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Effectiveness of digital psychological interventions for mental health problems in low-income and middle-income countries: a systematic review and meta-analysis
Open accessAbstract
Background The effectiveness of digital psychological interventions in low-income and middle-income countries (LMICs) remains unclear. We aimed to systematically investigate the available evidence for digital psychological interventions in reducing mental health problems in LMICs. Methods In this systematic review and meta-analysis, we searched PubMed, PsycINFO, Embase, and Cochrane databases for articles published in English from database inception to March 9, 2020. We included randomised controlled trials investigating digital psychological interventions in individuals with mental health problems in LMICs. We extracted data on demographics, inclusion and exclusion criteria, details of the intervention, including the setting, digital delivery method, control group conditions, number of sessions, therapeutic orientation (eg, cognitive therapy or behaviour therapy), presence or absence of guidance, and length of follow-up, and statistical information to calculate effect sizes. If a study reported insufficient data to calculate effect sizes, the corresponding authors were contacted to provide data that could be aggregated. We did random-effects meta-analyses, and calculated the standardised mean difference in scores of digital psychological interventions versus control conditions (Hedges' g ). Quality of evidence was assessed by use of the Grading of Recommendations Assessment, Development, and Evaluation approach. The primary outcome was post-intervention mental health problems, as measured by self-reporting instruments or clinical interviews. This study is registered with PROSPERO, CRD42019137755. Findings We identified 22 eligible studies that were included in the meta-analysis. The included studies involved a total of 4104 participants (2351 who received a digital psychological intervention and 1753 who were in the control group), and mainly focused on young adults (mean age of the study population was 20–35 years) with depression or substance misuse. The results showed that digital psychological interventions are moderately effective when compared with control interventions (Hedges' g 0·60 [95% CI 0·45–0·75]; Hedges' g with treatment as usual subgroup for comparison 0·54 [0·35–0·73]). Heterogeneity between studies was substantial ( I 2 =74% [95% CI 60–83]). There was no evidence of publication bias, and the quality of evidence according to the GRADE criteria was generally high. Interpretation Digital psychological interventions, which have been mostly studied in individuals with depression and substance misuse, are superior to control conditions, including usual care, and are moderately effective in LMICs. However, the considerable heterogeneity observed in our analysis highlights the need for more studies to be done, with standardised implementation of digital psychological intervention programmes to improve their reproducibility and efficiency. Digital psychological interventions should be considered for regions where usual care for mental health problems is minimal or absent. Funding None. Translations For the Persian, Chinese, Hindi, Portuguese, Bahasa, Turkish, Romanian, Spanish and Thai translations of the abstract see Supplementary Materials section.
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“The results add to the growing evidence base for low-threshold digital mental health offers aimed at underserved populations in low- and middle-income countries [20,57].”
From Effects of a self-guided digital mental health self-help intervention for Syrian refugees in Egypt: A pragmatic randomized controlled trial (2024) · cites this paper as [57]
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“16,18,19 Therefore, the present study aims to evaluate the efficacy of different modalities of remote psychological interventions in improving symptoms of anxiety and depression.”
InfluentialPrimasari, I., Hoeboer, C. M., Sijbrandij, M., & Olff, M. (2024) · European Journal of Psychotraumatology · doi:10.1080/20008066.2024.2426338 · Cited by 5
Gálffy, M., Bichler, C. S., Mohr, T. T., Egeter, J., Neu, L., Oberhammer, M., Högl, B., Deisenhammer, E., Sperner‐Unterweger, B., & Hüfner, K. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.853371 · Cited by 4
Rohrmann, T., Praus, P., Proctor, T., Benedyk, A., Tost, H., Hennig, O., Meyer‐Lindenberg, A., & Wahl, A.-S. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.971896 · Cited by 4
Nomeikaitė, A., Andersson, G., Dear, B. F., Dumarkaitė, A., Geležėlytė, O., Truskauskaitė‐Kunevičienė, I., & Kazlauskas, E. (2023) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2023.2214699 · Cited by 5
“There is growing evidence that internet-delivered psychological therapies can efficiently reduce the burden of mental disorders (Andersson, 2018; Andersson et al., 2019; Fu et al., 2020).”
Li, Y., Liu, Y., Liu, X., Zhang, T., Guo, Z., Lai, L., Zhao, J., Cheng, Y., & Ren, Z. (2025) · Health Psychology Review · doi:10.1080/17437199.2025.2493903 · Cited by 3
Designing digital mental health interventions for older adults: a scoping review
Rajappan, D., Yin, R., Martinengo, L., & Car, L. T. (2026) · npj Digital Medicine · doi:10.1038/s41746-026-02523-7 · Cited by 3
Korman, M. B., DeSouza, J., & Ellis, J. (2023) · Disaster Medicine and Public Health Preparedness · doi:10.1017/dmp.2022.258 · Cited by 5
Staeck, R., Stüble, M., & Drüge, M. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1296449 · Cited by 4
James, L. E., Mejía, N. G., García, J. F. B., & Rattner, M. (2024) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2024.50 · Cited by 3
“…of services during circumstances that impede in-person participation, including pandemics, conditions of community violence and when travel is otherwise difficult (e.g., in some rural areas) (Fu et al., 2020; IFRC, 2020) and was used widely during the COVID-19 pandemic (Witteveen et al., 2022).”
