Single cell analysis identified IFN signaling activation contributes to the pathogenesis of pediatric steroid-sensitive nephrotic syndrome

Abstract Background Idiopathic nephrotic syndrome (INS) is a prevalent condition whose recurrence leads to multiple adverse effects. Previous studies on INS pathogenesis primarily focused on immune dysregulation, particularly T-cell changes and their correlation with cytokine shifts. Accumulating ev...

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Main Authors: Qiu-Yu Li, Fei Liu, Xiaoyi Li, Minchao Kang, Linnan Bai, Tong Tong, Chen Zheng, Yanyan Jin, Xiaojing Zhang, Yi Xie, Dandan Tian, Yuanqing Pan, Jingjing Wang, Haidong Fu, Na Jiao, Junnan Wu, JianHua Mao
Format: Article
Language:English
Published: BMC 2025-05-01
Series:Biomarker Research
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Online Access:https://doi.org/10.1186/s40364-025-00790-2
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author Qiu-Yu Li
Fei Liu
Xiaoyi Li
Minchao Kang
Linnan Bai
Tong Tong
Chen Zheng
Yanyan Jin
Xiaojing Zhang
Yi Xie
Dandan Tian
Yuanqing Pan
Jingjing Wang
Haidong Fu
Na Jiao
Junnan Wu
JianHua Mao
author_facet Qiu-Yu Li
Fei Liu
Xiaoyi Li
Minchao Kang
Linnan Bai
Tong Tong
Chen Zheng
Yanyan Jin
Xiaojing Zhang
Yi Xie
Dandan Tian
Yuanqing Pan
Jingjing Wang
Haidong Fu
Na Jiao
Junnan Wu
JianHua Mao
author_sort Qiu-Yu Li
collection DOAJ
description Abstract Background Idiopathic nephrotic syndrome (INS) is a prevalent condition whose recurrence leads to multiple adverse effects. Previous studies on INS pathogenesis primarily focused on immune dysregulation, particularly T-cell changes and their correlation with cytokine shifts. Accumulating evidence suggests that B-cell dysfunction also plays a role. Nevertheless, a comprehensive understanding of the mechanisms and effective treatment strategies remains incomplete. Methods This study investigates changes in gene expressions and cellular interactions of immune cells at a single-cell level using peripheral blood mononuclear cells (PBMCs). And subsequently validated through quantitative PCR (qPCR), enzyme-linked immunosorbent assay (ELISA), and flow cytometry. Results We identified seven main clusters using unsupervised clustering of 103,213 high-quality single cells. Through unsupervised clustering, patient-specific T cells (IFI44L + CD4 + T cells) that exhibited a pronounced elevation of interferon-stimulated genes (ISGs) is identified. Activation of ISGs and interferon (IFN)-related pathways are also observed in other clusters. Specifically, this study demonstrates that interferon-γ (IFN-γ) plays a crucial role by promoting the interaction between B-cell activating factor (BAFF) and receptors on B cells. This interaction triggers the release of autoantibodies, thereby initiating INS pathogenesis. Furthermore, telitacicept has shown efficacy in treating pediatric patients with frequent relapse NS(FRNS). Conclusions Overall, our findings underscore the role of interferon and its related pathways in INS pathogenesis, providing novel therapeutic interventions for NS.
