Ronald C. Kessler’s research while affiliated with Harvard Medical School and other places

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Publications (429)


Predictors of being in the subgroup with higher versus low expected compliance with guided i‐CBT. 12‐M, recall period in the past 12 months; 2‐WK, recall period in the past 2 weeks; 30‐D, recall period in the past 30 days; ADHD, attention‐deficit hyperactivity disorder; COVID‐19, severe acute respiratory syndrome coronavirus 2; i‐CBT, guided internet‐delivered cognitive behavioral therapy; MDE, major depressive episode; NSSI, non‐suicidal self‐injury; PHQ‐ADS, the 0–48 Patient Health Questionnaire Anxiety and Depression Scale; SAD, social anxiety disorder; SHAP, Shapley Additive Explanations.
 aThe SHAP values for a particular predictor may vary among participants with the same score on that predictor due to interactions with other predictors, resulting in variations in the sign of the relationship between the predictor and the outcome. The dominant direction of relationship was determined by visually examining the beeswarm plot displayed on the right side of the figure.
 bKey predictors are characterized as the top 5 predictors within each domain with mean absolute SHAP values of 5.0% or higher.
 cSum of 2‐W 9‐item 0–27 Patient Health Questionnaire score, 2‐W 7‐item 0–21 Generalized Anxiety Disorder score.
 dBased on the Leeds Risk Index (score range 0–16), where higher scores denote greater risk for poorer response to face‐to‐face psychotherapy (Delgadillo et al., 2016, 2020).
Statistical methods to adjust for the effects on intervention compliance in randomized clinical trials where precision treatment rules are being developed
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January 2025

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Ronald C. Kessler

Background Heterogeneity of treatment effects (HTEs) can occur because of either differential treatment compliance or differential treatment effectiveness. This distinction is important, as it has action implications, but it is unclear how to distinguish these two possibilities statistically in precision treatment analysis given that compliance is not observed until after randomization. We review available statistical methods and illustrate a recommended method in secondary analysis in a trial focused on HTE. Methods The trial randomized n = 880 anxious and/or depressed university students to guided internet‐delivered cognitive behavioral therapy (i‐CBT) or treatment‐as‐usual (TAU) and evaluated joint remission. Previously reported analyses documented superiority of i‐CBT but significant HTE. In the reanalysis reported here, we used baseline (i.e., pre‐randomization) covariates to predict compliance among participants randomized to guided i‐CBT, generated a cross‐validated within‐person expected compliance score based on this model in both intervention groups, and then used this expected composite score as a predictor in an expanded HTE analysis. Results The significant intervention effect was limited to participants with high expected compliance. Residual HTE was nonsignificant. Conclusions Future psychotherapy HTE trials should routinely develop and include expected compliance composite scores to distinguish the effects of differential treatment compliance from the effects of differential treatment effectiveness.

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Epigenome-wide association studies identify novel DNA methylation sites associated with PTSD: a meta-analysis of 23 military and civilian cohorts

