Evidence map›Paper›PMID 42148128›Full record

ArticleFrontiers in immunology2026

Multi-omics analysis identifies NFIL3 as a hypoxia-associated immune regulator in septic cardiomyopathy.

Haibei Sun, Yuxiao Feng, Rongjiao Shao, Weizhuo Liu, Zhenyu Ren, Xumin Hou, Bin He

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Article in Frontiers in immunology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Haibei Sun *Department of Critical Care Medicine and Emergency, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Yuxiao Feng *Department of Cardiology, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Rongjiao ShaoDepartment of Anesthesiology, Huadong Hospital, Fudan University, Shanghai, China.
Weizhuo LiuDepartment of Critical Care Medicine and Emergency, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Zhenyu RenDepartment of Critical Care Medicine and Emergency, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Xumin HouDepartment of Cardiology, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Bin HeDepartment of Critical Care Medicine and Emergency, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Sepsis is a life-threatening syndrome caused by a dysregulated host response to infection and is associated with high mortality in intensive care units. Septic cardiomyopathy (SCM) is a frequent and severe complication of sepsis; however, its underlying molecular mechanisms and immune regulatory networks remain incompletely understood. Methods: Transcriptomic profiling of septic mouse myocardium was performed to characterize hypoxia-associated immune remodeling at both bulk and single-cell levels. Hypoxia-related genes were identified through integrative differential expression and network analyses. These candidate genes were mapped to human peripheral blood transcriptomic datasets for machine learning-based biomarker selection, followed by two-sample Mendelian randomization analysis to assess their causal relevance to sepsis. Results: Septic myocardium exhibited prominent activation of hypoxia-related signaling accompanied by immune landscape remodeling, characterized by increased macrophage infiltration. NFIL3, TGM2, and SDC4 were identified as key hypoxia-associated hub genes and showed robust diagnostic performance in independent human peripheral blood cohorts. Two-sample Mendelian randomization analysis demonstrated that genetically predicted higher NFIL3 expression was significantly associated with increased sepsis risk. Single-cell analysis revealed predominant enrichment of Conclusion: This study systematically delineates the molecular basis of septic cardiomyopathy, highlighting hypoxia-driven immune dysregulation as a central pathogenic mechanism. As a key hypoxia-responsive immune regulator, NFIL3 may play a critical role in the development of septic cardiac injury. These findings identify novel molecular targets for the early diagnosis and therapeutic intervention of sepsis and its associated myocardial damage.

Indexed as

CardiomyopathiesHypoxiaSepsisAnimalsBiomarkersDisease Models, AnimalGene Expression ProfilingHumansMacrophagesMaleMiceMultiomicsSignal TransductionTranscriptomeBiomarkershypoxiaimmune microenvironmentmachine learningMendelian randomizationseptic cardiomyopathysingle-cell RNA sequencing

Identifiers

PMID42148128
PMCPMC13171352

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.