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Cultural adaptation of internet- and mobile-based interventions for mental disorders: a systematic review
Open accessAbstract
Providing accessible and effective healthcare solutions for people living in low- and middle-income countries, migrants, and indigenous people is central to reduce the global mental health treatment gap. Internet- and mobile-based interventions (IMI) are considered scalable psychological interventions to reduce the burden of mental disorders and are culturally adapted for implementation in these target groups. In October 2020, the databases PsycInfo, MEDLINE, Embase, Cochrane Central Register of Controlled Trials, and Web of Science were systematically searched for studies that culturally adapted IMI for mental disorders. Among 9438 screened records, we identified 55 eligible articles. We extracted 17 content, methodological, and procedural components of culturally adapting IMI, aiming to consider specific situations and perspectives of the target populations. Adherence and effectiveness of the adapted IMI seemed similar to the original IMI; yet, no included study conducted a direct comparison. The presented taxonomy of cultural adaptation of IMI for mental disorders provides a basis for future studies investigating the relevance and necessity of their cultural adaptation.PROSPERO registration number: CRD42019142320.
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“Currently available smartphone-delivered interventions differ widely in their cultural and contextual adaptations (Spanhel et al., 2021) and in their treatment approach and range of indications (e.g., targeting one specific problem vs. a transdiagnostic approach).”
From Smartphone-delivered mental health care interventions for refugees: A systematic review of the literature (2023) · cites this paper as Spanhel et al., 2021
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In the citing paper
“Previous culturally adapted ICBT trials targeting adult non-western immigrant and refugee participants have overall demonstrated treatment effects, and adherence similar to standard ICBT interventions (Spanhel et al., 2021)”
From Investigating the potential of a novel internet-based cognitive behavioural intervention for Dari and Farsi speaking refugee youth: A feasibility study (2022) · cites this paper as Spanhel et al., 2021
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“The participation of the seven countries has led to cultural adaptations in language and materials, following the recommendations of the literature on this topic (Spanhel et al., 2021).”
From Internet-based self-administered intervention to reduce anxiety and depression symptomatology and improve well-being in 7 countries: protocol of a randomized control trial (2024) · cites this paper as Spanhel et al., 2021
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“Spanhel et al. (2021) conducted a systematic review on cultural adaptation of internet-based interventions for marginalized groups worldwide, and identified 17 components regarding content, methods, and procedural components eligible for cultural adaptation in the context of internet- and mobile-based mental health interventions.”
From Smartphone-delivered mental health care interventions for refugees: A systematic review of the literature (2023) · cites this paper as Spanhel et al., 2021
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“These interventions offer several advantages over traditional formats of assistance, including greater temporal and local independency, anonymity, accessibility, and flexible delivery [6]”
From The Efficacy of Be a Mom, a Web-Based Intervention to Prevent Postpartum Depression: Examining Mechanisms of Change in a Randomized Controlled Trial (2023) · cites this paper as [6]
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“A recent review of cultural adaptation of internet-based interventions found no significant associations between the extent of adaptation and the efficacy or adherence to the intervention (Spanhel et al., 2021).”
