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Depression is associated with treatment response trajectories in adults with Prolonged Grief Disorder: A machine learning analysis

Calderon, Adam; Irwin, Matthew; Simon, Naomi M; Shear, M Katherine; Mauro, Christine; Zisook, Sidney; Reynolds, Charles F; Malgaroli, Matteo
BACKGROUND:Although evidence-based Prolonged Grief Disorder treatments (PGDT) exist, pretreatment characteristics associated with differential improvement remain unidentified. To identify clinical factors relevant to optimizing PGDT outcomes, we used unsupervised and supervised machine learning to study treatment effects from a double-blinded, placebo-controlled, randomized clinical trial. METHODS:Patients were randomized into four treatment groups for 20 weeks: citalopram with grief-informed clinical management, citalopram with PGDT, pill placebo with PGDT, or pill placebo with clinical management. The trial included 333 PGD patients aged 18-95 years (M = 53.9; SD = 14.4). Symptom trajectories were assessed using latent growth mixture modeling based on Inventory for Complicated Grief scores collected every 4 weeks. The relationship between patient-level characteristics and assigned trajectories was examined using logistic regression with elastic net regularization based on the administration of citalopram, PGDT, and risk factors for developing PGD. RESULTS:Three response trajectories were identified: lesser severity responders (60 %, n = 200), greater severity responders (18.02 %, n = 60), and non-responders (21.92 %, n = 73). Significant differences between greater severity responders and non-responders emerged by Week 8, persisting through the 6-month follow-up assessment. The elastic net model (AUC = 0.702; F1 = 0.777) indicated that higher baseline depression severity, grief-related functional impairment, and not receiving PGDT were associated with a decreased probability of response. LIMITATIONS/CONCLUSIONS:An independent validation cohort of PGDT patients is needed to further study generalizability of findings. CONCLUSIONS:Differential PGDT courses and the role of depression severity and grief-related functional impairment in treatment non-response were identified. These findings underscore the importance of determining clinical factors relevant to optimizing individual treatment strategies.
PMID: 40441659
ISSN: 1573-2517
CID: 5854852

A randomized controlled trial comparing mindfulness to escitalopram for anxiety: In-person and remote, synchronous delivery pre and post COVID-19 pandemic

Hoge, Elizabeth A; Mete, Mihriye; Baker, Amanda W; Szuhany, Kristin L; Armstrong, Caroline H; Steinberg, Margot H; Dutton, Mary Ann; Bui, Eric; Simon, Naomi M
BACKGROUND:During the pandemic, a randomized controlled trial (RCT) of Mindfulness-Based Stress Reduction (MBSR) versus the antidepressant, escitalopram (ESC) added a second phase using a synchronous, videoconference (VC) format for both interventions, enabling randomized and naturalistic comparisons. The original in-person RCT demonstrated non-inferiority of MBSR to ESC. In the second phase, we hypothesized that MBSR-VC would be non-inferior to ESC-VC, and that MBSR-VC would be non-inferior to in-person MBSR (MBSR-IN). METHODS:Adults with anxiety disorders were recruited for a 3-center RCT. Primary (Clinical Global Impression of Severity: CGIS) and secondary outcomes (satisfaction, other measures for anxiety subtypes) were compared between MBSR-IN vs MBSR-VC, ESC-IN vs ESC-VC and MBSR-VC vs ESC-VC. RESULTS:MBSR-VC (n = 100) and ESC-VC (n = 102) did not significantly differ in mean CGI-S change at endpoint (1.39 vs 1.51, p = 0.17) but non-inferiority of MBSR-VC was not supported. MBSR did not vary by delivery format (VC: 1.3 vs. IN: 1.3, p = 0.77) and MBSR-VC's non-inferiority to MBSR-IN was demonstrated within the pre-specified margin of -0.40 (95 % CI: -0.34 to 0.25). ESC-IN and ESC-VC were not significantly different in CGI-S change in unadjusted comparisons (1.4 vs 1.5, p = 0.53), but the average CGI-S at endpoint was significantly lower in the ESC-VC group in a multivariable longitudinal model. Other findings included in-person treatments having a greater impact on social anxiety compared to their VC version, ESC-VC having higher satisfaction ratings and a greater impact on panic symptoms than MBSR-VC. CONCLUSIONS:Remotely delivered MBSR demonstrated comparable effectiveness to in-person MBSR for anxiety disorders, providing support for this delivery approach. Social anxiety symptoms improved more with in-person care. TRIAL REGISTRATION/BACKGROUND:Clinicaltrials.gov: NCT03522844.
PMID: 40324655
ISSN: 1573-2517
CID: 5838942

