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Review
. 2025 Mar;7(3):e225-e231.
doi: 10.1016/S2589-7500(24)00223-1. Epub 2024 Dec 12.

Addressing the challenges of integrating digital health technologies to measure patient-centred outcomes in clinical registries

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Free article
Review

Addressing the challenges of integrating digital health technologies to measure patient-centred outcomes in clinical registries

Caroline Marra et al. Lancet Digit Health. 2025 Mar.
Free article

Abstract

Longitudinal patient registries generate important evidence for advancing clinical care and the regulatory evaluation of health-care products. Most national registries rely on data collected as part of routine clinical encounters, an approach that does not capture real-world, patient-centred outcomes, such as physical activity, fatigue, ability to do daily tasks, and other indicators of quality of life. Digital health technologies that obtain such real-world data could greatly enhance patient registries but unresolved challenges have so far prevented their broad adoption. Based on our experience implementing digital health technologies in registries and observational studies, we propose potential solutions to three practical challenges we have repeatedly encountered: determining what to measure digitally, selecting the appropriate device, and ensuring representativeness and engagement over time. We describe the example of a hypothetical patient registry for valvular heart disease, a condition for which there is substantial variation in treatment selection and postintervention outcomes, and for which patient-centred outcome data are urgently needed to inform clinical care guidelines and health-service commissioning.

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Conflict of interest statement

Declaration of interests CM, AA, ER, JBF, KS, RK, and APA report employment and equity ownerships in Verily Life Sciences, a digital health company. APA reports membership on the boards of directors for EQRx (a publicly held company) and Georgiamune (a privately held company), and personal investments in One Health and Iterative Health. JBF has received honoraria from ZS Associates. TC is supported by the UK National Institute for Health and Care Research (NIHR)—Sheffield Biomedical Research Centre. NB is the previous President of the British Heart Valve Society and member of the UK National Institute for Health and Care Excellence (NICE) Guideline Committee on Adult Heart Valve Disease. WGD has received consultancy fees from Google, unrelated to this work. JE is a patient safety partner at the Royal Marsden NHS Foundation Trust and a lay member of the NICE Guideline Committee on Adult Heart Valve Disease. AT has received multiple grant awards broadly in the area of digital health (from NIHR; UK Research and Innovation [UKRI] for the development of a Centre for Doctoral Training; Wellcome Trust Programme; Medical Research Council [MRC] UKRI Programme; Dunhill Medical Trust PhD studentship; Asthma UK; NES Tender, Digital Health and Care Leadership Programme in Scotland; UKRI/Versus Arthritis APDP consortia; Health Education England for the further development of the NHS Digital Academy; Standard Life Grant, supplemented by an EXPPECT contribution and University of Edinburgh College of Medicine and Veterinary Medicine funds; the UK Economic and Social Research Council; British Heart Foundation 5-year programme grant; Health Data Research UK, CFC0109; Wellcome Trust Institutional Strategic Support Fund; Asthma UK, Asthma renewal funding bid; NHS England commissioning for the development of the NHS Digital Academy; and Health Data Research UK core site award), none of which support work on this manuscript. AT reports consulting fees from Mirador Analytics; honoraria for talks broadly in digital health (from Cirrus Logic and First International Symposium on Evidence-based Artificial Intelligence and Medicine 2021), which are also unrelated to this work; and support for conference attendance (from AI in Pervasive Well-being and Healthy Ageing; 8th International Conference on Speech Motor Control; and 10th International Work-Conference on the Interplay Between Natural and Artificial Computation). CS reports support from MRC and a consortium of partner funders of Health Data Research UK and from the British Heart Foundation. HG is a patient contributor for the CVD-COVID/COVID IMPACT UK Approval and Oversight Board. All other authors report no competing interests.

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