Establishment of a Quantitative Evaluation System for Interferon Pathways in Patients with Lupus Nephritis

Background: The interferon (IFN) pathway is one of the important pathogenic factors of lupus nephritis (LN), however, there is currently a lack of unified and clear quantitative assessment scoring system for its expression level, making difficulties in its applications in clinical practice. Methods: RNAseq of 271 LN patients (before IFN-inhibition: n=261; after IFN-inhibition: n=10) and 94 healthy controls were conducted. ROC analysis were used to analyze the best performing scoring model. Data distribution analysis were made by R-mclust. Results: Pivotal IFN genes in LN were highly expressed in patients, and decreased after JAK inhibitor therapy (Fig 1A). The analyses based on different datasets of LN patients resulted in two sets of genes, named 11-gene and 14-gene (Fig 1B). The z-score algorithm was used to calculate IFN scores based on each gene sets. The set of 11-gene had the best performance as LN biomarkers, followed by 14-gene set. And the previous reported gene sets generated from wider spectrum of autoimmune diseases had relatively lower AUC values (Fig 1C). Besides, the 11-gene score (IFN11) had bimodality of expression with different data distribution ranges and trends in different cells (Fig 1D), indicating the necessity to establish different thresholds for whole blood and PBMCs, two common materials for clinical tests, and the bimodality can provide basis for threshold delineation. Conclusion: It is very feasible to develop a specialized IFN scoring system for LN patients, and IFN11 has good clinical application prospects in assessing disease status, guiding treatment, and predicting the risk of recurrence in clinical practise. Funding: Government Support – Non-U.S.Fig 1. Comparison of LN-specific IFN scores. A. The preliminary screening of characteristic genes in the IFN pathway through differential expression analysis. B. IFN gene sets previously reported (28IRS and score A) and obtained from this study (11-gene and 14-gene). C. ROC analysis of several IFN gene sets. D. The bimodality of 11-gene IFN score.

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Journal
Journal of the American Society of Nephrology
Published
2024-10-01
DOI
https://doi.org/10.1681/asn.2024pqmnmg4w
Primary Topic
Systemic Lupus Erythematosus Research
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article
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article

Establishment of a Quantitative Evaluation System for Interferon Pathways in Patients with Lupus Nephritis

Yangyang Zhang, Jiahui Zhang, Zhihong Liu, Changming Zhang et al.
Journal of the American Society of Nephrology
Systemic Lupus Erythematosus Research
article

Establishment of a Quantitative Evaluation System for Interferon Pathways in Patients with Lupus Nephritis

Yangyang Zhang, Jiahui Zhang, Zhihong Liu, Changming Zhang, Ying Jin
article en

Abstract

Background: The interferon (IFN) pathway is one of the important pathogenic factors of lupus nephritis (LN), however, there is currently a lack of unified and clear quantitative assessment scoring system for its expression level, making difficulties in its applications in clinical practice. Methods: RNAseq of 271 LN patients (before IFN-inhibition: n=261; after IFN-inhibition: n=10) and 94 healthy controls were conducted. ROC analysis were used to analyze the best performing scoring model. Data distribution analysis were made by R-mclust. Results: Pivotal IFN genes in LN were highly expressed in patients, and decreased after JAK inhibitor therapy (Fig 1A). The analyses based on different datasets of LN patients resulted in two sets of genes, named 11-gene and 14-gene (Fig 1B). The z-score algorithm was used to calculate IFN scores based on each gene sets. The set of 11-gene had the best performance as LN biomarkers, followed by 14-gene set. And the previous reported gene sets generated from wider spectrum of autoimmune diseases had relatively lower AUC values (Fig 1C). Besides, the 11-gene score (IFN11) had bimodality of expression with different data distribution ranges and trends in different cells (Fig 1D), indicating the necessity to establish different thresholds for whole blood and PBMCs, two common materials for clinical tests, and the bimodality can provide basis for threshold delineation. Conclusion: It is very feasible to develop a specialized IFN scoring system for LN patients, and IFN11 has good clinical application prospects in assessing disease status, guiding treatment, and predicting the risk of recurrence in clinical practise. Funding: Government Support – Non-U.S.Fig 1. Comparison of LN-specific IFN scores. A. The preliminary screening of characteristic genes in the IFN pathway through differential expression analysis. B. IFN gene sets previously reported (28IRS and score A) and obtained from this study (11-gene and 14-gene). C. ROC analysis of several IFN gene sets. D. The bimodality of 11-gene IFN score.

Journal of the American Society of NephrologyVol. 35(10S)
Nanjing University (CN)
Good health and well-being
Openalex Percentile: Top 67%
Systemic Lupus Erythematosus Research
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