28 results on '"Kristin N. Javaras"'
Search Results
2. Causal factors in childhood and adolescence leading to anabolic-androgenic steroid use: A machine learning approach
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James I. Hudson, Yaakov Hudson, Gen Kanyama, Jiana Schnabel, Kristin N. Javaras, Marc J. Kaufman, and Harrison G. Pope, Jr.
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Anabolic-androgenic steroids ,Body-image disorders ,Causal inference ,Eating disorders ,Machine learning ,Risk factors ,Medicine - Abstract
Background: Prior research has demonstrated associations between anabolic-androgenic steroid (AAS) use and features from several childhood and adolescent psychosocial domains including body image concerns, antisocial traits, and low levels of parental care. However, prior approaches have been limited by their focus on individual features and lack of consideration of the relevant causal structure. Methods: We re-analyzed data from a previous cross-sectional cohort study of 232 male weightlifters aged 18–40, of whom 101 had used AAS. These men completed retrospective measures of features from their childhood and early adolescence, including body image concerns, eating disorder psychopathology, antisocial traits, substance use, and family relationships. Using an approach informed by principles of causal inference, we applied four machine-learning methods – lasso regression, elastic net regression, random forests, and gradient boosting – to predict AAS use. Results: The four methods yielded similar receiver operating curves, mean area under the curve (range 0.66 to 0.72), and sets of highly important features. Features related to adolescent body image concerns (especially muscle dysmorphia symptoms) were the strongest predictors. Other important features were adolescent rebellious behaviors; adolescent feelings of ineffectiveness and lack of interoceptive awareness; and low levels of paternal care. Conclusions: Applying machine learning within a causally informed approach to re-analyze data from a prior study of weightlifters, we identified six factors (most prominently those related to adolescent body image concerns) as proposed causal factors for the development of AAS use. Compared with the prior analyses, this approach achieved greater methodologic rigor and yielded stronger and broader findings.
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- 2024
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3. Measuring Ostracism-Induced Changes in Consumption of Palatable Food: Feasibility of a Novel Behavioral Task
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Kristin N. Javaras, Erin M. LaFlamme, Lauren L. Porter, Meghan E. Reilly, Chris Perriello, Harrison G. Pope, James I. Hudson, Staci A. Gruber, and Shelly F. Greenfield
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stressor ,interpersonal relations ,ostracism ,rejection ,emotion ,eating behavior ,Psychology ,BF1-990 - Abstract
PurposeOstracism is a highly aversive interpersonal experience. Previous research suggests that it can increase consumption of highly palatable food in some individuals, but decrease it in others. Thus, we developed the Cyberball-Milkshake Task (CMT), to facilitate research investigating individual differences in ostracism’s effects on consumption of highly palatable food. We present data on feasibility for the CMT in a sample of young adult women.Materials and MethodsParticipants were 22 women, 18–30 years old, reporting very low or very high levels of emotional eating at screening. Participants performed the CMT, which consisted of 12 trials. Each trial included: playing a round of Cyberball (a computerized game of catch with fictitious “other participants” programmed to either include or exclude the participant); viewing a chocolate image; and then consuming a participant-determined amount of milkshake. Participants subsequently played an additional inclusion and exclusion round of Cyberball, each immediately followed by questionnaires assessing current mood and recent Cyberball experience.ResultsCyberball exclusion (vs. inclusion) was associated with large, significant increases in reported ostracism and threats to self-esteem; exclusion’s effects on affect were in the expected direction (e.g., increased negative affect), but generally small and non-significant. Milkshake intake was measurable for 95% of participants, on 96% of trials. Intake decreased quadratically across trials, with a steep negative slope for low trial numbers that decreased to the point of being flat for the highest trial numbers.DiscussionThe CMT is a generally feasible approach to investigating ostracism’s effects on consumption of highly palatable food. The feasibility (and validity) of the CMT may benefit from modification (e.g., fewer trials and longer rounds of Cyberball). Future research should examine whether performance on a modified version of the CMT predicts real-world behavior in a larger sample.