Examination of Patient and Provider Satisfaction, Benefits, and Challenges with Psychiatric Outpatient and Hospital-Based Telehealth Treatment during the COVID-19 Pandemic

Marini, Christina; Steinberg, Margot H; Miron, Carly D; Irwin, Matthew; Schantz, Bryana L; Ginsberg, David L; Marmar, Charles R; Simon, Naomi M; Noulas, Paraskevi; Szuhany, Kristin L
OBJECTIVE:During the COVID-19 pandemic, telemental health (TMH) use rapidly increased. Though patients report satisfaction with TMH, acceptability among different psychiatric providers (inpatient, outpatient, nurses) and for various diagnoses is less understood. This study aimed to expand understanding by examining TMH acceptability, benefits, and barriers for providers and patients during the early transition to TMH in the COVID-19 pandemic. METHODS:Online anonymous surveys evaluated patient (n = 64) and provider (n = 39) satisfaction with and perceived benefits and challenges to TMH from October-December 2020 on 5-point Likert scales. Qualitative data was collected and themes identified. RESULTS:Outpatient (3.97 ± 1.05) and inpatient (3.11 ± 1.6) providers, including nurses, reported high satisfaction with TMH, despite over 50% never having used TMH prior to the pandemic. TMH was viewed as acceptable across diagnoses, including serious mental illness and substance use. Provider-rated benefits of outpatient TMH versus in-person visits included COVID safety (mean difference[MD] = 3.05), travel (MD = 2.95), and reduced cancellations (MD = 1.81). Inpatient TMH similarly included COVID safety benefits (MD = 3.31), but also challenges related to team-based service provision (MD = 1.68) and working with trainees (MD = 1.19). Qualitative themes identified TMH challenges (e.g., technological: 56.7% patients, 66.7% providers) and benefits (e.g., convenience/flexibility: 80% patients, 81.5% providers). CONCLUSIONS:TMH was associated with high satisfaction for patients and across provider types and patient diagnoses. This study provides further support that TMH across clinical settings allows for greater flexibility and accessibility to evidence-based care, and ongoing benefits even outside the context of the COVID-19 pandemic. It suggests the benefits of ongoing training of staff and trainees in TMH.
PMID: 40268852
ISSN: 1573-6709
CID: 5830412

Mind the Breath: Feasibility of Capnography-Assisted Learned Monitored (CALM) Breathing for Dyspnea Treatment