From Investigating the potential of a novel internet-based cognitive behavioural intervention for Dari and Farsi speaking refugee youth: A feasibility study (2022) · cites this paper as Spanhel et al., 2021
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Cites
The Measurement of Observer Agreement for Categorical Data
Landis, J. R., & Koch, G. G. (1977) · Biometrics · doi:10.2307/2529310 · Cited by 81,148
The CES-D Scale: A Self-Report Depression Scale for Research in the General Population
Radloff, L. S. (1977) · Applied Psychological Measurement · doi:10.1177/014662167700100306 · Cited by 53,267
A Coefficient of Agreement for Nominal Scales
Cohen, J. (1960) · Educational and Psychological Measurement · doi:10.1177/001316446002000104 · Cited by 42,398
An inventory for measuring depression
BECK, A. T. (1961) · Archives of General Psychiatry · doi:10.1001/archpsyc.1961.01710120031004 · Cited by 38,032
The Pittsburgh Sleep Quality Index: a new instrument for psychiatric practice and research
Buysse, D. J., Reynolds, C. F., Monk, T. H., Berman, S. R., & Kupfer, D. J. (1989) · Psychiatry Research · doi:10.1016/0165-1781(89)90047-4 · Cited by 35,234
A Brief Measure for Assessing Generalized Anxiety Disorder: The GAD-7
Spitzer, R. L., Kroenke, K., Williams, J. B. W., & Löwe, B. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.10.1092 · Cited by 31,765
Liberati, A., Altman, D. G., Tetzlaff, J., Mulrow, C., Gøtzsche, P. C., Ioannidis, J. P. A., Clarke, M., Devereaux, P. J., Kleijnen, J., & Moher, D. (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000100 · Cited by 28,164
Dermyshi, E., Wang, Y., Yan, C., Hong, W., Qiu, G., Gong, X., & Zhang, T. (2017) · Neonatology · doi:10.1159/000454668 · Cited by 24,586
Liberati, A., Altman, D. G., Tetzlaff, J., Mulrow, C., Gøtzsche, P. C., Ioannidis, J. P. A., Clarke, M., Devereaux, P. J., Kleijnen, J., & Moher, D. (2009) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2009.06.006 · Cited by 10,578
KESSLER, R. C., ANDREWS, G., COLPE, L. J., HIRIPI, E., MROCZEK, D. K., NORMAND, S.-L. T., WALTERS, E. E., & ZASLAVSKY, A. M. (2002) · Psychological Medicine · doi:10.1017/s0033291702006074 · Cited by 10,327
Research works printed but not linked: 2
- Covidence. Covidence systematic review software, Veritas Health Innovation, Melbourne, Australia. Available at www.covidence.org.
- Hedges, L. & Olkin, I. Statistical Methods for Meta-analysis (Academic Press, 1985).
Cited by
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Jiménez-Molina, Á., Franco, P., Mac‐Ginty, S., & Martínez, V. (2022) · Depression and personality · doi:10.1007/978-3-031-13029-8_6 · Cited by 1
Vivas, A. B., Estévez, A. F., Khan, I., Roldán-Tapia, L., Markelius, A., Nielsen, S., & Lowe, R. (2024) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2024.105838 · Cited by 1
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Listiyandini, R. A., Andriani, A., Afsari, N., Marfu’atun, E., Hafizah, N., Sholeh, A., Nirbayaningtyas, R. B., Moulds, M. L., Mahoney, A., & Newby, J. M. (2025) · Behaviour Research and Therapy · doi:10.1016/j.brat.2025.104827 · Cited by 1
Suen, Y. N., Chan, K. T., Wan, Y. S., So, M. M., Lee, E. H. M., Wong, S. M. Y., Chan, S. K. W., Hui, C. L. M., Wong, M. T. H., & Chen, E. Y. H. (2025) · BMJ Public Health · doi:10.1136/bmjph-2025-002692 · Cited by 1
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Yu, T., Zhang, X., Yang, Z., Wang, L., & Hui, W. (2026) · Psycho-Oncologie · doi:10.18282/po4564 · Cited by 1
Hapon, N., Chudzicka-Czupała, A. E., Dubniak, Z. O., Żywiołek‐Szeja, M., Czupała, M., Yen, C., & Ho, R. (2026) · Mindfulness · doi:10.1007/s12671-026-02768-z · Cited by 2
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Luo, Y., Ebina, Y., & Sato, Y. (2024) · SSM - Population Health · doi:10.1016/j.ssmph.2024.101686 · Cited by 2
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Lindegaard, T. (2022) · Linköping studies in behavioural science · doi:10.3384/9789179291402
El-Haj-Mohamad, R., Nohr, L., Niemeyer, H., et al. (2022) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2022.61.pr8
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El-Haj-Mohamad, R., Nohr, L., Niemeyer, H., et al. (2022) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2022.61.pr10
El-Haj-Mohamad, R., Nohr, L., Niemeyer, H., et al. (2022) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2022.61.pr6
El-Haj-Mohamad, R., Nohr, L., Niemeyer, H., et al. (2022) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2022.61.pr2
Nohr, L. (2022) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2022.61.pr1
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El-Haj-Mohamad, R., Nohr, L., Niemeyer, H., et al. (2022) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2022.61.pr3
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Naeem, F. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-85726-0.00018-1
Gueta, K., Harel‐Fisch, Y., & Walsh, S. D. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1063200
“A recent review identified four distinct types of adaptations for culturally adapted internetbased interventions for mental disorders (Spanhel et al., 2021): alterations to an intervention’s structure (e.”