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- 2022
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4. More (Adjustment) Is Not Always Better
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James I. Hudson, Elizabeth W Diemer, Kristin N. Javaras, and Child and Adolescent Psychiatry / Psychology
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Theoretical computer science ,General Medicine ,Directed acyclic graph ,Outcome (game theory) ,Article ,Causality ,Psychiatry and Mental health ,Clinical Psychology ,SDG 3 - Good Health and Well-being ,Causal inference ,Data Interpretation, Statistical ,Covariate ,Humans ,Observational study ,Psychology ,Applied Psychology - Published
- 2021
5. Effect of Transdermal Estradiol and Insulin-like Growth Factor-1 on Bone Endpoints of Young Women With Anorexia Nervosa
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Nupur Gupta, Kristin N. Javaras, Kamryn T. Eddy, Vibha Singhal, Meghan Slattery, David A. Schoenfeld, Melanie S Haines, Kathryn S. Brigham, Madhusmita Misra, Anne Klibanski, Mark A. Goldstein, Karen K. Miller, Amita Bose, Seda Ebrahimi, and Mary L. Bouxsein
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medicine.medical_specialty ,Anorexia Nervosa ,Adolescent ,Bone density ,medicine.drug_class ,Endocrinology, Diabetes and Metabolism ,Clinical Biochemistry ,Parathyroid hormone ,030209 endocrinology & metabolism ,Context (language use) ,Administration, Cutaneous ,Biochemistry ,Bone resorption ,Bone remodeling ,Young Adult ,03 medical and health sciences ,0302 clinical medicine ,Endocrinology ,Transdermal estrogen ,Double-Blind Method ,Bone Density ,Internal medicine ,medicine ,Humans ,Longitudinal Studies ,030212 general & internal medicine ,Insulin-Like Growth Factor I ,Clinical Research Articles ,Bone mineral ,Estradiol ,business.industry ,Estrogen Replacement Therapy ,Biochemistry (medical) ,Estrogens ,Treatment Outcome ,Estrogen ,Drug Therapy, Combination ,Female ,Bone Remodeling ,business ,Biomarkers - Abstract
Context Anorexia nervosa (AN) is prevalent in adolescent girls and is associated with bone impairment driven by hormonal alterations in nutritional deficiency. Objective To assess the impact of estrogen replacement with and without recombinant human insulin-like growth factor-1 (rhIGF-1) administration on bone outcomes. Design Double-blind, randomized, placebo-controlled 12-month longitudinal study. Participants Seventy-five adolescent and young adult women with AN age 14 to 22 years. Thirty-three participants completed the study. Intervention Transdermal 17-beta estradiol 0.1 mg/day with (i) 30 mcg/kg/dose of rhIGF-1 administered subcutaneously twice daily (AN-IGF-1+) or (ii) placebo (AN-IGF-1−). The dose of rhIGF-1 was adjusted to maintain levels in the upper half of the normal pubertal range. Main Outcome Measures Bone turnover markers and bone density, geometry, microarchitecture, and strength estimates. Results Over 12 months, lumbar areal bone mineral density increased in AN-IGF-1− compared to AN-IGF-1+ (P = 0.004). AN-IGF-1+ demonstrated no improvement in areal BMD in the setting of variable compliance to estrogen treatment. Groups did not differ for 12-month changes in bone geometry, microarchitecture, volumetric bone mineral density (vBMD), or strength (and results did not change after controlling for weight changes over 12 months). Both groups had increases in radial cortical area and vBMD, and tibia cortical vBMD over 12 months. Levels of a bone resorption marker decreased in AN-IGF-1− (P = 0.042), while parathyroid hormone increased in AN-IGF-1+ (P = 0.019). AN-IGF-1− experienced irregular menses more frequently than did AN-IGF-1+, but incidence of all other adverse events did not differ between groups. Conclusions We found no additive benefit of rhIGF-1 administration for 12 months over transdermal estrogen replacement alone in this cohort of young women with AN.