Norweg, Anna; Oh, Cheongeun; DiMango, Angela; Hofferber, Brittany; Spinner, Michael; Stavrolakes, Kimberly; Pavol, Marykay; Lindenauer, Peter; Murphy, Charles G; Simon, Naomi M
PURPOSE/OBJECTIVE:To evaluate the feasibility and acceptability of Capnography-Assisted Learned Monitored (CALM) Breathing, a carbon dioxide (CO 2 ) biofeedback, and motivational interviewing intervention, to treat dyspnea and anxiety together. METHODS:We randomized adults (n = 42) with chronic obstructive pulmonary disease (COPD) to a 4-week, 8-session intervention (CALM Breathing, n = 20) or usual care (n = 22). The CALM Breathing intervention consisted of tailored, slow nasal breathing exercises, capnography biofeedback, motivational interviewing, and a home breathing exercise program. The intervention targeted unlearning dysfunctional breathing behaviors. All participants were offered outpatient pulmonary rehabilitation (PR) in the second phase of the study. The primary outcomes were feasibility and acceptability of CALM Breathing. Exploratory secondary outcomes included respiratory and mood symptoms, physiological and exercise tolerance measures, quality of life, and PR uptake. RESULTS:Attendance at CALM Breathing sessions was 84%, dropout was 5%, and home exercise completion was 90% and 73% based on paper and device logs, respectively. Satisfaction with CALM Breathing therapy was rated as "good" to "excellent" by 92% of participants. Significantly greater between-group improvements in secondary outcomes-respiratory symptoms, activity avoidance, oxygen saturation (SpO 2 ), end-tidal CO 2 , and breathing self-regulation (interoception)-were found post-intervention at 6 weeks in support of CALM Breathing compared with usual care. At 3 months (after PR initiation), statistically significant between-group differences in Borg dyspnea and SpO 2 post-6-minute walk test were identified also supporting CALM Breathing. CONCLUSIONS:Patient-centered CALM Breathing was feasible and acceptable in adults with COPD and dyspnea anxiety. A CALM Breathing intervention may optimize dyspnea treatment and complement PR.
PMCID:11864056
PMID: 39976559
ISSN: 1932-751x
CID: 5800482

Exploring Differences in Presentation and Treatment Outcomes Between Black and White American Adults With Prolonged Grief Disorder

Gacheru, Margaret; Mauro, Christine; Skritskaya, Natalia; Alston, Nicole; Reynolds, Charles F; Simon, Naomi; Zisook, Sidney; Lebowitz, Barry; Shear, M Katherine
Prolonged grief disorder (PGD) is a condition of persistent, intense grief and PGD-targeted psychotherapy (PGDT) is an efficacious treatment. This study aimed to compare participants with PGD who self-identified as Black versus White, with respect to baseline features and response to PGDT. We performed a secondary data analysis of 55 Black and 455 White adults from two randomized clinical trials. Racial differences in baseline features were examined using Chi-squared and T-tests. We compared assessment completion and treatment response rates (PGDT vs. no PGDT) by race and evaluated posttreatment self-reported measures using linear models. There were racial differences in the cause of death, relation to the deceased, and taking comfort in religion. Black participants had similar ratings to their counterparts on impairment and grief severity at baseline. However, they had higher scores on a baseline measure of typical grief-related beliefs. Both racial groups had significantly greater response rates to PGDT than the comparison treatment. Similarly, PGDT resulted in lower posttreatment impairment than the comparison treatment for both racial groups. However, only the White participants had a difference in posttreatment grief severity between the treatment groups. This study supports the idea that PGD characteristics are similar in Black and White treatment seeking individuals, and that Black and White participants display improvement in response to PGDT.
PMCID:12045134
PMID: 40321786
ISSN: 1077-7229
CID: 5838872

Acute and long-term effects of COVID-19 on brain and mental health: A narrative review

Bremner, J Douglas; Russo, Scott J; Gallagher, Richard; Simon, Naomi M
BACKGROUND:COVID infection has been associated with long term sequalae (Long COVID) which include neurological and behavioral effects in thousands of patients, but the etiology and scope of symptoms is not well understood. This paper reviews long term sequelae of COVID on brain and mental health in patients with the Long COVID syndrome. METHODS:This was a literature review which queried databases for Pubmed, Psychinfo, and Medline for the following topics for January 1, 2020-July 15, 2023: Long COVID, PASC, brain, brain imaging, neurological, neurobiology, mental health, anxiety, depression. RESULTS:Tens of thousands of patients have developed Long COVID, with the most common neurobehavioral symptoms anosmia (loss of smell) and fatigue. Anxiety and mood disorders are elevated and seen in about 25% of Long COVID patients. Neuropsychological testing studies show a correlation between symptom severity and cognitive dysfunction, while brain imaging studies show global decreases in gray matter and alterations in olfactory and other brain areas. CONCLUSIONS:Studies to date show an increase in neurobehavioral disturbances in patients with Long COVID. Future research is needed to determine mechanisms.
PMID: 39500417
ISSN: 1090-2139
CID: 5761312

