ReviewEClinicalMedicine2024
Effectiveness of digital health interventions on blood pressure control, lifestyle behaviours and adherence to medication in patients with hypertension in low-income and middle-income countries: a systematic review and meta-analysis of randomised controlled trials.
Review in EClinicalMedicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 45 papers, 8 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
45 citing papers in PubMed, 8 syntheses or guidelines pooled it.
- Effectiveness of Mobile Health for Improving Medication Adherence in Patients With Cancer: Systematic Review and Meta-Analysis of Randomized Controlled Trials.Journal of medical Internet research · 2026Pooled it
- The Effects of Digital Health Interventions on Motor Symptoms, Nonmotor Symptoms, and Quality of Life in Patients With Parkinson Disease: Systematic Review and Meta-Analysis of Randomized Controlled Trials.Journal of medical Internet research · 2026Pooled it
- Digital health interventions for promoting adults lifestyle behaviors: who is being left behind? An evidence synthesis of social inequality.The international journal of behavioral nutrition and physical activity · 2026Pooled it
- Best evidence summary of digital health interventions for self-management in patients with coronary artery disease.Frontiers in public health · 2026Pooled it
- Effectiveness of chatbot interventions in individuals for hypertension management: a systematic review and narrative synthesis.Frontiers in digital health · 2026Pooled it
- Factors Influencing the Uptake of Digital Health Interventions for Cardiovascular Disease Prevention Among Healthcare Providers: A Systematic Review.Global heart · 2026Pooled it
- A systematic review and meta-analysis of digital interventions targeting lifestyle factors in patients with hypertension.Journal of human hypertension · 2025Pooled it
- Physical activity experience of patients with hypertension: a systematic review and synthesis of qualitative literature.BMC public health · 2024Pooled it
- Application effects of information-based health management combined with knowledge-attitude-practice health education model in hypertensive patients.Brazilian journal of medical and biological research = Revista brasileira de pesquisas medicas e biologicas · 2026Trial
- A User-Centered Approach to Achieving High Degree of Digital Health Technology Utilization for Community HIV Case Management and Data Collection in Ethiopia.Global health, science and practice · 2026Article
- Impact of Digital Intervention vs WHO Package of Essential Noncommunicable Disease Interventions Approach for Prevention and Control in Resource-Limited Settings: Protocol for a Quasi-Experimental Study.JMIR research protocols · 2026Article
- An online machine learning model for predicting medication adherence in hypertensive patients: data from the China health and retirement longitudinal study (CHARLS).International journal of clinical pharmacy · 2026Article
- Consensus on the management of hypertension in individuals with diabetes by Asian-Pacific Society of hypertension (APSH) & Diabetes Asia Study Group (DASG).Journal of human hypertension · 2026Article
- Digital health interventions for hypertension in pregnant and perinatal women in low- and middle-income countries: a scoping review.BMC pregnancy and childbirth · 2026Article
- Equity in the continuum of hypertension care: evidence from a nationally representative survey in Nepal.BMC public health · 2026Article
- Digital health interventions for lipid management in atherosclerotic cardiovascular disease: a systematic review and meta-analysis of randomised controlled trials.EClinicalMedicine · 2026Article
- Heterogeneous associations of a mobile health-based disease management program on uncontrolled hypertension: A target trial emulation study.PLOS digital health · 2026Article
- Association of Mobile-Enhanced Remote Patient Monitoring with Blood Pressure Control in Hypertensive Patients with Comorbidities: A Multicenter Pre-Post Evaluation.Diagnostics (Basel, Switzerland) · 2026Article
- Self-Management Combined With Digital Health Interventions to Improve Dietary Behavior, Exercise Behavior, Stress Management Behavior, and Blood Pressure Among Thais With Uncontrolled Hypertension: Protocol for an Explanatory Sequential Study.JMIR research protocols · 2026Article
- Advancing personalised and precision nutrition.Journal of nutritional science · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Digital health interventions can be effective for blood pressure (BP) control, but a comparison of the effectiveness and application of these types of interventions has not yet been systematically evaluated in low- and middle-income countries (LMICs). This study aimed to compare the effectiveness of digital health interventions according to the World Health Organisation (WHO) classifications of patients in terms of BP control, lifestyle behaviour changes, and adherence to medication in patients with hypertension in LMICs. Methods: In this systematic review and meta-analysis, we searched the PubMed, Scopus, Web of Science, Embase, CINAHL, and Cochrane Library databases for randomised controlled trials (RCTs) published in English, comprised of adults (≥18 years old) with hypertension and the intervention consisted of digital health interventions according to WHO's classifications for patients in LMICs between January 1, 2009, and July 17, 2023. We excluded RCTs that considered patients with hypertension comorbidities such as diabetes and hypertension-mediated target organ damage (HMTOD). The references were downloaded into Mendeley Desktop and imported into the Rayyan web tool for deduplication and screening. The risk of bias was assessed using Cochrane Risk of Bias 2. Data extraction was done according to Cochrane's guidelines. The main outcome measures were mean systolic blood pressure (SBP) and BP control which were assessed using the random-effect DerSimonian-Laird and Mantel-Haenszel models. We presented the BP outcomes, lifestyle behaviour changes and medication adherence in forest plots as well as summarized them in tables. This study is registered with PROSPERO, CRD42023424227. Findings: We identified 9322 articles, of which 22 RCTs from 12 countries (n = 12,892 respondents) were included in the systematic review. The quality of the 22 studies was graded as high risk (n = 7), had some concerns (n = 3) and low risk of bias (n = 12). A total of 19 RCTs (n = 12,418 respondents) were included in the meta-analysis. Overall, digital health intervention had significant reductions in SBP [mean difference (MD) = -4.43 mmHg (95% CI -6.19 to -2.67), I Interpretation: Our findings suggest that digital health interventions may be effective for BP control, changes in lifestyle behaviours, and improvements in medication adherence in LMICs. However, we observed high heterogeneity between included studies, and only two studies from Africa were included. The combination of digital health interventions with clinical management is crucial to achieving optimal clinical effectiveness in BP control, changes in lifestyle behaviours and improvements in medication adherence. Funding: None.
Indexed as
Identifiers
What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.