eHealth interventions for treatment and prevention of depression, anxiety, and insomnia during pregnancy: systematic review and Meta-analysis
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Abstract
BACKGROUND: Pregnancy is associated with an increased risk for depression, anxiety, and insomnia. eHealth interventions provide a promising and accessible treatment alternative to face-to-face interventions. OBJECTIVE: The objective of this systematic review and meta-analysis is to determine the effectiveness of eHealth interventions in preventing and treating depression, anxiety, and insomnia during pregnancy. Secondary aims are to identify demographic and intervention moderators of effectiveness. METHODS: A total of 5 databases (PsycINFO, Medline, CINAHL, Embase, and Cochrane) were searched from inception to May 2021. Terms related to eHealth, pregnancy, randomized controlled trials (RCTs), depression, anxiety, and insomnia were included. RCTs and pilot RCTs were included if they reported an eHealth intervention for the prevention or treatment of depression, anxiety, or insomnia in pregnant women. Study screening, data extractions, and quality assessment were conducted independently by 2 reviewers from an 8-member research team (KAS, PRS, Hangsel Sanguino, Roshni Sohail, Jasleen Kaur, Songyang (Mark) Jin, Makayla Freeman, and Beatrice Valmana). Random-effects meta-analyses of pooled effect sizes were conducted to determine the effect of eHealth interventions on prenatal mental health. Meta-regression analyses were conducted to identify potential moderators. RESULTS: In total, 17 studies were included in this review that assessed changes in depression (11/17, 65%), anxiety (10/17, 59%), and insomnia (3/17, 18%). Several studies included both depression and anxiety symptoms as outcomes (7/17, 41%). The results indicated that during pregnancy, eHealth interventions showed small effect sizes for preventing and treating symptoms of anxiety and depression and a moderate effect size for treating symptoms of insomnia. With the exception of intervention type for the outcome of depressive symptoms, where mindfulness interventions outperformed other intervention types, no significant moderators were detected. CONCLUSIONS: eHealth interventions are an accessible and promising resource for treating symptoms of anxiety, depression, and insomnia during pregnancy. However, more research is necessary to identify ways to increase the efficacy of eHealth interventions for this population. TRIAL REGISTRATION: PROSPERO (International Prospective Register of Systematic Reviews) CRD42020205954; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=205954.
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In PPD prevention, small effect sizes were found in studies conducted during pregnancy.
“In terms of PPD prevention, small effect sizes were found in studies conducted during pregnancy (Silang et al., 2022)”
From PandaMom – Feasibility and acceptability of an internet- and mobile-based intervention to enhance peripartum mental well-being and to prevent postpartum depression (2024) · cites this paper as Silang et al., 2022
The Results (Effectiveness of eHealth Interventions for Treatment of Depressive Symptoms During Pregnancy; page unavailable) report a small pooled effect on depressive symptoms, and the Abstract Results describe small effects for preventing and treating depression during pregnancy. The paper does not report a separate effect size for preventing postpartum depression (PPD), so the PPD-specific part of the claim is not established. (LLM, conf=0.84)
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Cites
Statistical Power Analysis for the Behavioral Sciences
Muller, K. E., & Cohen, J. (1989) · Technometrics · doi:10.2307/1270020 · Cited by 99,588 · see citing works
The Cochrane Collaboration's tool for assessing risk of bias in randomised trials
Higgins, J. P. T., Altman, D. G., Gotzsche, P. C., Juni, P., Moher, D., Oxman, A. D., Savovic, J., Schulz, K. F., Weeks, L., Sterne, J. A. C., et al. (2011) · BMJ · doi:10.1136/bmj.d5928 · Cited by 33,817 · see citing works
