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<p>Chorea is a hallmark of Huntington’s disease (HD), yet its clinical assessment is of limited reliability, impairing our ability to sensitively evaluate its progression. We evaluated passive monitoring for estimating the two-year evolution of upper limb chorea in HD. Across four studies, 1025 participants collected smartwatch accelerometer data during their everyday life. We developed a machine learning model anchored to in-clinic upper limb chorea and trained cross-sectionally on disease-relevant features. The final model, selected using nested cross-validation, allowed estimating the longitudinal evolution of chorea. The resulting digital passive monitoring chorea score shows a progression of 0.13 points per year (95% CI: [0.08, 0.17]), and a robust sensitivity to change across studies, avoiding biases related to in-clinic measurements. High-resolution accelerometer data collected passively during daily life can improve the measurement of chorea in HD. Clinical Trial Registry Name: ClinicalTrials.gov; Study IDs: NCT03761849 registered 2018-11-30 and NCT03664804 registered 2018-09-07.</p>

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Longitudinal assessment of chorea in Huntington’s disease using digital passive monitoring

  • 期刊论文

  • 出版模式：

    开放获取

  • 发表日期：

    2026年4月25日

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  • Claire Lugrin,
  • Lidia Alecci,
  • Cedric Simillion,
  • Ekaterina Volkova-Volkmar,
  • Louis-Solal Giboin,
  • Fiona C. Kinsella,
  • Peter McColgan,
  • Edward J. Wild,
  • Jonas Dorn

摘要

Chorea is a hallmark of Huntington’s disease (HD), yet its clinical assessment is of limited reliability, impairing our ability to sensitively evaluate its progression. We evaluated passive monitoring for estimating the two-year evolution of upper limb chorea in HD. Across four studies, 1025 participants collected smartwatch accelerometer data during their everyday life. We developed a machine learning model anchored to in-clinic upper limb chorea and trained cross-sectionally on disease-relevant features. The final model, selected using nested cross-validation, allowed estimating the longitudinal evolution of chorea. The resulting digital passive monitoring chorea score shows a progression of 0.13 points per year (95% CI: [0.08, 0.17]), and a robust sensitivity to change across studies, avoiding biases related to in-clinic measurements. High-resolution accelerometer data collected passively during daily life can improve the measurement of chorea in HD. Clinical Trial Registry Name: ClinicalTrials.gov; Study IDs: NCT03761849 registered 2018-11-30 and NCT03664804 registered 2018-09-07.