Tomasina Leska, Zoe Schreiber, Eden Astorino, Maya Verghese, John C Markowitz, Saren Seeley, Hannah Brinkman, Mary Kowalchyk, Leah Cahn, Cindy J Aaronson, Maria Boettche, Christine Knaevelsrud, Robert H Pietrzak, Adriana Feder
{"title":"基于网络的书面CBT对9.11世界贸易中心康复工作者和幸存者PTSD症状反应的语言预测。","authors":"Tomasina Leska, Zoe Schreiber, Eden Astorino, Maya Verghese, John C Markowitz, Saren Seeley, Hannah Brinkman, Mary Kowalchyk, Leah Cahn, Cindy J Aaronson, Maria Boettche, Christine Knaevelsrud, Robert H Pietrzak, Adriana Feder","doi":"10.1016/j.jad.2025.119828","DOIUrl":null,"url":null,"abstract":"<p><p>Trauma-focused cognitive-behavioral therapies (CBT) are the mainstay of posttraumatic stress disorder (PTSD) treatment, but treatment response is heterogeneous. We used automated linguistic analysis to identify markers of PTSD symptom improvement in response to integrative testimonial therapy (ITT), an internet-based, therapist-assisted written CBT for PTSD, for 9/11 World Trade Center rescue and recovery workers and survivors with PTSD symptoms. Therapy comprised 11 written narratives, separated into biographical reconstruction, exposure, and cognitive reappraisal narrative modules. Narrative data of 35 ITT completers in a larger clinical trial were analyzed using the Linguistic Inquiry and Word Count (LIWC) software and the Valence Aware Dictionary and sEntiment Reasoner (VADER) toolkit. Separate regression analyses were conducted to predict treatment response, assessed with the PTSD Checklist for DSM-5 (PCL-5) at baseline and post-treatment. Four LIWC word categories collectively explained 59 % of the variance in PCL-5 score improvement: higher use of death, causation, and motion words in biographical narratives, and lower use of social behavior words in exposure narratives, were associated with greater improvement. Higher VADER negative sentiment score in biographical narratives was also associated with greater improvement. Findings provide insight into potential factors driving therapeutic response to written CBT for PTSD and may help advance personalized treatment for individuals with this disorder.</p>","PeriodicalId":14963,"journal":{"name":"Journal of affective disorders","volume":" ","pages":"119828"},"PeriodicalIF":4.9000,"publicationDate":"2025-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Linguistic predictors of response to internet-based written CBT for PTSD symptoms of 9/11 world trade center recovery workers and survivors.\",\"authors\":\"Tomasina Leska, Zoe Schreiber, Eden Astorino, Maya Verghese, John C Markowitz, Saren Seeley, Hannah Brinkman, Mary Kowalchyk, Leah Cahn, Cindy J Aaronson, Maria Boettche, Christine Knaevelsrud, Robert H Pietrzak, Adriana Feder\",\"doi\":\"10.1016/j.jad.2025.119828\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Trauma-focused cognitive-behavioral therapies (CBT) are the mainstay of posttraumatic stress disorder (PTSD) treatment, but treatment response is heterogeneous. We used automated linguistic analysis to identify markers of PTSD symptom improvement in response to integrative testimonial therapy (ITT), an internet-based, therapist-assisted written CBT for PTSD, for 9/11 World Trade Center rescue and recovery workers and survivors with PTSD symptoms. Therapy comprised 11 written narratives, separated into biographical reconstruction, exposure, and cognitive reappraisal narrative modules. Narrative data of 35 ITT completers in a larger clinical trial were analyzed using the Linguistic Inquiry and Word Count (LIWC) software and the Valence Aware Dictionary and sEntiment Reasoner (VADER) toolkit. Separate regression analyses were conducted to predict treatment response, assessed with the PTSD Checklist for DSM-5 (PCL-5) at baseline and post-treatment. Four LIWC word categories collectively explained 59 % of the variance in PCL-5 score improvement: higher use of death, causation, and motion words in biographical narratives, and lower use of social behavior words in exposure narratives, were associated with greater improvement. Higher VADER negative sentiment score in biographical narratives was also associated with greater improvement. Findings provide insight into potential factors driving therapeutic response to written CBT for PTSD and may help advance personalized treatment for individuals with this disorder.</p>\",\"PeriodicalId\":14963,\"journal\":{\"name\":\"Journal of affective disorders\",\"volume\":\" \",\"pages\":\"119828\"},\"PeriodicalIF\":4.9000,\"publicationDate\":\"2025-12-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of affective disorders\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1016/j.jad.2025.119828\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/7/5 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"CLINICAL NEUROLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of affective disorders","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1016/j.jad.2025.119828","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/7/5 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"CLINICAL NEUROLOGY","Score":null,"Total":0}
Linguistic predictors of response to internet-based written CBT for PTSD symptoms of 9/11 world trade center recovery workers and survivors.
Trauma-focused cognitive-behavioral therapies (CBT) are the mainstay of posttraumatic stress disorder (PTSD) treatment, but treatment response is heterogeneous. We used automated linguistic analysis to identify markers of PTSD symptom improvement in response to integrative testimonial therapy (ITT), an internet-based, therapist-assisted written CBT for PTSD, for 9/11 World Trade Center rescue and recovery workers and survivors with PTSD symptoms. Therapy comprised 11 written narratives, separated into biographical reconstruction, exposure, and cognitive reappraisal narrative modules. Narrative data of 35 ITT completers in a larger clinical trial were analyzed using the Linguistic Inquiry and Word Count (LIWC) software and the Valence Aware Dictionary and sEntiment Reasoner (VADER) toolkit. Separate regression analyses were conducted to predict treatment response, assessed with the PTSD Checklist for DSM-5 (PCL-5) at baseline and post-treatment. Four LIWC word categories collectively explained 59 % of the variance in PCL-5 score improvement: higher use of death, causation, and motion words in biographical narratives, and lower use of social behavior words in exposure narratives, were associated with greater improvement. Higher VADER negative sentiment score in biographical narratives was also associated with greater improvement. Findings provide insight into potential factors driving therapeutic response to written CBT for PTSD and may help advance personalized treatment for individuals with this disorder.
期刊介绍:
The Journal of Affective Disorders publishes papers concerned with affective disorders in the widest sense: depression, mania, mood spectrum, emotions and personality, anxiety and stress. It is interdisciplinary and aims to bring together different approaches for a diverse readership. Top quality papers will be accepted dealing with any aspect of affective disorders, including neuroimaging, cognitive neurosciences, genetics, molecular biology, experimental and clinical neurosciences, pharmacology, neuroimmunoendocrinology, intervention and treatment trials.