PRISMA-P Group, Moher, D., Shamseer, L., Clarke, M., Ghersi, D., Liberati, A., Petticrew, M., Shekelle, P., & Stewart, L. A. (2015) · Systematic Reviews · doi:10.1186/2046-4053-4-1 · Cited by 26,223 · see citing works
Statistical Power Analysis for the Behavioral Sciences
Cohen, J. (2013) · doi:10.4324/9780203771587 · Cited by 25,373 · see citing works
Dermyshi, E., Wang, Y., Yan, C., Hong, W., Qiu, G., Gong, X., & Zhang, T. (2017) · Neonatology · doi:10.1159/000454668 · Cited by 24,577 · see citing works
Page, M. J., Moher, D., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., et al. (2021) · BMJ · doi:10.1136/bmj.n160 · Cited by 11,883 · see citing works
Salari, N., Hosseinian-Far, A., Jalali, R., Vaisi-Raygani, A., Rasoulpoor, S., Mohammadi, M., Rasoulpoor, S., & Khaledi-Paveh, B. (2020) · Globalization and Health · doi:10.1186/s12992-020-00589-w · Cited by 3,560 · see citing works
Perinatal Depression: A Systematic Review of Prevalence and Incidence
Gavin, N. I., Gaynes, B. N., Lohr, K. N., Meltzer-Brody, S., Gartlehner, G., & Swinson, T. (2005) · Obstetrics & Gynecology · doi:10.1097/01.aog.0000183597.31630.db · Cited by 3,282 · see citing works
Identifying the women at risk of antenatal anxiety and depression: a systematic review
Biaggi, A., Conroy, S., Pawlby, S., & Pariante, C. M. (2016) · Journal of Affective Disorders · doi:10.1016/j.jad.2015.11.014 · Cited by 1,657 · cited 1× · see citing works
“Pregnancy is already a period of vulnerability for mental health concerns [33-36] and a recent rapid review and meta-analysis of depression and anxiety during pregnancy during the COVID-19 pandemic reported that rates of depression and anxiety in pregnant women across the world are elevated compared with prepandemic l…”
BackgroundInsomnia: Definition, Prevalence, Etiology, and Consequences
Roth, T. G. (2007) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.26929 · Cited by 1,499 · see citing works
Van den Bergh, B. R. H., van den Heuvel, M. I., Lahti, M., Braeken, M., de Rooij, S. R., Entringer, S., Hoyer, D., Roseboom, T., Räikkönen, K., King, S., et al. (2020) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2017.07.003 · Cited by 1,181 · see citing works
Mohr, D. C., Cuijpers, P., & Lehman, K. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1602 · Cited by 1,097 · see citing works
Firth, J., Torous, J., Nicholas, J., Carney, R., Pratap, A., Rosenbaum, S., & Sarris, J. (2017) · World Psychiatry · doi:10.1002/wps.20472 · Cited by 1,097 · see citing works
Wisner, K. L., Sit, D. K. Y., McShea, M. C., Rizzo, D. M., Zoretich, R. A., Hughes, C. L., Eng, H. F., Luther, J. F., Wisniewski, S. R., Costantino, M. L., et al. (2013) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2013.87 · Cited by 1,091 · see citing works
Torous, J., Jän Myrick, K., Rauseo-Ricupero, N., & Firth, J. (2020) · JMIR Mental Health · doi:10.2196/18848 · Cited by 946 · see citing works
Prevalence of depression during the COVID-19 outbreak: A meta-analysis of community-based studies
Bueno‐Notivol, J., Gracia‐García, P., Olaya, B., Lasheras, I., López‐Antón, R., & Santabárbara, J. (2020) · International Journal of Clinical and Health Psychology · doi:10.1016/j.ijchp.2020.07.007 · Cited by 833 · see citing works
Maternal depression, anxiety and stress during pregnancy and child outcome; what needs to be done
Glover, V. (2014) · Best Practice & Research Clinical Obstetrics & Gynaecology · doi:10.1016/j.bpobgyn.2013.08.017 · Cited by 818 · see citing works
Zachariae, R., Lyby, M. S., Ritterband, L. M., & O'Toole, M. S. (2016) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2015.10.004 · Cited by 704 · cited 1× · see citing works
“However, all of the included insomnia studies were evidence-based psychological interventions and this finding is in line with the general CBT-I literature, which has shown moderate to large effect sizes when treatment is delivered digitally [78].”