MethodKe, Z., Xia, M., Yang, W., Hou, B., & Deng, H. (2024) · International Journal of Mental Health Promotion · doi:10.32604/ijmhp.2024.049161 · Cited by 3
Naeem, F., Husain, M. I., Husain, M. O., Mutta, B., Thandi, G., Kassam, A., Abbott, M., Sanches, M., Vasiliadis, H., Farooq, S., et al. (2025) · The Canadian Journal of Psychiatry · doi:10.1177/07067437251337644 · Cited by 3
Mobile Technology Access and Use Among Adolescent Mothers in Lima, Peru: Mixed Methods Study
Levey, E. J., Onyeaka, H., Bartles, S. M., Calderon, E. S., Sánchez, S. E., Prom, M. C., Fesseha, E. M., & Gelaye, B. (2021) · JMIR Pediatrics and Parenting · doi:10.2196/30240 · Cited by 4
“A recent systematic review and meta-analysis of 22 studies of digital psychological interventions in LMICs found that the interventions were moderately effective compared with usual care and concluded that digital interventions should be used in areas where there is inadequate access to in-person treatment [16].”
BackgroundParental experiences of telerehabilitation for children with special needs
Hameed, N., Satheesan, S. C., & Santhamma, J. P. (2021) · Industrial Psychiatry Journal · doi:10.4103/ipj.ipj_235_20 · Cited by 3
Mendes-Santos, C. (2021) · Linköping studies in arts and science · doi:10.3384/9789179291143 · Cited by 3
González-Lozoya, S. M., Meza-Kubo, V., Rodríguez, A. D., Ramírez-Fernández, C., Valerio, E. B., Moreyra-Jiménez, L., & Morán, A. L. (2023) · PLoS ONE · doi:10.1371/journal.pone.0281338 · Cited by 3
Zheng, Y., Dou, Z., Guo, T., Wang, Y., & Zeng, X. (2025) · Mindfulness · doi:10.1007/s12671-025-02548-1 · Cited by 2
“This shift is particularly significant in addressing the global mental health treatment gap, as the scalability of digital MBIs helps meet the high demand for services in settings where traditional resources are scarce (Fu et al., 2020).”
Yoon, G. H., Johnson, N. E., Mokebe, M., Mahlatsi, P., Lerotholi, M., Labhardt, N. D., Tschumi, N., van Heerden, A. C., Belus, J. M., & Falgas‐Bagué, I. (2025) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2025.10017 · Cited by 2
“…via smartphone applications or websites – have been evaluated in these settings, few have emphasized phone-based modalities, such as short message services (SMSs) or voice calls, which are more readily accessible technologies in LMICs (Fu et al., 2020; Eze et al., 2021; Staton et al., 2023).”
InfluentialGamified interventions for schizophrenia rehabilitation: A systematic scoping review
Yang, H., Chang, F., Zhu, D., Muroi, F., Liu, Z., Zhang, W., & Cai, J. (2025) · Clinical Psychology Review · doi:10.1016/j.cpr.2025.102651 · Cited by 4
Frameworks for Developing Digital Mental Health Interventions
Neto, D. D., Sebastião, R., Baptista, T. M., & Petkari, E. (2025) · European Psychologist · doi:10.1027/1016-9040/a000571 · Cited by 2
Li, Y. L., Shen, J., & Huang, G. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2025.1735471 · Cited by 4
Huang, T., Li, S., Wang, Y., & Liu, W. (2026) · Journal of Medical Internet Research · doi:10.2196/88697 · Cited by 2
Bockting, C., Vasilakos, A. V., & Figueroa, C. A. (2026) · Clinical Psychology in Europe · doi:10.32872/cpe.21467 · Cited by 2
“Smartphone apps and rule-based chatbots which select responses from a predefined data-set–effectively treat common mental health disorders, also in low middle income countries (Fu et al., 2020).”
Kang, M., & Nan, J. K.-M. (2022) · European Journal of Integrative Medicine · doi:10.1016/j.eujim.2022.102139 · Cited by 2
Zhao, W., Chen, S., Hu, J., Zhou, Q. F., Tao, J., Gao, R., Zhang, J., Su, S., Wang, Y., Su, Y., et al. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.991465 · Cited by 2
Donkin, L., Bidois-Putt, M.-C., Wilson, H., Hayward, P., & Chan, A. H. Y. (2023) · JMIR Formative Research · doi:10.2196/50385 · Cited by 2
“Several reviews now report that WBIs are as effective as face-to-face interventions [1-4], making WBIs a viable alternative to conventional therapies.”
BackgroundMustafa, S. H., Mohammed, E. A., CII SBPM Residency Program, R., Salih, A. M., Palani, K., CII SBPM Residency Program, R., Albushra, M. M. O., Makkawi, S. T., CII SBPM Residency Program, R., & Mustafa, A. H. (2024) · International Journal of Medical Sciences and Nursing Research · doi:10.55349/ijmsnr.2024411623 · Cited by 2
“[14, 15] In line with this emerging literature, our study seeks to contribute by exploring the acceptability of a mental health chatbot prototype among university students in Sudan.”
