Dissecting statistical genomics and psychiatric epidemiology...
Authors
Franjo Ivankovic1-3, Kristin N. Javaras1,4, Rocky Stroud1,5, Faith Jennings1,5, Kaitlin Pennels1, Chirstine Stevens1, Pamela Morales Cedillo6, Beatriz Camarena Medellin6, Mark J. Daly1-3, Benjamin M. Neale1-3
1Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA;
2Program in Medical and Population Genetics, Broad Institute of MIT and Harvard,
Cambridge, MA;
3Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA;
4Division of Women’s Mental Health, McLean Hospita, Belmont, MA;
5Department of Epidemiology, Harvard T.H. Chan School of Public Health, Cambride, MA;
6Instituto Nacional De Psiquiatría Ramón de la Fuente Muñiz, Ciudad de México, México
Abstract
Both anorexia (AN) and bulimia (BN) nervosa are marked by a substantial genetic component, with family study heritability estimates of 0.58-0.76 for AN and 0.30-0.83 for BN. Despite such heritability estimates, discovery of genetic risk factors for AN and BN remain limited. Genome-wide association studies are limited in power and resolution, and discoverability of genetic risk factors is hindered by study-design limitations such as potential confounding by BMI due to current AN nosology. The Genetics of Eating Disorders study at the Broad Institute is currently recruiting participants for deep-phenotyping assessments and DNA sequencing analysis to further elucidate the biopathological mechanisms underpinning eating disorders and associated comorbidities.
Our analysis is focusing on existing samples from large biobanks (FinnGen, N=4,616; All of Us, N=2,500; MGB biobank, N=1,000), representing one of the largest collective cohorts in eating disorder genome sequencing so far. We are additionally planning to sequence additional 10,000 AN/BN cases and 10,000 controls over the next 2 years, recruited in the clinics across the United States, Mexico, and Europe, as well as direct-to-participant (DTP) recruitment in the United States. To facilitate the assessment of DTP participants, we have developed the McLean-Stanford-Washington Eating Disorder (MSWED) questionnaire, a screening tool to identify lifetime diagnosis of eating disorders, which was initially validated in the Mexican clinically ascertained cohorts (N=350) and is currently undergoing validation against SCID-5 in the United States. The phenotypic analysis of prospectively recruited individuals in INP Mexico and US DTP is shown in this poster. Analyzed phenotypes include compulsive exercise (CET), disordered eating (EDE-Q), anxiety (GAD-7), depression (PHQ-7), obsessive-compulsive symptoms (OCI-R), and PTSD (PCL-5).
We have identified about 22,000 samples for sequencing, shown in TABLE 1, 977 of which have been received for sequencing and 807 of which have been sequenced so far. Extensive phenotypic data collected for Mexico (N=960) and US DTP (N=1,632). EDE-Q scores (FIGURE 1) and CET scores (FIGURE 2) show higher eating disorder related and compulsive exercise symptoms among individuals with reported eating or feeding disorder diagnoses compared to those without. Overall EDE-Q and CET scores were equivalent among individuals with a reported eating or feeding disorder diagnosis, regardless of the diagnosis. OCI-R score (FIGURE 3) did not substantially differ with respect to the eating or feeding disorder diagnosis status. Preliminary validation of MSWED resulted in high specificity (AN=0.93, BN=0.97) and lower sensitivity (AN=0.72, BN=0.51), as intended. Additional results for the entirety of phenotyping battery are available online via the QR code included at the bottom of this poster.
The Genetics of Eating Disorders study at the Broad Institute is currently undergoing active recruitment, phenotyping, and DNA sequencing of participants with eating disorders and controls.
Initial analyses of common and rare variants in cohorts where sequencing data are available are underway. We are expanding these cohorts with recruitment and genome sequencing of additional samples from ancestrally diverse clinically recruited and community-based participants.
MSWED validation suggests that it is highly specific, making it a valuable tool for identification of eating disorder cases for genetic research in community-based participants.
Additional information about this study and enrollment instructions are available at: https://www.broadinstitute.org/EDgenetics.
Table 1
Summaries of DNA sample collections and sequencing, excluding already sequenced samples from large biobanks (e.g., All of Us).
