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Association of Health Care Work With Anxiety and Depression During the COVID-19 Pandemic: Structural Topic Modeling Study

Malgaroli, Matteo; Tseng, Emily; Hull, Thomas D; Jennings, Emma; Choudhury, Tanzeem K; Simon, Naomi M
BACKGROUND:Stressors for health care workers (HCWs) during the COVID-19 pandemic have been manifold, with high levels of depression and anxiety alongside gaps in care. Identifying the factors most tied to HCWs' psychological challenges is crucial to addressing HCWs' mental health needs effectively, now and for future large-scale events. OBJECTIVE:In this study, we used natural language processing methods to examine deidentified psychotherapy transcripts from telemedicine treatment during the initial wave of COVID-19 in the United States. Psychotherapy was delivered by licensed therapists while HCWs were managing increased clinical demands and elevated hospitalization rates, in addition to population-level social distancing measures and infection risks. Our goal was to identify specific concerns emerging in treatment for HCWs and to compare differences with matched non-HCW patients from the general population. METHODS:We conducted a case-control study with a sample of 820 HCWs and 820 non-HCW matched controls who received digitally delivered psychotherapy in 49 US states in the spring of 2020 during the first US wave of the COVID-19 pandemic. Depression was measured during the initial assessment using the Patient Health Questionnaire-9, and anxiety was measured using the General Anxiety Disorder-7 questionnaire. Structural topic models (STMs) were used to determine treatment topics from deidentified transcripts from the first 3 weeks of treatment. STM effect estimators were also used to examine topic prevalence in patients with moderate to severe anxiety and depression. RESULTS:The median treatment enrollment date was April 15, 2020 (IQR March 31 to April 27, 2020) for HCWs and April 19, 2020 (IQR April 5 to April 27, 2020) for matched controls. STM analysis of deidentified transcripts identified 4 treatment topics centered on health care and 5 on mental health for HCWs. For controls, 3 STM topics on pandemic-related disruptions and 5 on mental health were identified. Several STM treatment topics were significantly associated with moderate to severe anxiety and depression, including working on the hospital unit (topic prevalence 0.035, 95% CI 0.022-0.048; P<.001), mood disturbances (prevalence 0.014, 95% CI 0.002-0.026; P=.03), and sleep disturbances (prevalence 0.016, 95% CI 0.002-0.030; P=.02). No significant associations emerged between pandemic-related topics and moderate to severe anxiety and depression for non-HCW controls. CONCLUSIONS:The study provides large-scale quantitative evidence that during the initial wave of the COVID-19 pandemic, HCWs faced unique work-related challenges and stressors associated with anxiety and depression, which required dedicated treatment efforts. The study further demonstrates how natural language processing methods have the potential to surface clinically relevant markers of distress while preserving patient privacy.
PMCID:11041488
PMID: 38875560
ISSN: 2817-1705
CID: 5669512

Heterogeneity of posttraumatic stress, depression, and fear of cancer recurrence in breast cancer survivors: a latent class analysis

Malgaroli, Matteo; Szuhany, Kristin L; Riley, Gabriella; Miron, Carly D; Park, Jae Hyung; Rosenthal, Jane; Chachoua, Abraham; Meyers, Marleen; Simon, Naomi M
PURPOSE/OBJECTIVE:Breast cancer survivors may demonstrate elevated psychological distress, which can also hinder adherence to survivorship care plans. Our goal was to study heterogeneity of behavioral health and functioning in breast cancer survivors, and identify both risk and protective factors to improve targets for wellness interventions. METHODS:Breast cancer survivors (n = 187) consented to complete self-reported psychological measures and to access their medical records. Latent class analysis (LCA) was used to classify heterogeneous subpopulations based on levels of depression, post-traumatic stress, fear of cancer recurrence, cancer-related pain, and fatigue. Multinomial logistic regression and auxiliary analysis in a 3-step modeling conditional approach was used to identify characteristics of the group based on demographics, treatment history and characteristics, and current medication prescriptions. RESULTS:Three subpopulations of breast cancer survivors were identified from the LCA: a modal Resilient group (48.2%, n = 90), a Moderate Symptoms group (34%, n = 65), and an Elevated Symptoms group (n = 17%, n = 32) with clinically-relevant impairment. Results from the logistic regression indicated that individuals in the Elevated Symptoms group were less likely to have a family history of breast cancer; they were more likely to be closer to time of diagnosis and younger, have received chemotherapy and psychotropic prescriptions, and have higher BMI. Survivors in the Elevated Symptoms group were also less likely to be prescribed estrogen inhibitors than the Moderate Symptoms group. CONCLUSIONS:This study identified subgroups of breast cancer survivors based on behavioral, psychological, and treatment-related characteristics, with implications for targeted monitoring and survivorship care plans. IMPLICATIONS FOR CANCER SURVIVORS/CONCLUSIONS:Results showed the majority of cancer survivors were resilient, with minimal psychological distress. Results also suggest the importance of paying special attention to younger patients getting chemotherapy, especially those without a family history of breast cancer.
PMID: 35224684
ISSN: 1932-2267
CID: 5174072

