无监督机器学习识别出对贝利尤单抗有不同反应的不同系统性红斑狼疮患者内型。

Unsupervised machine learning identifies distinct SLE patient endotypes with differential response to belimumab.

作者信息

Depascale Roberto, Da Mutten Raffaele, Lindblom Julius, Cetrez Nursen, Palazzo Leonardo, Iaccarino Luca, Doria Andrea, Nikolopoulos Dionysis, Gatto Mariele, Parodis Ioannis

机构信息

Division of Rheumatology, Department of Medicine DIMED, University of Padua, Padua, Italy.

Division of Rheumatology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, Center for Molecular Medicine (CMM), Stockholm, Sweden.

出版信息

Rheumatology (Oxford). 2025 Aug 1;64(8):4650-4658. doi: 10.1093/rheumatology/keaf215.

Abstract

OBJECTIVE

To determine SLE endotypes according to B cell immunophenotyping and serological profile and assess endotypes' response to belimumab.

METHODS

We analysed data from 796 patients with SLE from the phase III trial BLISS-SC. Unsupervised machine learning employing factor analysis of mixed data (FAMD) and subsequent clustering determined endotypes based on B cell immunophenotyping and serological profiles. Cox regression was used to assess belimumab efficacy on inducing lupus low disease activity state (LLDAS) and definitions of remission in SLE (DORIS) remission within clusters.

RESULTS

Three endotypes were determined. Compared with each other, cluster 1 (n = 191) displayed higher proportions of CD19+CD24b+CD27+ regulatory B cells (mean ± SD: 35.9%±12.6%), CD19+CD20+CD27+ bulk memory B cells (32.2%±9.9%), CD19+CD20+CD69+ activated B cells (0.2%±0.3%), CD19+CD20-CD138+ long-lived plasma cells (0.7%±1.0%) and CD19+CD38b+CD27b+ SLE-associated plasma cells (6.6%±7.0%). Cluster 2 (n = 366) displayed higher proportions of CD19+CD24bbrightCD38bbrightCD27- transitional B cells (6.3%±9.0%) and CD19+CD20+CD27- naïve B cells (85.4%±7.2%), and lower proportions of CD19+CD20-CD138+ peripheral long-lived plasma cells (0.2%±0.3%) and CD19+CD38b+CD27b+ SLE-associated plasma cells (1.6%±2.0%). Cluster 3 (n = 239) displayed a higher proportion of CD19+CD20+CD138+ short-lived plasma cells (0.1%±0.1%) and higher serological activity, being enriched in anti-double stranded(ds)DNA, anti-ENAs, antiphospholipid antibodies and hypocomplementemia. Use of belimumab was superior to placebo in inducing sustained LLDAS [hazard ratio (HR): 2.22; 95% CI: 1.18-4.17; P = 0.014] and DORIS remission (HR: 3.45; 95% CI: 1.2-9.94; P = 0.022) in cluster 2.

CONCLUSION

Three distinct SLE endotypes were identified based on B cell immunophenotyping and serological profiles, showing differential benefit from belimumab therapy.

摘要

目的

根据B细胞免疫表型和血清学特征确定系统性红斑狼疮(SLE)的内型,并评估各内型对贝利尤单抗的反应。

方法

我们分析了来自III期试验BLISS-SC的796例SLE患者的数据。采用混合数据因子分析(FAMD)的无监督机器学习及随后的聚类,根据B细胞免疫表型和血清学特征确定内型。使用Cox回归评估贝利尤单抗在诱导狼疮低疾病活动状态(LLDAS)和各聚类中SLE缓解定义(DORIS)缓解方面的疗效。

结果

确定了三种内型。相互比较时,聚类1(n = 191)中CD19+CD24b+CD27+调节性B细胞(均值±标准差:35.9%±12.6%)、CD19+CD20+CD27+记忆B细胞(32.2%±9.9%)、CD19+CD20+CD69+活化B细胞(0.2%±0.3%)、CD19+CD20-CD138+长寿浆细胞(0.7%±1.0%)和CD19+CD38b+CD27b+SLE相关浆细胞(6.6%±7.0%)的比例更高。聚类2(n = 366)中CD19+CD24bbrightCD38bbrightCD27-过渡性B细胞(6.3%±9.0%)和CD19+CD20+CD27-幼稚B细胞(85.4%±7.2%)的比例更高,而CD19+CD20-CD138+外周长寿浆细胞(0.2%±0.3%)和CD19+CD38b+CD27b+SLE相关浆细胞(1.6%±2.0%)的比例更低。聚类3(n = 239)中CD19+CD20+CD138+短寿浆细胞(0.1%±0.1%)的比例更高且血清学活性更高,富含抗双链(ds)DNA、抗可提取核抗原(ENA)、抗磷脂抗体和低补体血症。在聚类2中,使用贝利尤单抗在诱导持续LLDAS方面优于安慰剂[风险比(HR):2.22;95%置信区间(CI):1.18 - 4.17;P = 0.014],在诱导DORIS缓解方面也优于安慰剂(HR:3.45;95% CI:1.2 - 9.94;P = 0.022)。

结论

基于B细胞免疫表型和血清学特征鉴定出三种不同的SLE内型,显示出贝利尤单抗治疗的不同获益。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a36a/12316369/45a06a6750f7/keaf215f1.jpg

相似文献

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索