In vitro morphological profiling of T cells predicts clinical response to natalizumab therapy in patients with multiple sclerosis.

体外 T 细胞形态分析可预测多发性硬化症患者对那他珠单抗治疗的临床反应

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作者: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
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.

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