December 2024

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92 Reads

Genome Medicine

Background The occurrence of post-traumatic stress disorder (PTSD) following a traumatic event is associated with biological differences that can represent the susceptibility to PTSD, the impact of trauma, or the sequelae of PTSD itself. These effects include differences in DNA methylation (DNAm), an important form of epigenetic gene regulation, at multiple CpG loci across the genome. Moreover, these effects can be shared or specific to both central and peripheral tissues. Here, we aim to identify blood DNAm differences associated with PTSD and characterize the underlying biological mechanisms by examining the extent to which they mirror associations across multiple brain regions. Methods As the Psychiatric Genomics Consortium (PGC) PTSD Epigenetics Workgroup, we conducted the largest cross-sectional meta-analysis of epigenome-wide association studies (EWASs) of PTSD to date, involving 5077 participants (2156 PTSD cases and 2921 trauma-exposed controls) from 23 civilian and military studies. PTSD diagnosis assessments were harmonized following the standardized guidelines established by the PGC-PTSD Workgroup. DNAm was assayed from blood using Illumina HumanMethylation450 or MethylationEPIC (850 K) BeadChips. Within each cohort, DNA methylation was regressed on PTSD, sex (if applicable), age, blood cell proportions, and ancestry. An inverse variance-weighted meta-analysis was performed. We conducted replication analyses in tissue from multiple brain regions, neuronal nuclei, and a cellular model of prolonged stress. Results We identified 11 CpG sites associated with PTSD in the overall meta-analysis (1.44e − 09 < p < 5.30e − 08), as well as 14 associated in analyses of specific strata (military vs civilian cohort, sex, and ancestry), including CpGs in AHRR and CDC42BPB. Many of these loci exhibit blood–brain correlation in methylation levels and cross-tissue associations with PTSD in multiple brain regions. Out of 9 CpGs annotated to a gene expressed in blood, methylation levels at 5 CpGs showed significant correlations with the expression levels of their respective annotated genes. Conclusions This study identifies 11 PTSD-associated CpGs and leverages data from postmortem brain samples, GWAS, and genome-wide expression data to interpret the biology underlying these associations and prioritize genes whose regulation differs in those with PTSD. Supplementary Information The online version contains supplementary material available at 10.1186/s13073-024-01417-1.





Peritraumatic C-reactive protein levels predict pain outcomes following traumatic stress exposure in a sex-dependent manner

December 2024

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23 Reads

Background: Chronic pain following traumatic stress exposure (TSE) is common. Increasing evidence suggests inflammatory/immune mechanisms are induced by TSE, play a key role in the recovery process versus development of post-TSE chronic pain, and are sex specific. In this study, we tested the hypothesis that the inflammatory marker C-reactive protein (CRP) is associated with chronic pain after TSE in a sex-specific manner. Methods: We utilized blood-plasma samples and pain questionnaire data from men (n=99) and (n=223) women enrolled in AURORA, a multi-site emergency department (ED)-based longitudinal study of TSE survivors. We measured CRP using Ella/ELISA from plasma samples collected in the ED ('peritraumatic CRP', n=322) and six months following TSE (n=322). Repeated measures mixed-effects models were used to assess the relationship between peritraumatic CRP and post-TSE chronic pain. Results: Peritraumatic CRP levels significantly predicted post-TSE chronic pain, such that higher levels of CRP were associated with lower levels of pain over time following TSE, but only in men (men:β=-0.24, p=0.037; women:β=0.05, p=0.470). By six months, circulating CRP levels had decreased by more than half in men, but maintained similar levels in women (t(290)=1.926, p=0.055). More men with a decrease in CRP levels had decreasing pain over time versus women (men:83% women:65%; Z=2.21, p=0.027). Conclusions: In men but not women, we found circulating peritraumatic CRP levels predict chronic pain outcomes following TSE and resolution of CRP levels in men over time might be associated with increased pain recovery. Further studies are needed to validate these results.


Understanding Onset, Dynamic Transitions, and Associated Inequality Risk Factors for Adverse Posttraumatic Neuropsychiatric Sequelae After Trauma Exposure

November 2024

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45 Reads

Objective Several gaps remain in the understanding of the onset, dynamic transitions, and associated risk factors of adverse posttraumatic neuropsychiatric sequelae (APNS) in the acute post‐trauma window. Based on serial assessments of symptoms from a large cohort study, we identified homogeneous statuses across multiple APNS symptom domains and investigated the dynamic transitions among these statuses during the first 2 months after trauma exposure. Furthermore, we studied how symptom onset and transitions are affected by equity‐relevant characteristics. Methods The analysis was based on 2557 participants enrolled in the Advancing Understanding of RecOvery afteR traumA (AURORA). APNS symptoms comprised pain, depression, sleep discontinuity, nightmares, avoidance, re‐experience, anxiety, hyperarousal, somatic symptoms, and mental fatigue. We identified the homogeneous status of APNS symptoms at baseline, 1 month, and 2 months, and explored transition probabilities among these statuses using latent transition analysis. Equity‐relevant characteristics included gender, race, education, family income, childhood trauma, and area deprivation. Results Three homogeneous statuses–low‐, moderate‐, and severe‐symptom–were identified. While the majority of trauma survivors with severe‐ or moderate‐symptom status maintained the same status over time, some transitioned to a less severe symptom status, particularly within the first month. Specifically, females, non‐whites, and those with higher childhood trauma were associated with a decreased likelihood of transitioning to a less severe symptom status. From one to 2 months, lower income was associated with a decreased likelihood of transitioning from moderate‐to low‐symptom status. Conclusions The findings can inform early intervention strategies for APNS, potentially reducing health disparities among trauma survivors.