BackgroundSilverman, A. L., Evia, Á. F. V. D. L. G., Larrazabal, M. A., Khutsisvili, L., Boukhechba, M., Barnes, L. E., & Teachman, B. A. (2023) · doi:10.31234/osf.io/3ck26
Malischnig, D. (2023) · Springer eBooks · doi:10.1007/978-3-662-67489-5_4
Behavioral Technology Acceptance Model In Health Care Industry: Systematic Literature Review
Agustini, K. (2024) · Indonesian Journal of Pharmaceutical Science and Technology · doi:10.24198/ijpst.v0i0.50591
Spanhel, K., & Heim, E. (2024) · PPmP - Psychotherapie · Psychosomatik · Medizinische Psychologie · doi:10.1055/a-2305-8780
González-Cantero, J. O., Torres, L. P. L., Alvarado-Avalos, I. R., López-Alcaraz, F., Suarez, E. G., Hernández, A. A. C., Jiménez, A. V., Macías-Espinoza, F., & Rodríguez, A. D. (2024) · Frontiers in Nutrition · doi:10.3389/fnut.2024.1325528 · Cited by 1
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Lin, X., & Pachana, N. A. (2025) · doi:10.1093/med/9780198874799.003.0018
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Alcántara, C., Cosenzo, L. G., Diaz, S. V., Arias, D., Schwartz, J. E., Kronish, I. M., & Moise, N. (2025) · The Lancet Regional Health - Americas · doi:10.1016/j.lana.2025.101158 · Cited by 1
Dsouza, V. F., Reardon, B., & Giscombé, C. L. W. (2025) · Geriatric Nursing · doi:10.1016/j.gerinurse.2025.103438
Alshabani, N., Price, K., Kennedy, H., Haws, J. K., & Kimball, S. (2025) · Journal of Immigrant and Minority Health · doi:10.1007/s10903-025-01746-2
Pan, X. (2025) · Proceedings of the ALISE Annual Conference · doi:10.21900/j.alise.2025.2030
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Löchner, J., Bolivar, M., Booth, L., Canella, S., Calobro, M., Firth, J., García‐Palacios, A., Kyritsaka, A., Sander, L., Seiferth, C., et al. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1568472 · Cited by 1
Kip, E., Hosseinipour, M. C., Kulisewa, K., Pence, B. W., Udedi, M. M., Gaynes, B. N., & Go, V. F.-L. (2025) · PLoS ONE · doi:10.1371/journal.pone.0318738
Wirawan, M. W. D., Barri, M. H., Arliandi, M. F., & Hilman Fauzi, T. S. P. (2025) · doi:10.1109/iceeie66203.2025.11254672
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Tandon, T., Berger, T., Meyer, B., Khaled, O. A., Gupta, R., & Martin-Söelch, C. (2025) · Trials · doi:10.1186/s13063-025-09377-6
You, J. H. S., Luk, S. W. C., Chow, D. Y.-W., Mak, A. D. P., & Mak, W. W. S. (2025) · JMIR Human Factors · doi:10.2196/68167
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Luo, M., Yue, Y., Du, N., Xiao, Y., Chen, C., & Huan, Z. (2024) · Figshare · doi:10.6084/m9.figshare.26661233
