Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Apr 1;8(4):e257288.
doi: 10.1001/jamanetworkopen.2025.7288.

Cumulative Burden of Digital Health Technologies for Patients With Multimorbidity: A Systematic Review

Affiliations

Cumulative Burden of Digital Health Technologies for Patients With Multimorbidity: A Systematic Review

Ngan Thi Thuy Phi et al. JAMA Netw Open. .

Abstract

Importance: Digital health technologies (DHTs) aiming to monitor, treat, and manage diseases can be prescribed for patients with multimorbidity; yet most DHTs are designed for individual conditions or problems, while approximately half of patients with chronic conditions have multiple chronic conditions.

Objectives: To identify DHTs approved by the US Food and Drug Administration (FDA) or listed in the Organisation for the Review of Care and Health Apps (ORCHA) library and prescribable for a hypothetical patient with 5 conditions and to model the number of DHTs this patient should be prescribed to receive benefits health professionals considered important.

Evidence review: The FDA databases (Premarket Notification 510(k), Premarket Approval, and De Novo) and the ORCHA App Library from National Health Service Somerset were systematically searched for DHTs registered or updated between January 1, 2019, and December 31, 2022, that could be prescribed to a hypothetical woman with 5 chronic conditions (type 2 diabetes, hypertension, chronic obstructive pulmonary disease, osteoporosis, and osteoarthritis). After abstracting each DHT's elementary functions (ie, simple and delineated features to monitor, treat, and/or manage conditions), an assessment was undertaken to determine the fewest DHTs this hypothetical patient should be prescribed to receive benefit from digital functions health professionals considered important.

Findings: A total of 148 DHTs were identified (68 [46%] from FDA databases), of which 96 (65%) involved devices and 52 (35%) were standalone health apps. Only 5 DHTs (3.4%) were intended for 2 or more conditions. DHTs offered 140 elementary functions, ranging from recording, tracking, or visualizing health parameters to providing information to digital therapeutics with just-in-time interventions. The hypothetical patient would need to be prescribed up to 13 apps and 7 devices (a blood pressure monitor, a smartwatch, a pulse oximeter, a connected weight scale, a sensor-attached inhaler to monitor adherence, a lung function monitor, and a blood glucose sensor) to receive benefits from 28 functions at least 3 of 5 health professionals considered important.

Conclusions and relevance: This systematic review found that almost all prescribable DHTs were developed for a single condition or problem. Thus, patients with multiple chronic conditions would have to routinize many DHTs concurrently in daily life to benefit from digital functions health professionals considered important.

PubMed Disclaimer

Conflict of interest statement

Conflict of Interest Disclosures: None reported.

Figures

Figure 1.
Figure 1.. Flowchart for the Selection of Digital Health Technologies (DHTs) Prescribable for a Hypothetical Patient With 5 Chronic Conditions
FDA indicates US Food and Drug Administration; MPMDs, multiparameter monitoring devices; NHS, UK National Health Service; ORCHA, Organisation for the Review of Care and Health Apps; PMA, premarket approval; SaMD, software as a medical device; TENS, transcutaneous electrical nerve stimulation. aIncludes diabetes, hypertension, chronic obstructive pulmonary disease, osteoarthritis, and osteoporosis. bIncludes blood glucose, blood pressure (systolic and diastolic), heart rate (or pulse rate), pulse oximeter, and weight.
Figure 2.
Figure 2.. The Accumulation of Digital Health Technologies (DHTs) Used by Hypothetical Patients With Multiple Conditions
The figure shows the number of DHTs hypothetical patients who have several conditions (diabetes, hypertension, chronic obstructive pulmonary disease [COPD], and chronic pain management) or health problems (eg, need to stop smoking, need help to organize care) should use to receive benefits from functions at least 3 of 5 health professionals considered important.

References

    1. US Food & Drug Administration . What is digital health? Accessed May 30, 2024. https://www.fda.gov/medical-devices/digital-health-center-excellence/wha...
    1. Hughes MS, Addala A, Buckingham B. Digital technology for diabetes. N Engl J Med. 2023;389(22):2076-2086. doi:10.1056/NEJMra2215899 - DOI - PubMed
    1. Phi NTT, Oikonomidi T, Ravaud P, Tran VT. Assessment of US Food and Drug Administration–approved digital medical devices for just-in-time interventions: a systematic review. JAMA Intern Med. 2023;183(8):858-869. doi:10.1001/jamainternmed.2023.2864 - DOI - PubMed
    1. Spatz ES, Ginsburg GS, Rumsfeld JS, Turakhia MP. Wearable digital health technologies for monitoring in cardiovascular medicine. N Engl J Med. 2024;390(4):346-356. doi:10.1056/NEJMra2301903 - DOI - PubMed
    1. Oikonomidi T, Ravaud P, LeBeau J, Tran VT. A systematic scoping review of just-in-time, adaptive interventions finds limited automation and incomplete reporting. J Clin Epidemiol. 2023;154:108-116. doi:10.1016/j.jclinepi.2022.12.006 - DOI - PubMed

Publication types