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DOI 10.1002/acn3.70119

Медицинская библиотека · Annals of clinical and translational neurology · 2025

Timing and Predictive Value of Clinical Conditions Preceding Multiple Sclerosis in the UK Biobank.

Nova Andrea, Fazia Teresa, Di Caprio Giovanni, Gentilini Davide, Bernardinelli Luisa, Bergamaschi Roberto

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Аннотация

OBJECTIVES

Multiple sclerosis (MS) patients often experience a higher incidence of clinical conditions before diagnosis, suggesting a prodromal phase. However, their predictive value and temporal trajectories remain underexplored. We investigated these aspects using the large UK Biobank's population-based cohort, which provided clinical history through ICD-10 diagnosis codes.

METHODS

We assessed associations between 600 clinical conditions and MS risk in 477,421 individuals using Cox models adjusted for demographics, smoking, and MS polygenic risk score (MS-PRS). Statistically significant conditions were included in a LASSO Cox regression (five-fold cross-validation on 70% training set) to identify key predictors, with performance assessed by the C-index and age-dependent area under the curve (AUC) in the 30% test set. Lastly, temporal trajectories of MS-associated conditions were analyzed in MS cases.

RESULTS

We identified 192 conditions associated with MS, of which only ~20% were onset symptoms. Integrating these conditions into a predictive model already including demographics and smoking, improved the C-index from 0.65 to 0.71. Among the 30 model-selected best predictors, ~25% were prodromal conditions, including neuromuscular diseases, thromboembolism, and depression which typically occurred more than five years before MS diagnosis. Including MS-PRS further increased the C-index to 0.78, with an age-dependent AUC exceeding 0.80 in individuals over 50 years. Trajectory analysis highlighted migraine as a common early diagnosis, often followed by hypertension, depression, and dorsalgia.

INTERPRETATION: Our findings highlight early conditions and diagnostic trajectories of MS, supporting the existence of a prodromal phase. These insights could improve MS prediction and facilitate earlier detection, particularly for late-onset cases.

Для цитирования: Nova Andrea, Fazia Teresa, Di Caprio Giovanni, Gentilini Davide, Bernardinelli Luisa, Bergamaschi Roberto. Timing and Predictive Value of Clinical Conditions Preceding Multiple Sclerosis in the UK Biobank.. Annals of clinical and translational neurology. 2025. DOI: 10.1002/acn3.70119.

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