ResultPrevalence of paternal depression in pregnancy and the postpartum: an updated meta-analysis
Cameron, E. E., Sedov, I. D., & Tomfohr-Madsen, L. M. (2016) · Journal of Affective Disorders · doi:10.1016/j.jad.2016.07.044 · Cited by 586 · see citing works
Self-citationSleep quality during pregnancy: A meta-analysis
Sedov, I. D., Cameron, E. E., Madigan, S. L., & Tomfohr‐Madsen, L. M. (2017) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2017.06.005 · Cited by 569 · see citing works
Self-citationO’Connor, E., Rossom, R. C., Henninger, M., Groom, H. C., & Burda, B. U. (2016) · JAMA · doi:10.1001/jama.2015.18948 · Cited by 563 · cited 1× · see citing works
“Screening alone, even without further treatment, has shown significant reductions in depression during the perinatal period [25].”
BackgroundTorous, J., Lipschitz, J., Ng, M., & Firth, J. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.11.167 · Cited by 546 · see citing works
US Preventive Services Task Force, Curry, S. J., Krist, A. H., Owens, D. K., Barry, M. J., Caughey, A. B., Davidson, K. W., Doubeni, C. A., Epling, J. W., Grossman, D. C., et al. (2019) · JAMA · doi:10.1001/jama.2019.0007 · Cited by 494 · see citing works
Soh, H. L., Ho, R. C., Ho, C. S., & Tam, W. W. (2020) · Sleep Medicine · doi:10.1016/j.sleep.2020.08.020 · Cited by 482 · see citing works
Why ethnic minority groups are under-represented in clinical trials: A review of the literature
Hussain-Gambles, M., Atkin, K., & Leese, B. (2004) · Health and Social Care in the Community · doi:10.1111/j.1365-2524.2004.00507.x · Cited by 447 · see citing works
Addressing social determinants of health and health inequalities
Adler, N. E., Glymour, M. M., & Fielding, J. (2016) · JAMA · doi:10.1001/jama.2016.14058 · Cited by 426 · see citing works
Grigoriadis, S., Graves, L., Peer, M., Mamisashvili, L., Tomlinson, G., Vigod, S. N., Dennis, C.-L., Steiner, M., Brown, C., Cheung, A., et al. (2018) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.17r12011 · Cited by 404 · cited 2× · see citing works
“Untreated antenatal mental health problems are associated with an increased risk for poor birth outcomes, such as miscarriage [7], preterm birth [2,8], and low birth weight [2,8].”
BackgroundSockol, L. E. (2015) · Journal of Affective Disorders · doi:10.1016/j.jad.2015.01.052 · Cited by 395 · see citing works
Giscombé, C. L., & Lobel, M. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.5.662 · Cited by 370 · see citing works
Seyffert, M., Lagisetty, P., Landgraf, J., Chopra, V., Pfeiffer, P. N., Conte, M. L., & Rogers, M. A. M. (2016) · PLOS ONE · doi:10.1371/journal.pone.0149139 · Cited by 323 · see citing works
Prenatal Depression and Adverse Birth Outcomes: An Updated Systematic Review
Accortt, E. E., Cheadle, A. C. D., & Schetter, C. D. (2014) · Maternal and Child Health Journal · doi:10.1007/s10995-014-1637-2 · Cited by 319 · see citing works
Bedrick, A. D. (1984) · Archives of Pediatrics and Adolescent Medicine · doi:10.1001/archpedi.1984.02140460040013 · Cited by 291 · see citing works
Riper, H. M., Hoogendoorn, A. W., Cuijpers, P. J., Karyotaki, E., Boumparis, N., Mira, A., Andersson, G., Berman, A. H., Bertholet, N., Bischof, G., et al. (2018) · PLoS Medicine · doi:10.1371/journal.pmed.1002714 · Cited by 283 · see citing works
Yan, H., Ding, Y., & Guo, W. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.617001 · Cited by 268 · see citing works
Depression and anxiety in pregnancy during COVID-19: A rapid review and meta-analysis
Tomfohr‐Madsen, L. M., Racine, N. M., Giesbrecht, G. F., Lebel, C. A., & Madigan, S. L. (2021) · Psychiatry Research · doi:10.1016/j.psychres.2021.113912 · Cited by 248 · see citing works
Self-citationState of the Field of Mental Health Apps
Neary, M., & Schueller, S. M. (2018) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2018.01.002 · Cited by 247 · see citing works
Lebel, C., Walton, M., Letourneau, N., Giesbrecht, G. F., Kaplan, B. J., & Dewey, D. (2016) · Biological Psychiatry · doi:10.1016/j.biopsych.2015.12.004 · Cited by 237 · see citing works
Self-citationWarland, J., Dorrian, J., Morrison, J. L., & O'Brien, L. M. (2018) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2018.03.004 · Cited by 224 · cited 1× · see citing works
“Similarly, poor sleep during pregnancy is a predictor of poor birth outcomes [9], such as shorter gestational age in addition to increased risk for developing postpartum depression [6].”