Additional file 1 of Digital tools to support mental health: a survey study in psychosis
Eisner, E., Berry, N., & Bucci, S. (2024) · Figshare · doi:10.6084/m9.figshare.26624164
Luo, M., Yue, Y., Du, N., Xiao, Y., Chen, C., & Huan, Z. (2024) · Figshare · doi:10.6084/m9.figshare.26661239
Luo, M., Yue, Y., Du, N., Xiao, Y., Chen, C., & Huan, Z. (2024) · Figshare · doi:10.6084/m9.figshare.26661236
Luo, M., Yue, Y., Du, N., Xiao, Y., Chen, C., & Huan, Z. (2024) · Figshare · doi:10.6084/m9.figshare.26661230
Luo, M., Yue, Y., Du, N., Xiao, Y., Chen, C., & Huan, Z. (2024) · Figshare · doi:10.6084/m9.figshare.26661227
Luo, M., Yue, Y., Du, N., Xiao, Y., Chen, C., & Huan, Z. (2024) · Figshare · doi:10.6084/m9.figshare.26661242
Xie, S. J., Paullada, A., Wang, Y., Louden, D., Ramirez, M., Cohen, T., & Yuwen, W. (2025) · doi:10.2196/preprints.85646
Shaff, J., Qureshi, N., Matthews, S., Eberhart, N. K., & Lawson, E. K. (2025) · Mental Health & Prevention · doi:10.1016/j.mhp.2025.200473
Alzuair, B. S., Mufarrih, W. A. A., ALzahrani, A., & Almasri, M. S. (2025) · Cureus · doi:10.7759/cureus.100041
“[21,33,46-48].”
InfluentialKarl, J. A., & Fischer, R. (2024) · OSF Preprints (OSF Preprints)
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Balci, S., & Aydin, A. (2026) · Springer eBooks · doi:10.1007/978-3-032-08980-9_9
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Klimczak, K. S., Donahue, M. L., & Bowers, E. M. (2026) · Springer eBooks · doi:10.1007/978-3-032-08980-9_12 · Cited by 2
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“…intervention, differences between groups may reflect the specific CBT-I components, the structured therapeutic format, or differences in treat-ment credibility and expectancy, rather than cultural adaptation alone (Harper Shehadeh et al., 2016; Fu et al., 2020; Spanhel et al., 2021).”
Anvari, S. S., Ppali, S., Hernandez, D. X. G., & Wehbe, R. R. (2026) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3791326 · Cited by 1
“Privacy anxieties are widespread, as users fear misuse of sensitive data [98, 105], and cultural adaptability is limited, with many apps reflecting western models [67, 103].”
Guenier, A. W., & Mao, Y. (2026) · doi:10.2196/preprints.96062
Choi, I., Mahoney, A., & Shiner, C. T. (2026) · Australian Psychologist · doi:10.1080/00050067.2026.2666418
“…2019; Karyotaki et al., 2017, 2021) and in routine care (Duffy et al., 2025; Etzelmueller et al., 2020; Hobbs et al., 2018; Lee et al., 2024; Palacios et al., 2023), as well as among CALD groups when translated into other languages or culturally adapted (Ellis et al., 2022; Spanhel et al., 2021).”
