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Digital Health and Artificial Intelligence for PTSD: Improving Treatment Delivery Through Personalization
Malgaroli, Matteo; Hull, Thomas Derrick; Schultebraucks, Katharina
ISI:000623376600005
ISSN: 0048-5713
CID: 4820412
Two-way messaging therapy for depression and anxiety: longitudinal response trajectories
Hull, Thomas D; Malgaroli, Matteo; Connolly, Philippa S; Feuerstein, Seth; Simon, Naomi M
BACKGROUND:Telemedicine is a strategy for overcoming barriers to access evidence-based psychotherapy. Digital modalities that operate outside session-based treatment formats, such as ongoing two-way messaging, may further address these challenges. However, no study to date has established suitability criteria for this medium. METHODS:A large outpatient sample (n = 10,718) engaged in daily messaging with licensed clinicians from a telemedicine provider. Patients consisted of individuals from urban and rural settings in all 50 states of the US, who signed up to the telemedicine provider. Using a longitudinal design, symptoms changes were observed during a 12 week treatment course. Symptoms were assessed from baseline every three weeks using the Patient Health Questionnaire (PHQ-9) for depression, and the Generalized Anxiety Disorder (GAD-7) for anxiety. Demographics and engagement metrics, such as word count for both patients and therapists, were also assessed. Growth mixture modeling was used to tease apart symptoms trajectories, and identify predictors of treatment response. RESULTS:Two subpopulations had GAD-7 and PHQ-9 remission outcomes (Recovery and Acute Recovery, 30.7% of patients), while two others showed amelioration of symptoms (Depression and Anxiety Improvement, 36.9% of patients). Two subpopulations experienced no changes in symptoms (Chronic and Elevated Chronic, 32.4% of patients). Higher use of written communication, patient characteristics, and engagement metrics reliably distinguished patients with the greatest level of remission (Recovery and Acute Recovery groups). CONCLUSIONS:Remission of depression and anxiety symptoms was observed during delivery of psychotherapy through messaging. Improvement rates were consistent with face-to-face therapy, suggesting the suitability of two-way messaging psychotherapy delivery. Characteristics of improving patients were identified and could be used for treatment recommendation. These findings suggest the opportunity for further research, to directly compare messaging delivery with a control group of treatment as usual. TRIAL REGISTRATION/BACKGROUND:Clinicaltrials.gov Identifier: NCT03699488, Retrospectively Registered October 8, 2018.
PMCID:7291694
PMID: 32532225
ISSN: 1471-244x
CID: 4510502
Message Delivery for the Treatment of Posttraumatic Stress Disorder: Longitudinal Observational Study of Symptom Trajectories
Malgaroli, Matteo; Hull, Thomas Derrick; Wiltsey Stirman, Shannon; Resick, Patricia
BACKGROUND:Individuals with posttraumatic stress disorder (PTSD) face symptoms that can hinder access to treatment, such as avoidance and guilt. Telemedicine offers a technological solution to increase access to mental health care and overcome barriers to treatment. Although an increasing body of literature focused on synchronous telehealth (eg, live video), no studies have examined the delivery of PTSD treatment via two-way multimedia messages (ie, texting or messaging). OBJECTIVE:The aim of this study was to conduct a longitudinal observation of treatment for PTSD delivered using two-way asynchronous messaging. We also sought to identify individual and treatment characteristics that could predict the observed outcome differences. METHODS:Outpatients diagnosed with PTSD (N=475) received interventions from licensed therapists, which were delivered via messaging once or more than once per day, 5 days a week for 12 weeks. PTSD symptoms were assessed every 3 weeks using the PTSD Checklist for Diagnostic and Statistical Manual of Mental Disorders-5. Trajectories of PTSD symptoms were identified using growth mixture modeling (GMM). Using logistic regression, the demographic, treatment, and messaging characteristics of patient groups that improved were compared with the characteristics of patient groups that did not improve. RESULTS:The GMM identified 4 trajectories of PTSD symptoms: moderate improvement (197/475, 41.4%), high symptoms (197/475, 41.4%), chronic symptoms (61/475, 12.9%), and acute improvement (20/475, 4.3%). Patients with a clinically significant reduction in PTSD symptoms (231/475, 48.6%) were more likely to communicate via video (odds ratio [OR] 1.01, 95% CI 1.01-1.05; P=.03), have a higher working alliance with their therapist (OR 1.03, 95% CI 1.01-1.05; P=.02), and be at their first treatment experience (OR 2.03, 95% CI 1.18-3.54; P=.01). Treatment adherence was associated with greater therapeutic alliance (OR 1.07, 95% CI 1.03-1.10; P<.001), education (OR 2.13, 95% CI 1.13-4.03; P=.02), and more patient-generated messages per week (OR 1.08, 95% CI 1.04-1.13; P<.001). CONCLUSIONS:Multimedia message delivery for PTSD treatment showed symptom-reduction rates similar to traditional forms of treatment delivery, suggesting further study of messaging as a treatment medium. Most patients completed an 8-week course, reflecting the acceptability of messaging interventions. Delivering treatment via two-way messaging offers increased opportunities for widespread access to mental health care.
