Lorenzo Beretta , Chiu Wai Shirley Chan , Georgia-Savina Moysidou , Danae-Mona Nöthling , Alexandra Ainatzoglou , Andrea Zoli , Spyridon Katechis , Antonis Fanouriakis , Aline Bozec , Prodromos Sidiropoulos , Christina Bergmann , Dimitrios T. Boumpas , Georg Schett , George Bertsias , Panagiotis Garantziotis
{"title":"Molecular stratification and transcriptome-guided therapeutics in systemic lupus erythematosus with insufficient treatment response","authors":"Lorenzo Beretta , Chiu Wai Shirley Chan , Georgia-Savina Moysidou , Danae-Mona Nöthling , Alexandra Ainatzoglou , Andrea Zoli , Spyridon Katechis , Antonis Fanouriakis , Aline Bozec , Prodromos Sidiropoulos , Christina Bergmann , Dimitrios T. Boumpas , Georg Schett , George Bertsias , Panagiotis Garantziotis","doi":"10.1016/j.jaut.2026.103525","DOIUrl":null,"url":null,"abstract":"<div><div>Insufficient treatment response is common in systemic lupus erythematosus (SLE) and may be associated with progressive organ damage, yet the molecular underpinnings of treatment resistance remain elusive. RNA sequencing was performed in blood samples from 21 SLE patients who failed to achieve Lupus Low Disease Activity State after six months of treatment with cyclophosphamide (n = 9), rituximab (n = 5), or belimumab (n = 7). Molecular endotypes were identified via unsupervised clustering of Functional Analysis of Individual Microarray Expression (FAIME) scores and cluster stability was validated in an independent cohort (n = 23). Endotype-specific druggability was assessed using the L1000CDS<sup>2</sup> platform. The pathway-based molecular stratification revealed three major endotypes among patients with inadequate treatment response: (i) a T cell-centric cluster characterized by enrichment of PD-1 signaling and DNA damage response pathways along with downregulation of CD28 co-stimulatory signaling, indicative of T cell senescence; (ii) a cytokine-driven cluster defined by elevated IL-6 and IL-17 signaling and reduced IL-2 signaling, suggesting a Th17/Treg imbalance and potential responsiveness to cytokine inhibition or low-dose IL-2 therapy; and (iii) an inflammasome-dominant cluster. A multinomial LASSO regression-derived Molecular Endotype Classification Index (MECI) - validated via 1000-fold bootstrap resampling - demonstrated potential as a surrogate marker for endotype assignment (median AUC-ROC 0.889). Transcriptome reversal analysis suggested that patients of the T cell-dominant endotype may be more responsive to CD19 CAR-T cell therapy. In summary, distinct molecular endotypes underlie insufficient response to therapy in SLE, providing a framework for personalized treatment strategies and improved clinical trial design.</div></div>","PeriodicalId":15245,"journal":{"name":"Journal of autoimmunity","volume":"159 ","pages":"Article 103525"},"PeriodicalIF":7.0000,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of autoimmunity","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S089684112600003X","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/21 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"IMMUNOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Insufficient treatment response is common in systemic lupus erythematosus (SLE) and may be associated with progressive organ damage, yet the molecular underpinnings of treatment resistance remain elusive. RNA sequencing was performed in blood samples from 21 SLE patients who failed to achieve Lupus Low Disease Activity State after six months of treatment with cyclophosphamide (n = 9), rituximab (n = 5), or belimumab (n = 7). Molecular endotypes were identified via unsupervised clustering of Functional Analysis of Individual Microarray Expression (FAIME) scores and cluster stability was validated in an independent cohort (n = 23). Endotype-specific druggability was assessed using the L1000CDS2 platform. The pathway-based molecular stratification revealed three major endotypes among patients with inadequate treatment response: (i) a T cell-centric cluster characterized by enrichment of PD-1 signaling and DNA damage response pathways along with downregulation of CD28 co-stimulatory signaling, indicative of T cell senescence; (ii) a cytokine-driven cluster defined by elevated IL-6 and IL-17 signaling and reduced IL-2 signaling, suggesting a Th17/Treg imbalance and potential responsiveness to cytokine inhibition or low-dose IL-2 therapy; and (iii) an inflammasome-dominant cluster. A multinomial LASSO regression-derived Molecular Endotype Classification Index (MECI) - validated via 1000-fold bootstrap resampling - demonstrated potential as a surrogate marker for endotype assignment (median AUC-ROC 0.889). Transcriptome reversal analysis suggested that patients of the T cell-dominant endotype may be more responsive to CD19 CAR-T cell therapy. In summary, distinct molecular endotypes underlie insufficient response to therapy in SLE, providing a framework for personalized treatment strategies and improved clinical trial design.
期刊介绍:
The Journal of Autoimmunity serves as the primary publication for research on various facets of autoimmunity. These include topics such as the mechanism of self-recognition, regulation of autoimmune responses, experimental autoimmune diseases, diagnostic tests for autoantibodies, as well as the epidemiology, pathophysiology, and treatment of autoimmune diseases. While the journal covers a wide range of subjects, it emphasizes papers exploring the genetic, molecular biology, and cellular aspects of the field.
The Journal of Translational Autoimmunity, on the other hand, is a subsidiary journal of the Journal of Autoimmunity. It focuses specifically on translating scientific discoveries in autoimmunity into clinical applications and practical solutions. By highlighting research that bridges the gap between basic science and clinical practice, the Journal of Translational Autoimmunity aims to advance the understanding and treatment of autoimmune diseases.