A Precision Treatment Model for Internet-Delivered Cognitive Behavioral Therapy for Anxiety and Depression Among University Students A Secondary Analysis of a Randomized Clinical Trial

被引:24
作者
Benjet, Corina [1 ]
Zainal, Nur Hani [2 ]
Albor, Yesica [1 ]
Alvis-Barranco, Libia [3 ]
Carrasco-Tapias, Nayib [4 ]
Contreras-Ibanez, Carlos C. [5 ]
Cudris-Torres, Lorena [6 ]
de la Pena, Francisco R. [7 ]
Gonzalez, Noe [1 ]
Guerrero-Lopez, Jose Benjamin [8 ]
Gutierrez-Garcia, Raul A. [9 ]
Jimenez-Perez, Ana Lucia [10 ]
Medina-Mora, Maria Elena [1 ]
Patino, Pamela [1 ]
Cuijpers, Pim [11 ]
Gildea, Sarah M. [2 ]
Kazdin, Alan E. [12 ]
Kennedy, Chris J. [13 ,14 ]
Luedtke, Alex [15 ,16 ]
Sampson, Nancy A. [2 ]
Petukhova, Maria V. [2 ]
Kessler, Ronald C. [2 ,17 ]
机构
[1] Natl Inst Psychiat Ramon Fuente Muniz, Ctr Global Mental Hlth, Mexico City, Mexico
[2] Harvard Med Sch, Dept Hlth Care Policy, Boston, MA USA
[3] Univ Popular Cesar, Dept Psicol, Valledupar, Colombia
[4] Univ Cooperat Colombia, Fac Psicol, Medellin, Colombia
[5] Univ Autonoma Metropolitana, Dept Sociol, Mexico City, Mexico
[6] Fdn Univ Area Andina, Programa Psicol, Valledupar, Colombia
[7] Natl Inst Psychiat Ramon Fuente Muniz, Direcc Serv Clin, Unidad Fomento Invest, Mexico City, Mexico
[8] Univ Nacl Autonoma Mexico, Dept Psiquiatria & Salud Mental, Mexico City, Mexico
[9] Univ Salle Bajio, Fac Estudios Super, Salamanca, Gto, Mexico
[10] Univ Autonoma Baja California, Fac Ciencias Adm & Sociales, Ensenada, Mexico
[11] Vrije Univ, Dept Clin Neuro & Dev Psychol, Amsterdam, Netherlands
[12] Yale Univ, Dept Psychol, New Haven, CT USA
[13] Massachusetts Gen Hosp, Ctr Precis Psychiat, Dept Psychiat, Boston, MA USA
[14] Harvard Med Sch, Dept Psychiat, Boston, MA USA
[15] Univ Washington, Dept Stat, Seattle, WA USA
[16] Fred Hutchinson Canc Res Ctr, Vaccine & Infect Dis Div, Seattle, WA USA
[17] Harvard Med Sch, Dept HealthCare Policy, 180 Longwood Ave, Boston, MA 02115 USA
关键词
METAANALYSIS; DISORDER; PATIENT;
D O I
10.1001/jamapsychiatry.2023.1675
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Importance Guided 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.Objective To 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 Participants This 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.Interventions Participants 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 Measures Remission of anxiety (GAD-7 scores of = 4) and depression (PHQ-9 scores of = 4) 3 months after baseline.Results The 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 Relevance Guided 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.
引用
收藏
页码:768 / 777
页数:10
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