Author
Listed:
- Beatriz Chaves
(Toulouse University
Oswaldo Cruz Foundation (Fiocruz)
Oswaldo Cruz Foundation (Fiocruz))
- Juan Carlo Santos e Silva
(University of São Paulo)
- Helder Nakaya
(Hospital Israelita Albert Einstein)
- Nicolas Socquet-Juglard
(Toulouse University)
- Florence Bucciarelli
(Toulouse University
Toulouse University Hospitals)
- Guilhèn Prunier
(Toulouse University)
- Matheus V. Almeida
(Oswaldo Cruz Foundation (Fiocruz))
- Claire Lacouture
(Toulouse University)
- Saniya Kari
(Toulouse University)
- Anne L. Astier
(Toulouse University)
- Marco A. Medeiros
(Oswaldo Cruz Foundation (Fiocruz))
- João H. M. Silva
(Oswaldo Cruz Foundation (Fiocruz)
Oswaldo Cruz Foundation (Fiocruz))
- Roland Liblau
(Toulouse University
Toulouse University Hospitals)
- Vinicius Cotta-de-Almeida
(Oswaldo Cruz Foundation (Fiocruz)
Oswaldo Cruz Foundation (Fiocruz)
Oswaldo Cruz Foundation (Fiocruz))
- Loïc Dupré
(Toulouse University
Medical University of Vienna)
Abstract
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.
Suggested Citation
Beatriz Chaves & Juan Carlo Santos e Silva & Helder Nakaya & Nicolas Socquet-Juglard & Florence Bucciarelli & Guilhèn Prunier & Matheus V. Almeida & Claire Lacouture & Saniya Kari & Anne L. Astier & M, 2025.
"In vitro morphological profiling of T cells predicts clinical response to natalizumab therapy in patients with multiple sclerosis,"
Nature Communications, Nature, vol. 16(1), pages 1-15, December.
Handle:
RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-60224-3
DOI: 10.1038/s41467-025-60224-3
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