BackgroundDeady, M., Choi, I., Calvo, R. A., Glozier, N., Christensen, H., & Harvey, S. B. (2017) · BMC Psychiatry · doi:10.1186/s12888-017-1473-1 · Cited by 222 · see citing works
Stress in fathers in the perinatal period: A systematic review
Philpott, L. F., Leahy-Warren, P., FitzGerald, S., & Savage, E. (2017) · Midwifery · doi:10.1016/j.midw.2017.09.016 · Cited by 206 · see citing works
The association between psychological stress and miscarriage: A systematic review and meta-analysis
Qu, F., Wu, Y., Zhu, Y.-H., Barry, J., Ding, T., Baio, G., Muscat, R., Todd, B. K., Wang, F.-F., & Hardiman, P. J. (2017) · Scientific Reports · doi:10.1038/s41598-017-01792-3 · Cited by 182 · see citing works
Forsell, E., Bendix, M., Holländare, F., Szymanska von Schultz, B., Nasiell, J., Blomdahl-Wetterholm, M., Eriksson, C., Kvarned, S., Lindau van der Linden, J., Söderberg, E., et al. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.06.013 · Cited by 175 · cited 12× · see citing works
“Interventions used to treat or prevent depression included cognitive behavioral therapy (CBT; 3/17, 18%) [54,56,65], psychoeducation (4/17, 24%) [52,55,59,62], mindfulness (3/17, 18%) [53,63,64], and attention bias modification training (1/17, 6%) [58].”
BackgroundMethodInfluentialSystematic Review of Prevalence of Antepartum Depression during the Trimesters of Pregnancy
Okagbue, H. I., Adamu, P. I., Bishop, S. A., Oguntunde, P. E., Opanuga, A. A., & Akhmetshin, E. (2019) · Open Access Macedonian Journal of Medical Sciences · doi:10.3889/oamjms.2019.270 · Cited by 175 · see citing works
Felder, J. N., Epel, E. S., Neuhaus, J. M., Krystal, A. D., & Prather, A. A. (2020) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2019.4491 · Cited by 173 · see citing works
Sun, Y., Li, Y., Wang, J., Chen, Q., Bazzano, A. N., & Cao, F. (2021) · Journal of Medical Internet Research · doi:10.2196/23410 · Cited by 165 · see citing works
Insomnia as a Transdiagnostic Process in Psychiatric Disorders
Dolsen, E. A., Asarnow, L. D., & Harvey, A. G. (2014) · Current Psychiatry Reports · doi:10.1007/s11920-014-0471-y · Cited by 163 · see citing works
Prenatal stress and the developing brain: Risks for neurodevelopmental disorders
den Bergh, B. R. H. V., Dahnke, R., & Mennes, M. (2018) · Development and Psychopathology · doi:10.1017/s0954579418000342 · Cited by 160 · see citing works
Insomnia symptoms during pregnancy: A meta‐analysis
Sedov, I. D., Anderson, N. J., Dhillon, A. K., & Tomfohr‐Madsen, L. M. (2020) · Journal of Sleep Research · doi:10.1111/jsr.13207 · Cited by 155 · see citing works
Self-citationA randomized controlled trial of digital cognitive behavioral therapy for insomnia in pregnant women
Kalmbach, D. A., Cheng, P., O'Brien, L. M., Swanson, L. M., Sangha, R., Sen, S., Guille, C., Cuamatzi-Castelan, A., Henry, A. L., Roth, T., et al. (2020) · Sleep Medicine · doi:10.1016/j.sleep.2020.03.016 · Cited by 154 · see citing works