Depression is Associated with Treatment Response Trajectories in Adults with Prolonged Grief Disorder: A Machine Learning Analysis

Calderon, Adam; Irwin, Matthew; Simon, Naomi M; Shear, M Katherine; Mauro, Christine; Zisook, Sidney; Reynolds, Charles F; Malgaroli, Matteo
UNLABELLED: TRIAL REGISTRATION/UNASSIGNED:clinicaltrials.gov Identifier: NCT01179568.
PMCID:11661326
PMID: 39711702
CID: 5767182

Ecological momentary assessment in prolonged grief research: Feasibility, acceptability, and measurement reactivity

Mintz, Emily H; Toner, Emma R; Skolnik, Alexa M; Pan, Alicia; Frumkin, Madelyn R; Baker, Amanda W; Simon, Naomi M; Robinaugh, Donald J
Ecological momentary assessment (EMA) is a method of data collection that entails prompting individuals to report their experiences (e.g., thoughts, feelings, and behaviors) in real time over the course of their day-to-day lives. By providing rich information about how these experiences unfold over time within an individual, EMA has the potential to substantially advance our understanding of grief. However, there is uncertainty about how bereaved adults will respond to EMA, especially among those with high prolonged grief symptom severity. Accordingly, we evaluated the feasibility and acceptability of an EMA protocol in bereaved adults with low and high prolonged grief severity. Participants completed six 12-item EMA surveys per day on their smartphones for 17 days. Adherence was high (mean survey completion = 90%, median = 96%), and only 6% of participants withdrew. Adherence remained high in those with high prolonged grief symptom severity (mean = 86%; median = 96%). On average, participants reported agreement that survey frequency and length were acceptable. There was no evidence for systematic worsening of symptoms during EMA data collection. Together, these findings suggest that EMA is feasible, acceptable, and safe for bereaved adults, including those with high prolonged grief symptom severity.
PMID: 39622793
ISSN: 1091-7683
CID: 5804152

Examining the relationship between emotion regulation, sleep quality, and anxiety disorder diagnosis

Schantz, Bryana L; Toner, Emma R; Brown, Mackenzie L; Kaiser, Nikki; Chen, Alan; Adhikari, Samrachana; Hoeppner, Susanne S; Bui, Eric; Simon, Naomi M; Szuhany, Kristin L
Anxiety disorders are highly comorbid with sleep disturbance and have also been associated with deficits in emotion regulation, the ability to control and express emotions. However, the extent to which specific dimensions of sleep disturbance and emotion regulation are associated with anxiety diagnosis is not well-explored. This study examined dimensions of emotion regulation and sleep disturbance that may predict greater likelihood of anxiety diagnosis using novel machine learning techniques. Participants (Mean(SD) age= 28.6(11.3) years, 62.7% female) with primary anxiety disorders (n = 257), including generalized anxiety disorder (n = 122) and social anxiety disorder (n = 135), and healthy controls (n = 89) completed the Difficulties in Emotion Regulation Scale and Pittsburgh Sleep Quality Index. A conditional inference tree was fit to classify likelihood of current anxiety diagnosis based on predictors. The best model fit included 4 split nodes and 5 terminal nodes. Worse scores on two emotion regulation subscales, strategies directed to manage negative emotions and nonacceptance of negative emotions, were the best predictors of current anxiety diagnosis (99.3% probability of diagnosis). For those with better emotion regulation, poor sleep quality and worse daytime functioning due to sleep were important predictors of anxiety diagnosis. Good emotion regulation and non-disturbed sleep predicted high likelihood of being a non-psychiatric control (88.2%). Limitations include cross-sectional design precluding designating directionality of effects of sleep and emotion regulation on anxiety onset; limited sample size; and self-reported sleep. Facets of emotion regulation and sleep disturbance may be important early targets for brief intervention for anxiety disorders.
PMCID:11661812
PMID: 39711805
ISSN: 2950-0044
CID: 5767202

Prolonged Grief Disorder

Simon, Naomi M; Shear, M Katherine
PMID: 39589372
ISSN: 1533-4406
CID: 5803882