BackgroundAbouzeid, N., & Lal, S. (2024) · PLoS ONE · doi:10.1371/journal.pone.0301886 · Cited by 2
Providing digital mental health support and guidance across Colombia: An observational study
LaMonica, H. M., Niño, P. N. B., Gómez–Restrepo, C., Uribe-Restrepo, J. M., Llamas, T. C., Escobar-Altare, A., Naranjo-Bedoya, I. A., Morales-Zuluaga, L. T., Pavlich‐Mariscal, J. A., Pomares, A., et al. (2025) · Digital Health · doi:10.1177/20552076251330766 · Cited by 4
“36 Speci fi c to the Colombian context, studies have demonstrated the value of technology to support the implementation of best practice clinical recommendations for adults with schizophrenia, 37 to facilitate screening, treatment planning and access to digital therapeutics for depression and…”
Sari, S. P., Martin, F., Lycett, D., & Turner, A. (2025) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2025.104568 · Cited by 2
Primasari, I., Hoeboer, C. M., Sijbrandij, M., & Olff, M. (2025) · European Journal of Psychotraumatology · doi:10.1080/20008066.2025.2535082 · Cited by 2
“(Asosiasi Penyelenggara Jasa Internet Indonesia, 2020), a web-based psychoeducation intervention may be a viable solution to facilitate access to mental health services and reduce the treatment gap by providing low-cost and safe services (Arjadi et al., 2018; Fu et al., 2020).”
Practice-informed guidance for undertaking remotely delivered mental health research
McCarthy, L., Teague, B., Rowe, K. J., Janes, K., Rhodes, T., Hackmann, C., Samad, L., & Wilson, J. (2021) · Nurse Researcher · doi:10.7748/nr.2021.e1770 · Cited by 2
Layanan kesehatan mental digital: Urgensi riset dan penerapannya di Indonesia
Listiyandini, R. A. (2023) · Jurnal Psikologi Ulayat · doi:10.24854/jpu789 · Cited by 5
Toyama, M., Cavero, V., Araya, R., Menezes, P. R., Mohr, D. C., Miranda, J. J., & Diez‐Canseco, F. (2021) · doi:10.2196/preprints.35486 · Cited by 2
Moffett, B., Pozuelo, J. R., Musenge, E., Makhanya, Z., O’Mahen, H., Craske, M. G., van Heerden, A. C., Lund, C., Orkin, K., Sodi, T., et al. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.5020643 · Cited by 2
Kodani, Y., Nagami, S., Yokozeki, A., Fukunaga, S., Nakamura, K., & Nakamura, H. (2025) · PLOS ONE · doi:10.1371/journal.pone.0319805 · Cited by 1
“In this context, tele-lingual therapy (Tele-SLT) has become increasingly important for PWA [11].”
Tracy, D. K., Joyce, D. W., Albertson, D. N., & Shergill, S. S. (2020) · The British Journal of Psychiatry · doi:10.1192/bjp.2020.217 · Cited by 1
Metadata
- Authors
- Fu, Z., Burger, H., Arjadi, R., & Bockting, C. L. H.
- Affiliations
- Beijing Normal University (CN)
- University Medical Center Groningen (NL)
- Atma Jaya Catholic University of Indonesia (ID)
- Amsterdam UMC Location University of Amsterdam (NL)
- Corresponding author
- Bockting, Claudi L H
- Venue
- The Lancet Psychiatry
- Publisher
- Elsevier BV
- Published
- 2020-10
- Volume
- 7
- Issue
- 10
- Pages
- 851-864
- ISSN
- 2215-0366 (ISSN-L)
- PMC
- PMC7455253
- OpenAlex
- W3082767440
- Cited by
- 336
- References
- 49
- Citations by year
- 2026: 39 · 2025: 73 · 2024: 73 · 2023: 57 · 2022: 52 · 2021: 38 · 2020: 4
- FWCI
- 5.94
- Type
- journal article
- Language
- en
- Update notices
- erratum (2021-11-01)
- Open access
- hybrid
- doi.org
- Licence
- Locations
- The Lancet Psychiatry (publishedVersion, other-oa)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (publishedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Pure Amsterdam UMC (submittedVersion, other-oa)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion, other-oa)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Medicine › Psychiatry and Mental health › Mental Health Treatment and Access
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Telemedicine and Telehealth Implementation
- Keywords
- digital psychological interventions, mental illness, low- and middle-income countries, depression, substance abuse, young adults, usual care, cognitive therapy, behavior therapy, intervention effectiveness, usual care comparison, publication bias, quality of evidence, study heterogeneity, GRADE quality assessment, effect size, clinical interview, follow-up duration
- MeSH terms
- Depressive Disorder, Developing Countries, Humans, Psychotherapy, Randomized Controlled Trials as Topic, Outcome Assessment, Health Care, Telemedicine, Substance-Related Disorders
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