Real-world keystroke dynamics are a potentially valid biomarker for clinical disability in multiple sclerosis

Mult Scler. 2021 Aug;27(9):1421-1431. doi: 10.1177/1352458520968797. Epub 2020 Nov 5.

Abstract

Background: Clinical measures in multiple sclerosis (MS) face limitations that may be overcome by utilising smartphone keyboard interactions acquired continuously and remotely during regular typing.

Objective: The aim of this study was to determine the reliability and validity of keystroke dynamics to assess clinical aspects of MS.

Methods: In total, 102 MS patients and 24 controls were included in this observational study. Keyboard interactions were obtained with the Neurokeys keyboard app. Eight timing-related keystroke features were assessed for reliability with intraclass correlation coefficients (ICCs); construct validity by analysing group differences (in fatigue, gadolinium-enhancing lesions on magnetic resonance imaging (MRI), and patients vs controls); and concurrent validity by correlating with disability measures.

Results: Reliability was moderate in two (ICC = 0.601 and 0.742) and good to excellent in the remaining six features (ICC = 0.760-0.965). Patients had significantly higher keystroke latencies than controls. Latency between key presses correlated the highest with Expanded Disability Status Scale (r = 0.407) and latency between key releases with Nine-Hole Peg Test and Symbol Digit Modalities Test (ρ = 0.503 and r = -0.553, respectively), ps < 0.001.

Conclusion: Keystroke dynamics were reliable, distinguished patients and controls, and were associated with clinical disability measures. Consequently, keystroke dynamics are a promising valid surrogate marker for clinical disability in MS.

Keywords: Multiple sclerosis; ambulatory monitoring; cognition; disability evaluation; ecological momentary assessment; smartphone; touch typing; upper extremity.

Publication types

  • Observational Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Disability Evaluation
  • Fatigue
  • Humans
  • Magnetic Resonance Imaging
  • Multiple Sclerosis*
  • Reproducibility of Results