Cohort | NEstimated | NCollected | NSequenced |
---|---|---|---|
Finish Biobank, Finland | 4,616 | – | – |
Instituto Nacional de Psiquiatría, Mexico | 6,000 | 422 | 422 |
Careggi University Hospital, Italy | 210 | 60 | 60 |
Kings College London, UK | 5,000 | – | – |
Nationwide Children’s Hospital, USA | 1,000 | 37 | 37 |
MGB Biobank, USA | 500 | – | – |
MGB ED Study, USA | 500 | – | – |
Columbia University Medical Center, USA | 64 | 64 | – |
University of Florida Health, USA | 95 | – | – |
Direct-to-Participant | 4,000 | 394 | 288 |
Figure 1: Eating Disorder Examination Questionnaire – Total Score
In linear models associating specific diagnoses with EDE-Q total scores, controlling for study arms and sex assigned at birth, we notice equivalent and significant effects across specific eating or feeding diagnoses on the EDE-Q total score. The models are broken down in the table below.
Diagnosis | Diagnosis | Intercept | Sex_Male | Source_DTP |
---|---|---|---|---|
Anorexia Nervosa | 21.28 (<0.001) | 17.49 (<0.001) | -2.81 (<0.1) | -11.23 (<0.001) |
OSFED Anorexia Nervosa | 17.97 (<0.001) | 15.97 (<0.001) | -3.06 (<0.05) | -7.87 (<0.001) |
Bulimia Nervosa | 24.54 (<0.001) | 18.80 (<0.001) | -2.73 (<0.01) | -13.96 (<0.001) |
OSFED Bulimia Nervosa | 18.48 (<0.001) | 15.85 (<0.001) | -2.65 (<0.05) | -7.75 (<0.001) |
Binge-Eating Disorder | 18.30 (<0.001) | 16.46 (<0.001) | -2.79 (<0.05) | -8.97 (<0.001) |
OSFED Binge-Eating Disorder | 15.97 (<0.001) | 15.61 (<0.001) | -3.32 (<0.05) | -7.05 (<0.001) |
OSFED Purging Disorder | 19.37 (<0.001) | 16.00 (<0.001) | -3.22 (<0.05) | -7.90 (<0.001) |
OSFED Night Eating Syndrome | 20.20 (<0.001) | 15.60 (<0.001) | -3.55 (<0.05) | -6.99 (<0.001) |
USFED | 18.76 (<0.001) | 16.47 (<0.001) | -3.58 (<0.05) | -8.77 (<0.001) |
ARFID | 17.27 (<0.001) | 15.75 (<0.001) | -3.57 (<0.05) | -7.27 (<0.001) |
Pica | 14.90 (<0.001) | 15.61 (<0.001) | -3.32 (<0.05) | -7.07 (<0.001) |
Rumination Disorder | 17.10 (<0.001) | 15.56 (<0.001) | -3.26 (<0.05) | -6.97 (<0.001) |
Figure S1: Eating Disorder Examination Questionnaire – Restraint
Unlike the EDE-Q total score, EDE-Q restraint score was only significantly associated with the intercept and specific eating or feeding disorder diagnosis for all diagnoses considered. Sex assigned at birth and study arms were not significantly associated with the EDE-Q restraint score in our multiple regression model.
Figure S2: Eating Disorder Examination Questionnaire – Eating Concern
Similarly to the EDE-Q total score, EDE-Q eating concern score was significantly associated with the intercept, sex assigned at birth, study arm, and specific eating or feeding disorder diagnosis for all diagnoses considered.
Figure S3: Eating Disorder Examination Questionnaire – Weight Concern
EDE-Q weight concern score was strongly associated with the intercept, diagnosis, and sex assigned at birth consistently across all specific eating or feeding disorder diagnoses considered.
Figure S4: Eating Disorder Examination Questionnaire – Shape Concern
EDE-Q shape concern score was strongly associated with the intercept, diagnosis, and sex assigned at birth consistently across all specific eating or feeding disorder diagnoses considered. In case of bulimia nervosa model, study arm was also significantly associated with EDE-Q shape concern score.
Figure 2: Compulsive Exercise Test – Total
In our multiple linear regression models, the CET total score was significantly associated with the intercept term and specific diagnoses. Additionally, the CET total score was also strongly associated with the study arm term, indicating DTP US individuals reporting an average of 12-point higher CET total score than the Mexican counterparts.
Figure S5: Compulsive Exercise Test – Avoidance and Rule-Driven Behavior
Figure S6: Compulsive Exercise Test – Weight Control Exercise
Figure S7: Compulsive Exercise Test – Mood Improvement
Figure S8: Compulsive Exercise Test – Lack of Exercise Enjoyment
Figure S9: Compulsive Exercise Test – Exercise Rigidity
Figure 3: Obsessive Compulsive Inventory Revised – Total Current
OCI-R current total score was only significantly associated with the intercept term. No significant associations between OCI-R current total score and specific eating or feeding disorder diagnosis, sex assigned at birth, or study arm were observed.