Comparing Kundalini Yoga, cognitive behavioral therapy, and stress education for generalized anxiety disorder: Anxiety and depression symptom outcomes

Hoge, Elizabeth A; Simon, Naomi M; Szuhany, Kristin; Feldman, Benjamin; Rosenfield, David; Hoeppner, Susanne; Jennings, Emma; Khalsa, Sat Bir; Hofmann, Stefan G
Increasingly, individuals with anxiety disorders are seeking mind-body interventions (e.g., yoga), but their effectiveness is unclear. This report summarizes seven additional, secondary outcomes measuring anxiety and depression symptoms from a study of 226 adults with generalized anxiety disorder who were randomized to 12-week Kundalini Yoga, Cognitive-Behavior Therapy (CBT) or stress education (control). At post-treatment, participants receiving CBT displayed significantly lower symptom severity, compared to those in the control group, on 6 of the 7 measures. Participants who received Yoga (vs. those in the control group) displayed lower symptom severity on 3 of the 7 measures. No significant differences were detected between participants receiving CBT vs those receiving Yoga. At the 6-month follow-up, participants from the CBT continued to display lower symptoms than the control group.
PMID: 37598625
ISSN: 1872-7123
CID: 5598162

Predictors of Long-Term Exercise Engagement in Patients With Obsessive-Compulsive Disorder: The Role of Physical Activity Enjoyment

Szuhany, Kristin L; Steinberg, Margot H; McLaughlin, Nicole C R; Mancebo, Maria C; Brown, Richard A; Greenberg, Benjamin D; Simon, Naomi M; Abrantes, Ana M
Most U.S. adults, even more so those with psychiatric conditions like obsessive-compulsive disorder (OCD), do not engage in the recommended amount of physical activity (PA), despite the wide array of physical and mental health benefits associated with exercise. Therefore, it is essential to identify mechanistic factors that drive long-term exercise engagement so they can be targeted. Using the science of behavior change (SOBC) framework, this study examined potential predictors of long-term exercise engagement as a first step towards identifying modifiable mechanisms, in individuals with OCD, such as PA enjoyment, positive or negative affect, and behavioral activation. Fifty-six low-active patients (mean age = 38.8 ± 13.0, 64% female) with a primary diagnosis of OCD were randomized to either aerobic exercise (AE; n = 28) or health education (HE; n = 28), and completed measures of exercise engagement, PA enjoyment, behavioral activation, and positive and negative affect at baseline, postintervention, and 3-, 6-, and 12-month follow-up. Significant predictors of long-term exercise engagement up to 6-months postintervention were baseline PA (Estimate = 0.29, 95%CI [0.09, 0.49], p = .005) and higher baseline PA enjoyment (Estimate = 1.09, 95%CI [0.30, 1.89], p = .008). Change in PA enjoyment from baseline to postintervention was greater in AE vs. HE, t(44) = -2.06, p = .046, d = -0.61, but endpoint PA enjoyment did not predict follow-up exercise engagement above and beyond baseline PA enjoyment. Other hypothesized potential mechanisms (baseline affect or behavioral activation) did not significantly predict exercise engagement. Results suggest that PA enjoyment may be an important modifiable target mechanism for intervention, even prior to a formal exercise intervention. Next steps aligned with the SOBC framework are discussed, including examining intervention strategies to target PA enjoyment, particularly among individuals with OCD or other psychiatric conditions, who may benefit most from long-term exercise engagement's effects on physical and mental health.
PMCID:10279973
PMID: 37330252
ISSN: 1878-1888
CID: 5538412

Examining the Rationale for Studying Psychedelic-Assisted Psychotherapy for the Treatment of Caregiver Distress

Gold, Noah D; Podrebarac, Samantha K; White, Lindsay A; Marini, Christina; Simon, Naomi M; Mittelman, Mary S; Ross, Stephen; Bogenschutz, Michael P; Petridis, Petros D
ORIGINAL:0016990
ISSN: 2831-4425
CID: 5525822

Examining the Rationale for Studying Psychedelic-Assisted Psychotherapy for the Treatment of Caregiver Distress