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spelling doaj-art-12e517dc482a40e9983dcb586bbec3db2025-08-20T01:53:25ZengBMCBiomarker Research2050-77712025-05-0113112010.1186/s40364-025-00790-2Single cell analysis identified IFN signaling activation contributes to the pathogenesis of pediatric steroid-sensitive nephrotic syndromeQiu-Yu Li0Fei Liu1Xiaoyi Li2Minchao Kang3Linnan Bai4Tong Tong5Chen Zheng6Yanyan Jin7Xiaojing Zhang8Yi Xie9Dandan Tian10Yuanqing Pan11Jingjing Wang12Haidong Fu13Na Jiao14Junnan Wu15JianHua Mao16Department of Nephrology, The Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child HealthDepartment of Nephrology, The Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child HealthDepartment of Nephrology, The Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child HealthDepartment of Nephrology, Zhejiang University Medical College Affiliated Sir Run Run Shaw HospitalDepartment of Nephrology, Zhejiang University Medical College Affiliated Sir Run Run Shaw HospitalZhejiang University School of Medicine, Zhejiang UniversityZhejiang University School of Medicine, Zhejiang UniversityDepartment of Nephrology, The Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child HealthDepartment of Nephrology, The Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child HealthDepartment of Nephrology, The Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child HealthDepartment of Clinical Laboratory, Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child HealthDepartment of Nephrology, Quanzhou Women’s and Children’s HospitalDepartment of Nephrology, The Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child HealthDepartment of Nephrology, The Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child HealthState Key Laboratory of Genetic Engineering, Fudan Microbiome Center, School of Life Sciences, Fudan UniversityDepartment of Nephrology, Zhejiang University Medical College Affiliated Sir Run Run Shaw HospitalDepartment of Nephrology, The Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child HealthAbstract Background Idiopathic nephrotic syndrome (INS) is a prevalent condition whose recurrence leads to multiple adverse effects. Previous studies on INS pathogenesis primarily focused on immune dysregulation, particularly T-cell changes and their correlation with cytokine shifts. Accumulating evidence suggests that B-cell dysfunction also plays a role. Nevertheless, a comprehensive understanding of the mechanisms and effective treatment strategies remains incomplete. Methods This study investigates changes in gene expressions and cellular interactions of immune cells at a single-cell level using peripheral blood mononuclear cells (PBMCs). And subsequently validated through quantitative PCR (qPCR), enzyme-linked immunosorbent assay (ELISA), and flow cytometry. Results We identified seven main clusters using unsupervised clustering of 103,213 high-quality single cells. Through unsupervised clustering, patient-specific T cells (IFI44L + CD4 + T cells) that exhibited a pronounced elevation of interferon-stimulated genes (ISGs) is identified. Activation of ISGs and interferon (IFN)-related pathways are also observed in other clusters. Specifically, this study demonstrates that interferon-γ (IFN-γ) plays a crucial role by promoting the interaction between B-cell activating factor (BAFF) and receptors on B cells. This interaction triggers the release of autoantibodies, thereby initiating INS pathogenesis. Furthermore, telitacicept has shown efficacy in treating pediatric patients with frequent relapse NS(FRNS). Conclusions Overall, our findings underscore the role of interferon and its related pathways in INS pathogenesis, providing novel therapeutic interventions for NS.https://doi.org/10.1186/s40364-025-00790-2Idiopathic nephrotic syndromescRNA-seqIFNPBMCs
spellingShingle Qiu-Yu Li
Fei Liu
Xiaoyi Li
Minchao Kang
Linnan Bai
Tong Tong
Chen Zheng
Yanyan Jin
Xiaojing Zhang
Yi Xie
Dandan Tian
Yuanqing Pan
Jingjing Wang
Haidong Fu
Na Jiao
Junnan Wu
JianHua Mao
Single cell analysis identified IFN signaling activation contributes to the pathogenesis of pediatric steroid-sensitive nephrotic syndrome
Biomarker Research
Idiopathic nephrotic syndrome
scRNA-seq
IFN
PBMCs
title Single cell analysis identified IFN signaling activation contributes to the pathogenesis of pediatric steroid-sensitive nephrotic syndrome
title_full Single cell analysis identified IFN signaling activation contributes to the pathogenesis of pediatric steroid-sensitive nephrotic syndrome
title_fullStr Single cell analysis identified IFN signaling activation contributes to the pathogenesis of pediatric steroid-sensitive nephrotic syndrome
title_full_unstemmed Single cell analysis identified IFN signaling activation contributes to the pathogenesis of pediatric steroid-sensitive nephrotic syndrome
title_short Single cell analysis identified IFN signaling activation contributes to the pathogenesis of pediatric steroid-sensitive nephrotic syndrome
title_sort single cell analysis identified ifn signaling activation contributes to the pathogenesis of pediatric steroid sensitive nephrotic syndrome
topic Idiopathic nephrotic syndrome
scRNA-seq
IFN
PBMCs
url https://doi.org/10.1186/s40364-025-00790-2
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