Integrated bioinformatics analysis and clinical validation identifies TNFSF14 and CD40 as novel biomarkers for chronic kidney disease progression and tubulointerstitial injury

BACKGROUND: Chronic kidney disease (CKD) is a global public health burden characterized by irreversible renal function loss and progressive fibrosis. Non-invasive biomarkers reflecting intra-renal inflammation and early tubulointerstitial injury remain an unmet clinical need. We combined bioinformatics analysis with clinical validation to characterize two immune-related genes, TNFSF14 and CD40, in CKD progression. METHODS: Two independent CKD transcriptomic datasets (GSE66494, n = 61; GSE97709, n = 48) were retrieved from the GEO database. Differentially Expressed Genes (DEGs) were screened with FDR adjustment. Clinical validation was performed in 140 CKD patients (KDIGO Stages I-V) and 60 healthy controls. TNFSF14 and CD40 levels were quantified in serum/urine via ELISA, with intra-renal expression assessed via immunofluorescence in 80 biopsy specimens. Multivariable regression was used to evaluate independent predictive value. RESULTS: TNFSF14 and CD40 were identified as core hub genes enriched in the TNF signaling pathway. Both markers were significantly elevated in serum/urine of CKD patients (Adjusted P < 0.05), with upregulation localized to renal tubular epithelial cells. Urinary levels increased in a CKD stage-dependent manner, positively correlating with serum creatinine/BUN and inversely with eGFR. Urinary TNFSF14 and CD40 were independent predictors of advanced CKD, with a combined diagnostic model achieving an AUC of 0.892 (95% CI: 0.851-0.933). CONCLUSIONS: TNFSF14 and CD40 are robust molecular signatures of tubulointerstitial injury, and their urinary levels serve as non-invasive biomarkers for CKD detection and risk stratification.

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Journal
International Urology and Nephrology
Published
2026-04-25
DOI
https://doi.org/10.1007/s11255-026-05138-9
Primary Topic
Chronic Kidney Disease and Diabetes
Type
article
Field-Weighted Citation Impact
0.00

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article

Integrated bioinformatics analysis and clinical validation identifies TNFSF14 and CD40 as novel biomarkers for chronic kidney disease progression and tubulointerstitial injury

Yuqing Lu, Xiameng Gu, mengyue qiu, hongxin chen et al.
International Urology and Nephrology
Chronic Kidney Disease and Diabetes
article

Integrated bioinformatics analysis and clinical validation identifies TNFSF14 and CD40 as novel biomarkers for chronic kidney disease progression and tubulointerstitial injury

Yuqing Lu, Xiameng Gu, mengyue qiu, hongxin chen, hanlu zhang, Xiaolan Chen, Haonan Sha
article en

Abstract

BACKGROUND: Chronic kidney disease (CKD) is a global public health burden characterized by irreversible renal function loss and progressive fibrosis. Non-invasive biomarkers reflecting intra-renal inflammation and early tubulointerstitial injury remain an unmet clinical need. We combined bioinformatics analysis with clinical validation to characterize two immune-related genes, TNFSF14 and CD40, in CKD progression. METHODS: Two independent CKD transcriptomic datasets (GSE66494, n = 61; GSE97709, n = 48) were retrieved from the GEO database. Differentially Expressed Genes (DEGs) were screened with FDR adjustment. Clinical validation was performed in 140 CKD patients (KDIGO Stages I-V) and 60 healthy controls. TNFSF14 and CD40 levels were quantified in serum/urine via ELISA, with intra-renal expression assessed via immunofluorescence in 80 biopsy specimens. Multivariable regression was used to evaluate independent predictive value. RESULTS: TNFSF14 and CD40 were identified as core hub genes enriched in the TNF signaling pathway. Both markers were significantly elevated in serum/urine of CKD patients (Adjusted P < 0.05), with upregulation localized to renal tubular epithelial cells. Urinary levels increased in a CKD stage-dependent manner, positively correlating with serum creatinine/BUN and inversely with eGFR. Urinary TNFSF14 and CD40 were independent predictors of advanced CKD, with a combined diagnostic model achieving an AUC of 0.892 (95% CI: 0.851-0.933). CONCLUSIONS: TNFSF14 and CD40 are robust molecular signatures of tubulointerstitial injury, and their urinary levels serve as non-invasive biomarkers for CKD detection and risk stratification.

International Urology and Nephrology
Nantong University (CN), Heidelberg University (DE), University Hospital Heidelberg (DE), Affiliated Hospital of Nantong University (CN), University Medical Centre Mannheim (DE)
Nantong University, Science and Technology Project of Nantong City
Good health and well-being
Openalex Percentile: Top 9%
Chronic Kidney Disease and Diabetes
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