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A comprehensive analysis of immune features and construction of an immune gene diagnostic model for sepsis
by
Xiao, Ziyan
, Zhu, Fengxue
, Zhao, Xiujuan
, Xue, Haiyan
, Li, Shu
, Zhao, Jie
, Wang, Zhenzhou
in
Analysis
/ Animal Genetics and Genomics
/ Biological markers
/ Biomarkers
/ Biomedical and Life Sciences
/ Care and treatment
/ Cluster analysis
/ Datasets
/ Diagnosis
/ Diagnostic model
/ Diagnostic systems
/ Gene expression
/ Gene set enrichment analysis
/ Genes
/ Genetic aspects
/ Health aspects
/ Immune disorder
/ Immune subtype
/ Immune system
/ Immunology
/ Infection
/ Life Sciences
/ Microarrays
/ Microbial Genetics and Genomics
/ Mortality
/ Multiple organ dysfunction syndrome
/ Multiple organ failure
/ Network analysis
/ Online data bases
/ Plant Genetics and Genomics
/ Prevention
/ Prognosis
/ Proteomics
/ Risk factors
/ Robustness
/ Sepsis
/ Transcriptomes
/ Tumor necrosis factor-TNF
2023
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A comprehensive analysis of immune features and construction of an immune gene diagnostic model for sepsis
by
Xiao, Ziyan
, Zhu, Fengxue
, Zhao, Xiujuan
, Xue, Haiyan
, Li, Shu
, Zhao, Jie
, Wang, Zhenzhou
in
Analysis
/ Animal Genetics and Genomics
/ Biological markers
/ Biomarkers
/ Biomedical and Life Sciences
/ Care and treatment
/ Cluster analysis
/ Datasets
/ Diagnosis
/ Diagnostic model
/ Diagnostic systems
/ Gene expression
/ Gene set enrichment analysis
/ Genes
/ Genetic aspects
/ Health aspects
/ Immune disorder
/ Immune subtype
/ Immune system
/ Immunology
/ Infection
/ Life Sciences
/ Microarrays
/ Microbial Genetics and Genomics
/ Mortality
/ Multiple organ dysfunction syndrome
/ Multiple organ failure
/ Network analysis
/ Online data bases
/ Plant Genetics and Genomics
/ Prevention
/ Prognosis
/ Proteomics
/ Risk factors
/ Robustness
/ Sepsis
/ Transcriptomes
/ Tumor necrosis factor-TNF
2023
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A comprehensive analysis of immune features and construction of an immune gene diagnostic model for sepsis
by
Xiao, Ziyan
, Zhu, Fengxue
, Zhao, Xiujuan
, Xue, Haiyan
, Li, Shu
, Zhao, Jie
, Wang, Zhenzhou
in
Analysis
/ Animal Genetics and Genomics
/ Biological markers
/ Biomarkers
/ Biomedical and Life Sciences
/ Care and treatment
/ Cluster analysis
/ Datasets
/ Diagnosis
/ Diagnostic model
/ Diagnostic systems
/ Gene expression
/ Gene set enrichment analysis
/ Genes
/ Genetic aspects
/ Health aspects
/ Immune disorder
/ Immune subtype
/ Immune system
/ Immunology
/ Infection
/ Life Sciences
/ Microarrays
/ Microbial Genetics and Genomics
/ Mortality
/ Multiple organ dysfunction syndrome
/ Multiple organ failure
/ Network analysis
/ Online data bases
/ Plant Genetics and Genomics
/ Prevention
/ Prognosis
/ Proteomics
/ Risk factors
/ Robustness
/ Sepsis
/ Transcriptomes
/ Tumor necrosis factor-TNF
2023
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A comprehensive analysis of immune features and construction of an immune gene diagnostic model for sepsis
Journal Article
A comprehensive analysis of immune features and construction of an immune gene diagnostic model for sepsis
2023
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Overview
Sepsis is a life-threatening syndrome resulting from immune system dysfunction that is caused by infection. It is of great importance to analyze the immune characteristics of sepsis, identify the key immune system related genes, and construct diagnostic models for sepsis. In this study, the sepsis transcriptome and expression profiling data were merged into an integrated dataset containing 277 sepsis samples and 117 non-sepsis control samples. Single-sample gene set enrichment analysis (ssGSEA) was used to assess the immune cell infiltration. Two sepsis immune subtypes were identified based on the 22 differential immune cells between the sepsis and the healthy control groups. Weighted gene co-expression network analysis (WCGNA) was used to identify the key module genes. Then, 36 differentially expressed immune-related genes were identified, based on which a robust diagnostic model was constructed with 11 diagnostic genes. The expression of 11 diagnostic genes was finally assessed in the training and validation datasets respectively. In this study, we provide comprehensive insight into the immune features of sepsis and establish a robust diagnostic model for sepsis. These findings may provide new strategies for the early diagnosis of sepsis in the future.
Publisher
BioMed Central,BioMed Central Ltd,Springer Nature B.V,BMC
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