn chí dựa trên mạng lưới×
Lĩnh vựcTin sinh họcTin sinh học
HọProcess / pipelineProcess / pipeline
Năm ra đời2010s–present2012
Người khởi xướngDeveloped collectively; key frameworks by Le Cao et al. (mixOmics, 2017) and Argelaguet et al. (MOFA, 2018)Faust, Raes, Friedman, Alm and colleagues
LoạiIntegrative computational pipelineIntegrative bioinformatics pipeline
Công trình gốcRohart, F., Gautier, B., Singh, A., & Le Cao, K.-A. (2017). mixOmics: An R package for 'omics feature selection and multiple data integration. PLOS Computational Biology, 13(11), e1005752. DOI ↗Friedman, J., & Alm, E. J. (2012). Inferring correlation networks from genomic survey data. PLoS Computational Biology, 8(9), e1002687. DOI ↗
Tên gọi khácmulti-omics microbiome profiling, integrated microbiome omics, multi-modal microbiome analysis, microbiome multi-omics integrationmicrobial co-occurrence network analysis, microbiome network ecology, ecological network-based diversity, NBMDA
Liên quan55
Tóm tắtMulti-omics microbiome diversity analysis integrates two or more omic data layers — such as metagenomics, metatranscriptomics, metabolomics, and metaproteomics — to characterise both the composition and functional activity of microbial communities. By linking taxonomic diversity metrics with molecular phenotype data, the approach uncovers how community structure translates into ecological and host-relevant functions that no single omic layer can reveal alone.Network-based microbiome diversity analysis integrates graph-theoretic co-occurrence network inference with classical alpha- and beta-diversity metrics to characterize the structural organization of microbial communities. Rather than treating taxa as independent entities, the method models pairwise microbial associations as edges in a network, enabling identification of keystone taxa, community modules, and ecological interaction patterns that simple diversity indices cannot detect.
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ScholarGateSo sánh phương pháp: Multi-omics microbiome diversity analysis · Network-based microbiome diversity analysis. Truy cập ngày 2026-06-18 từ https://scholargate.app/vi/compare