Digital diagnostics, biomarkers and therapeutics in an evolving healthcare system: From promise to practice

Health care is shifting towards a digital-guided system, integrating digital diagnostics, biomarkers and therapeutics in many care pathways. However, despite rapid technological advancement and preliminary adoption accelerated by the COVID-19 pandemic, a significant implementation gap persists. This narrative review explores the causes of this gap, highlighting several examples from early development to final implementation. These show that technical validation alone is insufficient. Success depends on alignment with clinical need, robust external validation, patient empowerment and sustainable funding models. Furthermore, other systemic barriers include data privacy concerns and lack of transparency by commercial companies. To improve adoption and translate promise to practice, more international alignment of regulations and international collaboration is needed. Lessons must be learned from promising initiatives that did not reach clinical care, as much as from their successful counterparts. Ultimately, a comprehensive redesign of healthcare will be undertaken, with digital diagnostics and therapeutics both embedded as critical components rather than add-ons. This demands a multi-stakeholder effort involving governments, regulatory bodies, insurance providers, industry, research funders, hospital leadership, clinicians and, most importantly, patients.

Publication Details

Journal
British Journal of Clinical Pharmacology
Published
2026-03-24
DOI
https://doi.org/10.1002/bcp.70527
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Digital diagnostics, biomarkers and therapeutics in an evolving healthcare system: From promise to practice

British Journal of Clinical Pharmacology
Artificial Intelligence in Healthcare and Education
article

Digital diagnostics, biomarkers and therapeutics in an evolving healthcare system: From promise to practice

article en

Abstract

Health care is shifting towards a digital-guided system, integrating digital diagnostics, biomarkers and therapeutics in many care pathways. However, despite rapid technological advancement and preliminary adoption accelerated by the COVID-19 pandemic, a significant implementation gap persists. This narrative review explores the causes of this gap, highlighting several examples from early development to final implementation. These show that technical validation alone is insufficient. Success depends on alignment with clinical need, robust external validation, patient empowerment and sustainable funding models. Furthermore, other systemic barriers include data privacy concerns and lack of transparency by commercial companies. To improve adoption and translate promise to practice, more international alignment of regulations and international collaboration is needed. Lessons must be learned from promising initiatives that did not reach clinical care, as much as from their successful counterparts. Ultimately, a comprehensive redesign of healthcare will be undertaken, with digital diagnostics and therapeutics both embedded as critical components rather than add-ons. This demands a multi-stakeholder effort involving governments, regulatory bodies, insurance providers, industry, research funders, hospital leadership, clinicians and, most importantly, patients.

British Journal of Clinical Pharmacology
Partnerships for the goals
Openalex Percentile: Top 11%
Artificial Intelligence in Healthcare and Education
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Digital diagnostics, biomarkers and therapeutics in an evolving healthcare system: From promise to practice · British Journal of Clinical Pharmacology (2026) | TGRS Research Map | TGRS