PMCID:7221629
PMID: 32347814
ISSN: 1438-8871
CID: 4780682
The Context Sensitivity Index (CSI): Measuring the Ability to Identify the Presence and Absence of Stressor Context Cues
Bonanno, George A; Maccallum, Fiona; Malgaroli, Matteo; Hou, Wai Kai
The ability to accurately perceive cues to contextual demands across different situations has been identified as a crucial component of successful self-regulation. However, previous attempts to measure context sensitivity have suffered from serious methodological limitations, most notably the possibility that respondents may not possess sufficient knowledge of their own abilities, the confounding of perception of context with response to context, the use of only one or two contextual variations, and the failure to consider the abilities to both accurately detect contextual cues and accurately determine cue absence. This article reports a new, easy-to-administer scenario-based questionnaire measure, the Context Sensitivity Index (CSI), that addressed each of these limitations. The 20-item CSI was iteratively developed and normed using data from five studies to create separate indices to capture sensitivity to the presence of contextual cues (Cue Presence index) and to the relative absence of cues (Cue Absence index). We validated these indices against measures of flexibility, psychopathology, and other scales. Results are discussed in terms of the CSI's implications, limitations, and future applications.
PMID: 30577707
ISSN: 1552-3489
CID: 4780662
Trajectories of grief: Comparing symptoms from the DSM-5 and ICD-11 diagnoses
Bonanno, George A; Malgaroli, Matteo
BACKGROUND:Diagnostic criteria for prolonged grief have appeared in the Diagnostic and Statistical Manual of Mental Disorders ( DSM-5; persistent complex bereavement disorder, PCBD) and in the ICD-11 (prolonged grief disorder, PGD), and the question of which diagnosis is most clinically useful has been hotly debated. This study provides the first longitudinal comparison of PCBD and PGD in their ability to capture symptom change over time and their relation to long-term outcomes. METHODS:A community sample was recruited consisting of 282 individuals who had recently lost a spouse. Structured clinical interviews were conducted at 3, 14, and 25 months postloss for symptoms corresponding to PCBD and PGD criteria. Outcomes at 25 months included PCBD and PGD caseness, depression, global functioning, and interviewer ratings of participant suffering. RESULTS:PCBD and PGD trajectories determined by growth mixture modeling, each captured three primary outcomes: resilience, moderate-improving symptoms, and prolonged-stable symptoms. The PGD solution also identified trajectories of increasing and decreasing distress: prolonged-worsening and acute-recovering symptoms. Prediction of 25-month outcomes indicated differences conforming to the severity of PGD symptoms, and the prolonged-worsening trajectory was associated with the worst adjustment. CONCLUSIONS:PGD symptoms were more differentiated, better-captured psychopathology, and other outcomes and were more sensitive to change over time compared to PCBD.