Early life adversity increases risk for chronic posttraumatic pain, data from humans and rodents

November 2024

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48 Reads

Traumatic stress exposures (TSE) are common in life. While most individuals recover following a TSE, a substantial subset develop adverse posttraumatic neuropsychiatric sequelae such as chronic posttraumatic musculoskeletal pain (CPMP). Vulnerability factors for CPMP are poorly understood, which hinders identification of high-risk individuals for targeted interventions. One known vulnerability factor for many pain types is exposure to early life adversity (ELA), but few studies have assessed whether ELA increases risk for CPMP. This study used data from the AURORA study, a prospective human cohort study of TSE survivors, to test the hypothesis that ELA increases risk for CPMP. In addition, in secondary analyses, we assessed which subtypes of ELA (including childhood bullying) were most predictive of CPMP and whether a rat ELA model consisting of neonatal limited bedding (NLB), combined with single prolonged stress (SPS) in adulthood, would accurately model human findings. In AURORA study participants (n=2,480), using multinomial logistic regression modeling of four identified latent pain classes, we found that ELA increased vulnerability to the high unremitting pain class (OR=1.047, p <0.001), the moderate pain class (OR=1.031, p <0.001), and the moderate recovery pain class (OR=1.018, p =0.004), with physical abuse, emotional abuse, and bullying being the strongest predictors of high pain class assignment. Similarly, in male and female Sprague Dawley rats, in comparison to SPS alone NLB combined with SPS caused increased baseline sensitivity and prolonged mechanical hypersensitivity (F(11,197)=3.22, p <0.001). Further studies in animals and humans are needed to understand mechanisms by which ELA confers vulnerability to CPMP. Summary In humans and rats, early life adversity is associated with a greater duration of musculoskeletal pain and mechanical hypersensitivity following traumatic stress exposures during adulthood.



Citations (30)


... 23 Furthermore, the previous findings show that the effect of dispositional traits on depressive symptoms increases if other conditions, such as anxiety and rumination, are also present. [24][25][26] It implies that controling rumination may reduce the negative impact of neuroticism on anxiety and depression; however, empirical evidence in this regard is scarce. 14 Though existing literature indicates that neuroticism and rumination are significant predictors of depression and that anxiety and depression coexist as comorbidities, 27 some studies have shown that not all individuals with high levels of neuroticism and rumination experience depression similarly. ...

Reference:

Rumination Moderates the Association between Neuroticism, Anxiety and Depressive Symptoms in Indian Women
Chapter 7. Major Depression And Generalized Anxiety Disorder In The National Comorbidity Survey Follow-Up Survey
  • Citing Chapter
  • December 2024

... The overall concept of 3PM medicine is gaining upper hands in the medical revolution since scientists are looking it through the multiomics technology and advanced framework of research [33]. One case of diseases complications where real-time monitoring is applicable is the introducing of the 3PM on the management of stroke [34]. In a way of targeted preventive intervention, a composite score while evaluating the differential resilience based on the effect on combat-related stress (CRS) is great tool for neuroscience. ...

A prediction model for differential resilience to the effects of combat‐related stressors in US army soldiers

... First, because clinical trials often involve multiple participant contacts, trial SRAMs typically integrate accompanying adaptations (i.e., ongoing risk monitoring and identification of ESPs). Such adaptations are consistent with broader VA clinical guidelines surrounding the care of at-risk Veterans (VA & DoD, 2024), previously published clinical trial guidelines (Schatten et al., 2020), and ongoing clinical trials comparing interventions to mitigate suicide risk (Weinstock et al., 2024). ...

