A Precision Treatment Model for Internet-Delivered Cognitive Behavioral Therapy for Anxiety and Depression Among University Students

Author:

Benjet Corina1,Zainal Nur Hani2,Albor Yesica1,Alvis-Barranco Libia3,Carrasco-Tapias Nayib4,Contreras-Ibáñez Carlos C.5,Cudris-Torres Lorena6,de la Peña Francisco R.7,González Noé1,Guerrero-López José Benjamín8,Gutierrez-Garcia Raúl A.9,Jiménez-Peréz Ana Lucía10,Medina-Mora Maria Elena1,Patiño Pamela1,Cuijpers Pim11,Gildea Sarah M.2,Kazdin Alan E.12,Kennedy Chris J.1314,Luedtke Alex1516,Sampson Nancy A.2,Petukhova Maria V.2,Kessler Ronald C.2

Affiliation:

1. Center for Global Mental Health, National Institute of Psychiatry Ramón de la Fuente Muñiz, Mexico City, Mexico

2. Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts

3. Departamento de Psicología, Universidad Popular de Cesar, Valledupar, Colombia

4. Facultad de Psicología, Universidad Cooperativa de Colombia, Medellin, Colombia

5. Departamento de Sociología, Universidad Autónoma Metropolitana, Mexico City, Mexico

6. Programa de Psicología, Fundación Universitaria del Area Andina, Valledupar, Colombia

7. Unidad de Fomento a la Investigacion, Direccion de Servicios Clínicos, National Institute of Psychiatry Ramón de la Fuente Muñiz, Mexico City, Mexico

8. Departamento de Psiquiatría y Salud Mental, Universidad Nacional Autónoma de México, Mexico City, Mexico

9. Facultad de Estudios Superiores, Universidad De La Salle Bajío, Salamanca, Gto, Mexico

10. Facultad de Ciencias Administrativas y Sociales, Universidad Autónoma de Baja California, Ensenada, Mexico

11. Department of Clinical, Neuro-, and Developmental Psychology, Vrije Universiteit, Amsterdam, the Netherlands

12. Department of Psychology, Yale University, New Haven, Connecticut

13. Center for Precision Psychiatry, Department of Psychiatry, Massachusetts General Hospital, Boston

14. Department of Psychiatry, Harvard Medical School, Boston, Massachusetts

15. Department of Statistics, University of Washington, Seattle

16. Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington

Abstract

ImportanceGuided internet-delivered cognitive behavioral therapy (i-CBT) is a low-cost way to address high unmet need for anxiety and depression treatment. Scalability could be increased if some patients were helped as much by self-guided i-CBT as guided i-CBT.ObjectiveTo develop an individualized treatment rule using machine learning methods for guided i-CBT vs self-guided i-CBT based on a rich set of baseline predictors.Design, Setting, and ParticipantsThis prespecified secondary analysis of an assessor-blinded, multisite randomized clinical trial of guided i-CBT, self-guided i-CBT, and treatment as usual included students in Colombia and Mexico who were seeking treatment for anxiety (defined as a 7-item Generalized Anxiety Disorder [GAD-7] score of ≥10) and/or depression (defined as a 9-item Patient Health Questionnaire [PHQ-9] score of ≥10). Study recruitment was from March 1 to October 26, 2021. Initial data analysis was conducted from May 23 to October 26, 2022.InterventionsParticipants were randomized to a culturally adapted transdiagnostic i-CBT that was guided (n = 445), self-guided (n = 439), or treatment as usual (n = 435).Main Outcomes and MeasuresRemission of anxiety (GAD-7 scores of ≤4) and depression (PHQ-9 scores of ≤4) 3 months after baseline.ResultsThe study included 1319 participants (mean [SD] age, 21.4 [3.2] years; 1038 women [78.7%]; 725 participants [55.0%] came from Mexico). A total of 1210 participants (91.7%) had significantly higher mean (SE) probabilities of joint remission of anxiety and depression with guided i-CBT (51.8% [3.0%]) than with self-guided i-CBT (37.8% [3.0%]; P = .003) or treatment as usual (40.0% [2.7%]; P = .001). The remaining 109 participants (8.3%) had low mean (SE) probabilities of joint remission of anxiety and depression across all groups (guided i-CBT: 24.5% [9.1%]; P = .007; self-guided i-CBT: 25.4% [8.8%]; P = .004; treatment as usual: 31.0% [9.4%]; P = .001). All participants with baseline anxiety had nonsignificantly higher mean (SE) probabilities of anxiety remission with guided i-CBT (62.7% [5.9%]) than the other 2 groups (self-guided i-CBT: 50.2% [6.2%]; P = .14; treatment as usual: 53.0% [6.0%]; P = .25). A total of 841 of 1177 participants (71.5%) with baseline depression had significantly higher mean (SE) probabilities of depression remission with guided i-CBT (61.5% [3.6%]) than the other 2 groups (self-guided i-CBT: 44.3% [3.7%]; P = .001; treatment as usual: 41.8% [3.2%]; P < .001). The other 336 participants (28.5%) with baseline depression had nonsignificantly higher mean (SE) probabilities of depression remission with self-guided i-CBT (54.4% [6.0%]) than guided i-CBT (39.8% [5.4%]; P = .07).Conclusions and RelevanceGuided i-CBT yielded the highest probabilities of remission of anxiety and depression for most participants; however, these differences were nonsignificant for anxiety. Some participants had the highest probabilities of remission of depression with self-guided i-CBT. Information about this variation could be used to optimize allocation of guided and self-guided i-CBT in resource-constrained settings.Trial RegistrationClinicalTrials.gov Identifier: NCT04780542

Publisher

American Medical Association (AMA)

Subject

Psychiatry and Mental health

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3