PMID: 31012187
ISSN: 1520-6394
CID: 4780672
Understanding the impact of complicated grief on combat related posttraumatic stress disorder, guilt, suicide, and functional impairment in a clinical trial of post-9/11 service members and veterans
Simon, Naomi M; Hoeppner, Susanne S; Lubin, Rebecca E; Robinaugh, Donald J; Malgaroli, Matteo; Norman, Sonya B; Acierno, Ron; Goetter, Elizabeth M; Hellberg, Samantha N; Charney, Meredith E; Bui, Eric; Baker, Amanda W; Smith, Erin; Kim, H Myra; Rauch, Sheila A M
BACKGROUND:Complicated grief (CG) is a bereavement-specific syndrome distinct from but commonly comorbid with posttraumatic stress disorder (PTSD). While bereavement is common among military personnel (Simon et al., 2018), there is little research on the impact of CG comorbidity on PTSD treatment outcomes. METHODS:To evaluate the impact of comorbid CG on PTSD treatment outcomes we analyzed data from a randomized trial comparing prolonged exposure, sertraline, and their combination in veterans with a primary diagnosis of combat-related PTSD (n = 194). Assessment of PTSD, trauma-related guilt, functional impairment, and suicidal ideation and behavior occurred at baseline and weeks 6, 12, and 24 during the 24-week trial. RESULTS:CG was associated with lower PTSD treatment response (odds ratio (OR) = 0.29, 95% confidence interval (CI) [0.12, 0.69], p = 0.005) and remission (OR = 0.28, 95% CI [0.11, 0.71], p = 0.007). Those with CG had greater severity of PTSD (p = 0.005) and trauma-related guilt (<0.001) at baseline and endpoint. In addition, those with CG were more likely to experience suicidal ideation during the study (CG: 35%, 14/40 vs. no CG 15%, 20/130; OR = 3.01, 95% CI [1.29, 7.02], p = 0.011). CONCLUSIONS:Comorbid CG is associated with elevated PTSD severity and independently associated with poorer endpoint treatment outcomes in veterans with combat-related PTSD, suggesting that screening and additional intervention for CG may be needed.
PMID: 31916660
ISSN: 1520-6394
CID: 4257512
Commentary on evidence in support of a grief-related condition as a DSM diagnosis
Simon, Naomi M; Shear, M Katherine; Reynolds, Charles F; Cozza, Stephen J; Mauro, Christine; Zisook, Sidney; Skritskaya, Natalia; Robinaugh, Donald J; Malgaroli, Matteo; Spandorfer, Julia; Lebowitz, Barry
The death of a loved one is one of life's greatest stressors. Most bereaved individuals experience a period of acute grief that diminishes in intensity as they adapt to the changes brought about by their loss. Over the past four decades, a growing body of research has focused on a form of prolonged grief that is painful and impairing. There is a substantial and growing evidence base that supports the validity and significance of a grief-related disorder, including the clinical value of being able to diagnose it and provide effective targeted treatment. ICD-11 will include a new diagnosis of prolonged grief disorder (PGD). DSM-5 called this condition persistent complex bereavement disorder (PCBD) and included it in Section III, signaling agreement that a diagnosis is warranted while further research is needed to determine the optimal criteria. Given the remaining uncertainties, reading this literature can be confusing. There is inconsistency in naming the condition (including complicated grief as well as PGD and PCBD) and lack of uniformity in identifying it, with respect to the optimal threshold and timeframe for distinguishing it from normal grief. As an introductory commentary for this Depression and Anxiety special edition on this form of grief, the authors discuss the history, commonalities, and key areas of variability in identifying this condition. We review the state of diagnostic criteria for DSM-5 and the current ICD-11 diagnostic guideline, highlighting the clinical relevance of making this diagnosis.
PMID: 31916663
ISSN: 1520-6394
CID: 4257532
Acute Stress Disorder and the COVID-19 Pandemic
Madanes, Sharon B.; Levenson-Palmer, Rose; Szuhany, Kristin L.; Malgaroli, Matteo; Jennings, Emma L.; Anbarasan, Deepti; Simon, Naomi M.
ISI:000565745900005
ISSN: 0048-5713
CID: 4780732
Artificial Intelligence and Posttraumatic Stress Disorder (PTSD) An Overview of Advances in Research and Emerging Clinical Applications
Malgaroli, Matteo; Schultebraucks, Katharina
ISI:000609486400005
ISSN: 1016-9040
CID: 4780742
Suicide Risk Automated Detection Using Computational Linguistic Markers From Patients' Communication With Therapists [Meeting Abstract]
Malgaroli, Matteo; Hull, Thomas Derrick; Bantilan, Niels; Ray, Bonnie; Simon, Naomi
ISI:000535308201330
ISSN: 0006-3223
CID: 4560982