NINJ1 Defines a Hyperinflammatory Monocyte State Associated with Severe COVID-19

Background/Objectives: Severe coronavirus disease 2019 (COVID-19) is characterized by dysregulated immune activation and excessive inflammation; however, the specific immune cell states that drive disease progression remain incompletely understood. Methods: Here, we integrated single-cell RNA sequencing analysis of peripheral blood mononuclear cells with clinical validation to investigate the role of Ninjurin-1 (NINJ1) in COVID-19-associated immune dysregulation. Results: Single-cell profiling revealed that NINJ1 expression was largely confined to monocytes and defined as a distinct NINJ1+ inflammatory monocyte state in patients with COVID-19. Compared with NINJ1− monocytes, NINJ1+ monocytes exhibited enhanced inflammatory transcriptional programs, altered regulon activity, and increased cell–cell communication capacity, suggesting their potential role as a highly activated immune state involved in inflammatory amplification. Further ligand–receptor interaction analysis demonstrated that NINJ1+ monocytes functioned as key communication hubs within the COVID-19 immune landscape, coordinating extensive interactions with other immune populations. In an independent cohort of 99 COVID-19 patients and 51 healthy controls, serum NINJ1 levels were significantly elevated in infected individuals and were further increased in non-survivors. Circulating NINJ1 levels correlated with inflammatory and immune dysregulation indicators, including C-reactive protein, procalcitonin, prothrombin time, neutrophil-to-lymphocyte ratio, and lymphocyte depletion. Receiver operating characteristic analysis demonstrated that serum NINJ1 exhibited significant predictive value for in-hospital mortality. Conclusions: Collectively, our findings identify NINJ1+ inflammatory monocytes as an activated immune state associated with the transition from protective innate defense to pathological inflammation, providing new insights into COVID-19 immunopathogenesis and highlighting NINJ1 as a promising biomarker candidate for risk stratification and therapeutic exploration.

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Publication Details

Journal
Biomedicines
Published
2026-09-29
DOI
https://doi.org/10.3390/biomedicines14102203
Primary Topic
Single-cell and spatial transcriptomics
Type
article
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article

NINJ1 Defines a Hyperinflammatory Monocyte State Associated with Severe COVID-19

Fang Yu, Yiying Yang, Hao Ma, Muyuan Li et al.
Biomedicines
Single-cell and spatial transcriptomics
article

NINJ1 Defines a Hyperinflammatory Monocyte State Associated with Severe COVID-19

Fang Yu, Yiying Yang, Hao Ma, Muyuan Li, Huali Zhang
article en

Abstract

Background/Objectives: Severe coronavirus disease 2019 (COVID-19) is characterized by dysregulated immune activation and excessive inflammation; however, the specific immune cell states that drive disease progression remain incompletely understood. Methods: Here, we integrated single-cell RNA sequencing analysis of peripheral blood mononuclear cells with clinical validation to investigate the role of Ninjurin-1 (NINJ1) in COVID-19-associated immune dysregulation. Results: Single-cell profiling revealed that NINJ1 expression was largely confined to monocytes and defined as a distinct NINJ1+ inflammatory monocyte state in patients with COVID-19. Compared with NINJ1− monocytes, NINJ1+ monocytes exhibited enhanced inflammatory transcriptional programs, altered regulon activity, and increased cell–cell communication capacity, suggesting their potential role as a highly activated immune state involved in inflammatory amplification. Further ligand–receptor interaction analysis demonstrated that NINJ1+ monocytes functioned as key communication hubs within the COVID-19 immune landscape, coordinating extensive interactions with other immune populations. In an independent cohort of 99 COVID-19 patients and 51 healthy controls, serum NINJ1 levels were significantly elevated in infected individuals and were further increased in non-survivors. Circulating NINJ1 levels correlated with inflammatory and immune dysregulation indicators, including C-reactive protein, procalcitonin, prothrombin time, neutrophil-to-lymphocyte ratio, and lymphocyte depletion. Receiver operating characteristic analysis demonstrated that serum NINJ1 exhibited significant predictive value for in-hospital mortality. Conclusions: Collectively, our findings identify NINJ1+ inflammatory monocytes as an activated immune state associated with the transition from protective innate defense to pathological inflammation, providing new insights into COVID-19 immunopathogenesis and highlighting NINJ1 as a promising biomarker candidate for risk stratification and therapeutic exploration.

BiomedicinesVol. 14(10)
Central South University (CN), Xiangya Hospital Central South University (CN)
Good health and well-being
Openalex Percentile: Top 20%
Single-cell and spatial transcriptomics
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