Christ, C., Schouten, M. J., Blankers, M., van Schaik, D. J., Beekman, A. T., Wisman, M. A., Stikkelbroek, Y. A., & Dekker, J. J. (2020) · Journal of Medical Internet Research · doi:10.2196/17831 · Cited by 148 · see citing works
Barrera, A. Z., Wickham, R. E., & Muñoz, R. F. (2015) · Internet Interventions · doi:10.1016/j.invent.2015.06.002 · Cited by 145 · see citing works
Loughnan, S. A., Sie, A., Hobbs, M. J., Joubert, A. E., Smith, J., Haskelberg, H., Mahoney, A. E. J., Kladnitski, N., Holt, C. J., Milgrom, J., et al. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.09.057 · Cited by 145 · see citing works
Geraghty, A. W. A., Torres, L. D., Leykin, Y., Pérez‐Stable, E. J., & Muñoz, R. F. (2012) · Health Promotion International · doi:10.1093/heapro/das029 · Cited by 136 · see citing works
Patterns of Depression and Treatment in Pregnant and Postpartum Women
Bowen, A., Bowen, R., Butt, P. R., Rahman, K., & Muhajarine, N. (2012) · The Canadian Journal of Psychiatry · doi:10.1177/070674371205700305 · Cited by 133 · see citing works
Jareethum, R., Titapant, V., Chantra, T., Sommai, V., Chuenwattana, P., & Jirawan, C. (2008) · PubMed · Cited by 130 · see citing works
Ahmed, A. M., Bowen, A., Feng, C. X., & Muhajarine, N. (2019) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-019-2177-y · Cited by 127 · see citing works
Technological adjuncts to increase adherence to therapy: A review
Clough, B. A., & Casey, L. M. (2011) · Clinical Psychology Review · doi:10.1016/j.cpr.2011.03.006 · Cited by 125 · see citing works
Nkansah‐Amankra, S., Dhawain, A., Hussey, J. R., & Luchok, K. J. (2009) · Maternal and Child Health Journal · doi:10.1007/s10995-009-0508-8 · Cited by 124 · see citing works
Diversity in randomized clinical trials of depression: A 36-year review
Polo, A. J., Makol, B. A., Castro, A. S., Colón-Quintana, N., Wagstaff, A. E., & Guo, S. (2019) · Clinical Psychology Review · doi:10.1016/j.cpr.2018.09.004 · Cited by 114 · see citing works
Anxiety in fathers in the perinatal period: A systematic review
Philpott, L. F., Savage, E., FitzGerald, S., & Leahy-Warren, P. (2019) · Midwifery · doi:10.1016/j.midw.2019.05.013 · Cited by 112 · see citing works
Venkatesh, K. K., Nadel, H., Blewett, D. R., Freeman, M. P., Kaimal, A. J., & Riley, L. E. (2016) · American Journal of Obstetrics and Gynecology · doi:10.1016/j.ajog.2016.05.024 · Cited by 111 · see citing works
Chan, K. L., Leung, W. C., Tiwari, A., Or, K. L., & Ip, P. (2019) · JMIR mHealth and uHealth · doi:10.2196/12794 · Cited by 102 · see citing works
Yang, M., Jia, G., Sun, S., Ye, C., Zhang, R., & Yu, X. (2019) · Journal of Midwifery & Women's Health · doi:10.1111/jmwh.12944 · Cited by 99 · cited 14× · see citing works
“Interventions used to treat or prevent depression included cognitive behavioral therapy (CBT; 3/17, 18%) [54,56,65], psychoeducation (4/17, 24%) [52,55,59,62], mindfulness (3/17, 18%) [53,63,64], and attention bias modification training (1/17, 6%) [58].”
