Chaves Beatriz, Santos E Silva Juan Carlo, Nakaya Helder, Socquet-Juglard Nicolas, Bucciarelli Florence, Prunier Guilhèn, Almeida Matheus V, Lacouture Claire, Kari Saniya, Astier Anne L, Medeiros Marco A, Silva João H M, Liblau Roland, Cotta-de-Almeida Vinicius, Dupré Loïc
Toulouse Institute for Infectious and Inflammatory Diseases (INFINITy), INSERM U1291, CNRS UMR5051, Toulouse University, Toulouse, France.
Structural and Functional Biology of Biopharmaceuticals, Fiocruz-Ceará, Oswaldo Cruz Foundation (Fiocruz), Eusébio, Brazil.
Nat Commun. 2025 Jul 1;16(1):5533. doi: 10.1038/s41467-025-60224-3.
Despite the efficacy of natalizumab, which targets the integrin VLA-4, in treating multiple sclerosis (MS), approximately 35% patients with MS present evidence of disease activity two years after treatment initiation. Individual heterogeneity of leukocyte response to VLA-4 on natalizumab-mediated blockade may underlie disparities in treatment efficacy. Here we use a high-content cell imaging (HCI) pipeline to profile the in vitro effects of natalizumab on VLA-4-stimulated PBMCs from MS patients prior to natalizumab treatment. Unsupervised clustering of image data partially discriminates non-responder MS patients based on morphology, F-actin organization and signaling-related features in CD8 T cells. Furthermore, through a random forest approach, treatment response can be predicted with a performance of 92% for a discovery cohort and 88% for a validation cohort. Unfavorable treatment response is associated with a distinct actin remodeling response of natalizumab-exposed CD8 T cells and a residual ability of these cells to spread on VCAM-1. Our study thus unveils that CD8 T cells from individual MS patients display heterogeneous susceptibility to natalizumab in vitro and highlights the potential of HCI-based pretreatment monitoring to assist individualized treatment prescription.
尽管靶向整合素VLA-4的那他珠单抗在治疗多发性硬化症(MS)方面具有疗效,但约35%的MS患者在开始治疗两年后出现疾病活动迹象。白细胞对那他珠单抗介导的VLA-4阻断反应的个体异质性可能是治疗效果存在差异的原因。在此,我们使用高内涵细胞成像(HCI)流程来分析那他珠单抗对治疗前MS患者VLA-4刺激的外周血单核细胞(PBMC)的体外作用。图像数据的无监督聚类根据CD8 T细胞的形态、F-肌动蛋白组织和信号相关特征,部分区分了无反应的MS患者。此外,通过随机森林方法,发现队列的预测治疗反应性能为92%,验证队列的预测性能为88%。不良治疗反应与那他珠单抗处理的CD8 T细胞独特的肌动蛋白重塑反应以及这些细胞在血管细胞黏附分子-1(VCAM-1)上的残留扩散能力有关。因此,我们的研究揭示了来自个体MS患者的CD8 T细胞在体外对那他珠单抗表现出异质性敏感性,并强调了基于HCI的预处理监测在辅助个体化治疗处方方面的潜力。