Gold, Noah D; Podrebarac, Samantha K; White, Lindsay A; Marini, Christina; Simon, Naomi M; Mittelman, Mary S; Ross, Stephen; Bogenschutz, Michael P; Petridis, Petros D
BACKGROUND/UNASSIGNED:More than 50 million people in the United States serve as uncompensated informal caregivers to chronically ill friends or family members. Providing care to a sick loved one can contribute to personal growth but can also cause significant strain. Caregiver distress refers to a constellation of physiological, psychological, interpersonal, and spiritual impairments that typically result when an individual's own health becomes affected while caring for another. Caregiver distress is highly prevalent, affecting an estimated 30-70% of individuals across various caregiver populations. Although evidence-based treatments for caregiver distress exist, they do not sufficiently address all its components. In recent years, clinical trials have demonstrated that psychedelic-assisted psychotherapy (PAP) may have applications for treating a range of medical and psychiatric conditions that have significant overlap in symptoms to those seen in caregiver distress. While no studies to date have examined PAP for caregiver distress, this article provides a rationale for investigating PAP as a potential novel treatment for this indication. METHODS/UNASSIGNED:A narrative review on the effects and clinical applications of PAP that significantly overlap with the dimensions of caregiver distress was conducted. Safety considerations, psychedelic selection, and therapeutic structure for studying PAP in the treatment of caregiver distress were also examined. RESULTS/UNASSIGNED:Psychologically, PAP has been shown to treat anxiety, depression, and reduce suicidal ideation. Physiologically, evidence suggests that psychedelics have anti-inflammatory properties, which may aid caregivers suffering from chronic inflammation. Interpersonally, PAP has been demonstrated to enhance feelings of empathy, connectedness, and strengthen social relationships, which can often become strained while caregiving. Spiritually, PAP has been shown to ameliorate existential distress and hopelessness in cancer patients, which may similarly benefit demoralized caregivers. CONCLUSION/UNASSIGNED:PAP has the potential to comprehensively treat all biopsychosocial-spiritual dimensions of caregiver distress.
PMCID:11658675
PMID: 40046728
ISSN: 2831-4433
CID: 5835002

Potential of Control Conditions for Nonspecific Treatment-Effects in Noninferiority Trials-Reply [Comment]

Hoge, Elizabeth A; Bui, Eric; Simon, Naomi M
PMID: 36920354
ISSN: 2168-6238
CID: 5502412

A Review of Anxiety Disorders-Reply [Comment]

Szuhany, Kristin L; Simon, Naomi M
PMID: 37071097
ISSN: 1538-3598
CID: 5464422

Mind-Body Intervention for Dysfunctional Breathing in Chronic Obstructive Pulmonary Disease: Feasibility Study and Lessons Learned

Norweg, Anna Migliore; Wu, Yinxiang; Troxel, Andrea; Whiteson, Jonathan H; Collins, Eileen; Haas, Francois; Skamai, Anne; Goldring, Roberta; Jean-Louis, Girardin; Reibman, Joan; Ehrlich-Jones, Linda; Simon, Naomi
PMCID:10024272
PMID: 36800224
ISSN: 2768-3613
CID: 5435382

The influence of posttraumatic stress disorder treatment on anxiety sensitivity: Impact of prolonged exposure, sertraline, and their combination

Luciano, Matthew T; Norman, Sonya B; Allard, Carolyn B; Acierno, Ron; Simon, Naomi M; Szuhany, Kristin L; Baker, Amanda W; Stein, Murray B; Martis, Brian; Tuerk, Peter W; Rauch, Sheila A M
Trauma-informed beliefs often decrease during posttraumatic stress disorder (PTSD) treatment. This may also extend to anxiety sensitivity (AS), defined as a fear of anxiety-related sensations and beliefs that anxiety is dangerous and/or intolerable. However, little is known about how AS changes during exposure-based and psychopharmacological PTSD treatments. Further, high AS may be a risk factor for diminished PTSD symptom improvement and increased treatment dropout. To better understand how AS impacts and is impacted by PTSD treatment, we conducted a secondary analysis of a randomized clinical trial with a sample of 223 veterans (87.0% male, 57.5% White) with PTSD from four U.S. sites. Veterans were randomized to receive prolonged exposure (PE) plus placebo (n = 74), sertraline plus enhanced medication management (n = 74), or PE plus sertraline (n = 75). Veterans answered questions about PTSD symptoms and AS at baseline and 6-, 12-, 24-, 36-, and 52-week follow-ups. High baseline AS was related to high levels of PTSD severity at 24 weeks across all conditions, β = .244, p = .013, but did not predict dropout from exposure-based, β = .077, p = .374, or psychopharmacological therapy, β = .009, p = .893. AS also significantly decreased across all three treatment arms, with no between-group differences; these reductions were maintained at the 52-week follow-up. These findings suggest that high AS is a risk factor for attenuated PTSD treatment response but also provide evidence that AS can be improved by both PE and an enhanced psychopharmacological intervention for PTSD.
PMID: 36451271
ISSN: 1573-6598
CID: 5383662