BackgroundMethodInfluentialMamma Mia – A randomized controlled trial of an internet-based intervention for perinatal depression
Haga, S. M., Drozd, F., Lisøy, C., Wentzel-Larsen, T., & Slinning, K. (2019) · Psychological Medicine · doi:10.1017/s0033291718002544 · Cited by 99 · see citing works
Mindfulness for pregnancy: a randomised controlled study of online mindfulness during pregnancy
Krusche, A., Dymond, M., Murphy, S. E., & Crane, C. (2018) · Midwifery · doi:10.1016/j.midw.2018.07.005 · Cited by 97 · see citing works
Reins, J. A., Buntrock, C., Zimmermann, J., Grund, S., Harrer, M., Lehr, D., Baumeister, H., Weisel, K. K., Domhardt, M., Imamura, K., et al. (2020) · Psychotherapy and Psychosomatics · doi:10.1159/000507819 · Cited by 97 · see citing works
Detection of Postpartum Depression and Anxiety in a Large Health Plan
Coates, A. O., Schaefer, C. A., & Alexander, J. L. (2004) · The Journal of Behavioral Health Services & Research · doi:10.1007/bf02287376 · Cited by 94 · see citing works
Pregnancy and Neonatal Outcomes of Aboriginal Women: A Systematic Review and Meta-Analysis
Shah, P. S., Zao, J. H., Al-Wassia, H., & Shah, V. S. (2010) · Women s Health Issues · doi:10.1016/j.whi.2010.08.005 · Cited by 86 · see citing works
Sleeping for Two: An Open-Pilot Study of Cognitive Behavioral Therapy for Insomnia in Pregnancy
Tomfohr-Madsen, L. M., Clayborne, Z. M., Rouleau, C. R., & Campbell, T. S. (2017) · Behavioral Sleep Medicine · doi:10.1080/15402002.2016.1141769 · Cited by 86 · see citing works
Self-citationGinossar, T., & Nelson, S. (2010) · Journal of Computer-Mediated Communication · doi:10.1111/j.1083-6101.2009.01513.x · Cited by 84 · see citing works
Heller, H. M., Hoogendoorn, A. W., Honig, A., Broekman, B. F. P., & van Straten, A. (2020) · Journal of Medical Internet Research · doi:10.2196/15172 · Cited by 82 · see citing works
Cognitive-behavioral group treatment for perinatal anxiety: a pilot study
Green, S. M., Haber, E., Frey, B. N., & McCabe, R. E. (2015) · Archives of Women s Mental Health · doi:10.1007/s00737-015-0498-z · Cited by 77 · see citing works
Long-term outcomes of participants in a perinatal depression early detection program
Reay, R. E., Matthey, S., Ellwood, D. A., & Scott, M. (2010) · Journal of Affective Disorders · doi:10.1016/j.jad.2010.07.035 · Cited by 73 · see citing works
Dennis-Tiwary, T. A., Denefrio, S., & Gelber, S. (2017) · Biological Psychology · doi:10.1016/j.biopsycho.2017.05.003 · Cited by 70 · see citing works
Scaling up psychological treatments for common mental disorders: a call to action
Singla, D. R., Raviola, G., & Patel, V. (2018) · World Psychiatry · doi:10.1002/wps.20532 · Cited by 69 · see citing works
O’Connor, M., Munnelly, A., Whelan, R., & McHugh, L. (2018) · Behavior Therapy · doi:10.1016/j.beth.2017.07.007 · Cited by 62 · cited 1× · see citing works
“However, the overall lack of significant moderators in this review is similar to results from recent meta-analyses, which also found that risk of bias, number of sessions, and therapist guidance (guided or unguided) did not significantly moderate depression and anxiety outcomes in eHealth intervention [72].”