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Bouchard, L., Nungester, A., Zafreen, F., & Chahin, S. S. (2026) · Springer eBooks · doi:10.1007/978-3-032-19116-8_19
Digital Mental Health in Trauma and Migration: Opportunities and Challenges
Orsolini, L., Nuzzo, G. L., Pompili, S., Longo, G., & Volpe, U. (2026) · Springer eBooks · doi:10.1007/978-3-032-21028-9_16
Ning, X., Wang, Y., & Pan, S. (2026) · Multilingual education yearbook · doi:10.1007/978-3-032-20155-3_10
Altun, A., Reupert, A., Oxlad, M., Hine, R. H., D’Souza, L., Kadwadkar, M., & Boyle, J. A. (2026) · Archives of Public Health · doi:10.1186/s13690-026-01989-x
“Consistent with broader literature, many digital resources were perceived as culturally misaligned and did not fully resonate with women’s lived and living experiences or cultural frameworks [14, 61, 62].”
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Dsouza, V. F., Reardon, B., & Giscombé, C. L. W. (2026) · Research in Nursing & Health · doi:10.1002/nur.70092
Sörman, K., Jayaram‐Lindström, N., Pontén, M., Bragesjö, M., Kolaas, K., Kraepelien, M., Alaoui, S. E., Särnholm, J., & Molander, O. (2026) · BMJ Public Health · doi:10.1136/bmjph-2025-003156
Upadhyay, L., Kale, A., Mishra, A., & Shukla, A. K. (2026) · Complex & Intelligent Systems · doi:10.1007/s40747-026-02390-5
“Multilingual interfaces, culturally appropriate avatars, and localized clinical scenarios must be co-designed with local stakeholders to ensure acceptance and effectiveness [114].”
InfluentialVillena-Esponera, M. P., Aguilar, H., Jerves-Córdova, C., Molina‐Recio, G., & Caballero, M. (2026) · Digital Health · doi:10.1177/20552076261460352
“19,46 This adds a new dimension to the literature on digital health equity, proving that even in areas with significant structural barriers, a user-centered approach can transform a mobile device into a powerful tool for health education.”
Buhari, T., Baguda, A., Aiyenuro, M., Ahmad, J. I., Galadanchi, J., Oluyori, A., Abdullahi, R. M., Iliyasu, Z., Akhigbe, O., Fawaz, A., et al. (2026) · medRxiv · doi:10.64898/2026.09.03.26362181
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Mallick, M. K. (2026) · IGI Global eBooks · doi:10.4018/979-8-3373-8444-3.ch002
Fola-Bolumole, O., Bella-Awusah, T. T., & Omigbodun, O. O. (2026) · doi:10.2196/preprints.110540
van Lotringen, C. M., Kelders, S. M., Westerhof, G. J., & Noordzij, M. L. (2026) · Digital Health · doi:10.1177/20552076261483463
Rethinking accuracy in Ai-assisted mental health research: The role of cultural validity in Asia
Halida, A. N. (2026) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2026.105184
Gant, T., Taylor, K. M., Ward, T., Garety, P., & Hardy, A. (2026) · Internet Interventions · doi:10.1016/j.invent.2026.101013
Metadata
- Authors
- Spanhel, K., Balci, S., Feldhahn, F., Bengel, J., Baumeister, H., & Sander, L. B.
- Affiliations
- University of Freiburg (DE)
- Universität Ulm (DE)
- Corresponding author
- Spanhel, Kerstin
- Venue
- npj Digital Medicine
- Published
- 2021-08-25
- Volume
- 4
- Issue
- 1
- Pages
- 128-128
- ISSN
- 2398-6352 (ISSN-L)
- PMC
- PMC8387403
- OpenAlex
- W3196086198
- Cited by
- 178
- References
- 178
- Citations by year
- 2026: 32 · 2025: 37 · 2024: 46 · 2023: 34 · 2022: 27 · 2021: 2
- FWCI
- 4.38
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- npj Digital Medicine (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Informationszentrum Lebenswissenschaften (ZB MED) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- German Academic Scholarship Foundation
- Scholarship granted by the Ministry of Education, Turkey
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Medicine › Psychiatry and Mental health › Mental Health Treatment and Access
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- cultural adaptation, online intervention, mobile-based interventions, mental illness, low- and middle-income countries, migrants, indigenous peoples, adherence, intervention effectiveness
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