Design of a multicenter randomized controlled trial of a post‐discharge suicide prevention intervention for high‐risk psychiatric inpatients: The Veterans Coordinated Community Care Study

... The study had several noteworthy limitations. First, the outcome measures captured only administratively recorded SAs, which represent somewhat less than half the SAs detected among US Army soldiers by adding STARRS surveys 26 . We have no way of knowing from the current data how well our models predict these other SAs. ...

Undetected suicide attempts among U.S. soldiers: results from the Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS)
  • Citing Article
  • September 2024

Psychological Medicine

... Much of the extant literature on mental health in GI disease focuses on anxiety and depression in Western societies (e.g., United States, Europe). However, very recent research seeks to align more with the complexity of the human experience and takes on deeper issues such as sexual health (18), including in lesbian, gay, bisexual, transgender, and queer (LGBTQ+) populations (19), disordered eating (20), and disease stigmatization (21). Even our understanding of the "anxiety" GI patients may experience has evolved from a broad, generalized term to the nuance of symptom-specific anxiety and body hypervigilance. ...

Beyond the Norm: Epidemiology of Irritable Bowel Syndrome and Mental Health Among Sexual and Gender-Diverse Young Adults in a Large Representative Cohort
  • Citing Article
  • June 2024

Gastroenterology

... The COVID-19 pandemic was characterized by an increased fear of infection, feelings of loneliness and uncertainty, social isolation, and financial concerns [21,22]. Systematic reviews and meta-analyses reveal that the COVID-19 pandemic had a significant negative impact on people's mental health [1,11,[23][24][25]. A more pronounced effect on mental health was observed among young people, women, and individuals with pre-existing mental disorders [24]. ...

Changes in the prevalence of mental health problems during the first year of the pandemic: a systematic review and dose-response meta-analysis

BMJ Mental Health

... This emphasizes the need for adequate methodological approaches such as stratification or disaggregation when establishing classification models (see also SAGER guidelines in [42]) to prevent considerable bias and incorrect trajectory assignment in the underrepresented group (in this case women). Yet, although gender and/or sex have been included as prognostic features, only few studies investigated differential prognostic value of risk and protective factors for later PTSD outcomes between men and women (e.g., [36,[43][44][45]). Furthermore, no studies have investigated whether deriving prognostic risk screening instruments separately for women and men is relevant for improving early PTSD risk detection. ...

Sex-dependent differences in vulnerability to early risk factors for posttraumatic stress disorder: results from the AURORA study

Psychological Medicine

... As described in another manuscript published in this journal issue (Khaled, Amro, Abdelkader, et al., 2024), blind clinical reinterviews using the Structured Clinical Interview for DSM-5 (SCID) (First et al., 2015) found generally good concordance between WMH-CIDI-5 diagnoses and SCID diagnoses (AU-ROC from 0.67 to 0.81). Comorbid disorders were defined as the number of disorders, exactly 1, exactly 2, and 3 or more. ...

Clinical reappraisal of the composite international diagnostic interview version 3.3 in Qatar's National Mental Health Study

... The prevalence of OCD in the general population is estimated to be 0.25-1% of community populations and between 1-4% in mental health settings. Some population-based studies found a prevalence of subclinical symptoms alone, with an incidence ranging from 8% to 42% in adult samples, and comorbid subclinical preoccupations and compulsions appearing in 64% of a populationbased sample of children and adolescents [28,29]. At the community level, OCD thus affects individuals across gender, age, ethnicity, and socioeconomic status, although some slight differences have been found prevalence rates are likely to be higher among individuals aged 18-44 and those with the lowest income level, although such latter association may be due to higher levels of comorbid depression and tenuousness between manual categories of white-collar workers or unemployed [30][31][32]. ...

Lifetime prevalence, risk, and treatment of mood and anxiety disorders in Qatar's national mental health study

... Overall, the respondents in Qatar had similar patterns of mental disorders as found in many nations around the world (Khaled et al., 2024b(Khaled et al., , 2024c. The lifetime prevalence of any mood or anxiety disorder was 28.0%, (17.3% for mood and 21.5% for anxiety disorder). ...

Twelve‐month prevalence, persistence, severity, and treatment of mood and anxiety disorders in Qatar's national mental health study