ResultSedov, I. D., & Tomfohr‐Madsen, L. M. (2020) · Behavioral Sleep Medicine · doi:10.1080/15402002.2020.1771339 · Cited by 61 · see citing works
Self-citationDuffecy, J., Grekin, R., Hinkel, H., Gallivan, N., Nelson, G., & O'Hara, M. W. (2019) · JMIR Mental Health · doi:10.2196/10778 · Cited by 60 · see citing works
Mohr, D. C., Lattie, E. G., Tomasino, K. N., Kwasny, M. J., Kaiser, S. M., Gray, E. L., Alam, N., Jordan, N., & Schueller, S. M. (2019) · Behaviour Research and Therapy · doi:10.1016/j.brat.2019.103485 · Cited by 57 · see citing works
Scherer, S., Alder, J., Gaab, J., Berger, T., Ihde, K., & Urech, C. (2016) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2015.10.011 · Cited by 51 · see citing works
Singla, D. R., Lemberg-Pelly, S., Lawson, A., Zahedi, N., Thomas-Jacques, T., & Dennis, C. (2020) · JMIR Mental Health · doi:10.2196/19271 · Cited by 47 · see citing works
Sharma, S., Kolahdooz, F., Launier, K., Nader, F., Yi, K. J., Baker, P. N., McHugh, T., & Vallianatos, H. (2016) · Diversity & Equality in Health and Care · doi:10.21767/2049-5471.100073 · Cited by 46 · see citing works
Transforming Care: Medical Practice Design And Information Technology
Kilo, C. M. (2005) · Health Affairs · doi:10.1377/hlthaff.24.5.1296 · Cited by 45 · see citing works
Porter, M. A. S. M., Betts, K. S., Kisely, S. R., Pecoraro, G., & Alati, R. (2018) · The Medical Journal of Australia · doi:10.5694/mja2.12030 · Cited by 41 · see citing works
Psychotherapeutic Treatments for Depression During Pregnancy
Genovez, M., Vanderkruik, R. C., Lemon, E. L., & Dimidjian, S. (2018) · Clinical Obstetrics & Gynecology · doi:10.1097/grf.0000000000000388 · Cited by 40 · see citing works
Underserved Does Not Mean Undeserved: Unfurling the HCV Care in the Safety Net
Khalili, M., & Wong, R. J. (2018) · Digestive Diseases and Sciences · doi:10.1007/s10620-018-5316-9 · Cited by 39 · see citing works
Paternal Perinatal Mental Health: At-Risk Fathers’ Perceptions of Help-Seeking and Screening
Schuppan, K., Roberts, R. M., & Powrie, R. (2019) · Journal of Men's Studies · doi:10.1177/1060826519829908 · Cited by 39 · see citing works
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O’Donohue, W., & Draper, C. (2010) · Springer eBooks · doi:10.1007/978-1-4419-6510-3_1 · Cited by 36 · see citing works
Cain, M. A., Brumley, J., Louis‐Jacques, A. F., Drerup, M. L., Stern, M., & Louis, J. M. (2019) · Behavioral Sleep Medicine · doi:10.1080/15402002.2019.1613995 · Cited by 32 · see citing works
Tovote, K. A., Schroevers, M. J., Snippe, E., Emmelkamp, P. M. G., Links, T. P., Sanderman, R., & Fleer, J. (2017) · PLoS ONE · doi:10.1371/journal.pone.0179941 · Cited by 31 · see citing works
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Anderson, J., O’Moore, K., Faraj, M., & Proudfoot, J. (2020) · Australian Health Review · doi:10.1071/ah19078 · Cited by 26 · see citing works
Hanprasertpong, T., Rattanaprueksachart, R., Janwadee, S., Geater, A. F., Kor‐anantakul, O., Suwanrath, C., & Hanprasertpong, J. (2013) · Prenatal Diagnosis · doi:10.1002/pd.4222 · Cited by 20 · see citing works
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Coates, A. O., Schaefer, C. A., & Alexander, J. L. (2004) · The Journal of Behavioral Health Services & Research · doi:10.1097/00075484-200404000-00001 · Cited by 20 · see citing works
Mittal, V. A. (2019) · Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature · doi:10.3410/f.735622208.793567547 · Cited by 6 · see citing works
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Vigod, S. N., Frey, B. N., Clark, C. T., Grigoriadis, S., Barker, L. C., Brown, H. K., Charlebois, J., Dennis, C., Fairbrother, N., Green, S. M., et al. (2025) · The Canadian Journal of Psychiatry · doi:10.1177/07067437241303031 · Cited by 88 · see citing works
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Anyanwu, I. S., & Jenkins, J. (2024) · Oxford Open Digital Health · doi:10.1093/oodh/oqae026 · Cited by 21 · see citing works
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Zainal, N. H., & Newman, M. G. (2024) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2024.102825 · Cited by 17 · see citing works
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Zeng, G., Niu, J., Zhu, K., Fei, L. I., Li, L., Gao, K., Zhuang, Y., Zhang, B., Han, X., Ye, G., et al. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4819253
Ansari, F., Azima, S., Akbarzadeh, M., & Zarshenas, L. (2025) · Journal of Medical Society · doi:10.4103/jms.jms_11_24
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Taple, B. J., Lattie, E. G., & Stamatis, C. A. (2025) · CBT: science into practice · doi:10.1007/978-3-031-92265-7_8
Blebu, B. E., Ponting, C., Blackman, K. C. A., Baer, R. J., Felder, J. N., Oltman, S. P., Jelliffe‐Pawlowski, L. L., & Tabb, K. M. (2025) · Translational Behavioral Medicine · doi:10.1093/tbm/ibaf076
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Szabo, L., & Taylor, L. (2025) · Personalized Medicine in Psychiatry · doi:10.1016/j.pmip.2025.100167
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Zorzi, C., Jean, J., Côté, S. M., St‐André, M., & MacKinnon, A. (2025) · BMJ Open · doi:10.1136/bmjopen-2024-094901
Arakawa, Y., Inoue, K., Haseda, M., Nishioka, D., Kino, S., Nishi, D., Hashimoto, H., & Kondo, N. (2025) · Psychological Medicine · doi:10.1017/s0033291725102596
Arakawa, Y., Haseda, M., Inoue, K., Nishioka, D., Kino, S., Nishi, D., Hashimoto, H., & Kondo, N. (2023) · Figshare · doi:10.6084/m9.figshare.23583670
Arakawa, Y., Haseda, M., Inoue, K., Nishioka, D., Kino, S., Nishi, D., Hashimoto, H., & Kondo, N. (2023) · Figshare · doi:10.6084/m9.figshare.23583673
Joyce, K. M., McHardy, R. J. W., Kelly, L. E., Reynolds, K., Mota, N. P., Tomfohr‐Madsen, L. M., & Roos, L. E. (2026) · Substance Use Research and Treatment · doi:10.1177/29768357261438586
Self-citationTığlı, A., Baykuş, Y., Cilingir, B., Akıncı, G. E., Şener, N., Değirmenci, Y. E., Gürkan, E., Karakoç, O., TEKCAN, G., & Deniz, R. (2026) · Postgraduate Medicine · doi:10.1080/00325481.2026.2696099
Shamsdanesh, S., Simbar, M., Riazi, H., Dolatian, M., & Mehrabi, E. (2026) · Crescent Journal of Medical and Biological Sciences · doi:10.34172/cjmb.3998
- Authors
- Silang, K. A., Sohal, P. R., Bright, K. S., Leason, J., Roos, L., Lebel, C., Giesbrecht, G. F., & Tomfohr-Madsen, L. M.
- Affiliations
- University of Calgary (CA)
- Alberta Health Services (CA)
- Children's Hospital Research Institute of Manitoba (CA)
- Alberta Children's Hospital Research Institute (CA)
- ORCID
- Venue
- JMIR Mental Health
- Publisher
- JMIR Publications Inc.
- Published
- 2022-02-21
- Volume
- 9
- Issue
- 2
- Pages
- e31116
- ISSN
- 2368-7959 (ISSN-L)
- PMC
- PMC8902665
- OpenAlex
- W3214102909
- Cited by
- 50
- References
- 95
- Citations by year
- 2026: 5 · 2025: 13 · 2024: 14 · 2023: 15 · 2022: 2 · 2021: 1
- FWCI
- 1.42
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- JMIR Mental Health (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Funders
- Children's Hospital Foundation
- Canadian Child Health Clinician Scientist Program
- Alberta Children's Hospital Foundation
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Maternal Mental Health During Pregnancy and Postpartum
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- digital health interventions, pregnancy, antenatal depression, prenatal anxiety, prenatal mental health, mindfulness-based interventions, moderators of intervention effectiveness, intervention types, depressive symptoms, anxiety symptoms
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