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- 2021
6. Associations Between Attention Deficit Hyperactivity Disorder Symptom Dimensions and Disordered Eating Symptoms in Adolescence: A Population-Based Twin Study
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Zeynep, Yilmaz, Mary J, Quattlebaum, Pratiksha S, Pawar, Laura M, Thornton, Cynthia M, Bulik, Kristin N, Javaras, Shuyang, Yao, Paul, Lichtenstein, Henrik, Larsson, and Jessica H, Baker
- Abstract
Although bivariate associations between attention-deficit/hyperactivity disorder (ADHD) and eating disorders in adolescent girls and boys have been previously identified, the mechanistic link underlying the symptom-level associations remains unclear. We evaluated shared genetic and environmental influences on ADHD symptoms and disordered eating in 819 female and 756 male twins from the Swedish TCHAD cohort using bivariate models. Common additive genetic and unique environmental effects accounted for majority of ADHD and disordered eating associations in a differential manner. For girls, the strongest genetic correlation was observed for cognitive/inattention problems-bulimia (0.54), with genetic factors accounting for 67% of the phenotypic correlation. For boys, the strongest genetic correlations were observed for conduct problems-bulimia and hyperactivity-bulimia (~ 0.54), accounting for 83% and 95% of the phenotypic correlation, respectively. As per our findings, the risk of comorbidity and shared genetics highlights the need for preventative measures and specialized treatment for ADHD and disordered eating in both sexes.
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- 2022
7. Sex Differences in the Relationship Between Childhood Self‐Regulation and Adolescent Adiposity
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H. Hill Goldsmith, Jeffrey M. Armstrong, Marjorie H. Klein, Marilyn J. Essex, Richard J. Davidson, and Kristin N. Javaras
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Male ,Pediatric Obesity ,Inverse Association ,Endocrinology, Diabetes and Metabolism ,Medicine (miscellaneous) ,chemical and pharmacologic phenomena ,030209 endocrinology & metabolism ,Standard score ,Article ,Self-Control ,Cohort Studies ,03 medical and health sciences ,0302 clinical medicine ,Endocrinology ,Humans ,Medicine ,Prospective Studies ,030212 general & internal medicine ,Child ,Association (psychology) ,Inverse correlation ,Adiposity ,Sex Characteristics ,Nutrition and Dietetics ,business.industry ,Baseline weight ,Cohort ,Female ,business ,Demography - Abstract
Objective Research suggests that higher childhood self-regulation (CSR) predicts lower adiposity in adolescence. However, it is unclear whether this relationship differs by sex or by baseline weight status. Thus, this study investigated these questions in a longitudinal, community-based cohort. Methods The cohort included 221 girls and 214 boys. At age 9, CSR was assessed via parent/teacher reports of effortful control, and childhood BMI z scores (BMIz) were calculated from staff measurements. Late-adolescent waist-to-height ratio was based on staff measurements at age 18. Results CSR has a small inverse correlation with concurrent childhood BMIz in girls, but not in boys. Prospectively, however, CSR has a small inverse association with late-adolescent weight-to-height ratio in both sexes, after adjusting for childhood BMIz and other childhood predictors. This prospective association is marginally stronger for girls with higher (vs. lower) childhood BMIz. Conclusions CSR inversely predicts changes in adiposity across adolescence in both sexes, with some evidence that this association is stronger for girls with higher (vs. lower) childhood adiposity. However, this inverse association between CSR and adiposity may emerge earlier in girls. Future research should examine the causal status of CSR and its relationship to behaviors (e.g., diet).
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- 2020
8. Using Wearable Cameras to Investigate Health-Related Daily Life Experiences: A Literature Review of Precautions and Risks in Empirical Studies
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Benjamin C. Silverman, Salman Safir, Kristin N. Javaras, Caroline Johnson, Lauren Porter, Shelly F. Greenfield, Laurel E Meyer, Meghan E Reilly, and James I. Hudson
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Ethics ,Research ethics ,Computer science ,Health related ,Wearable computer ,BJ1-1725 ,Article ,Education ,Philosophy ,Empirical research ,Human–computer interaction ,Objective information ,Health behavior ,Wearable Electronic Device - Abstract
Automated, wearable cameras can benefit health-related research by capturing accurate and objective information about individuals’ daily experiences. However, wearable cameras present unique privacy- and confidentiality-related risks due to the possibility of the images capturing identifying or sensitive information from participants and third parties. Although best practice guidelines for ethical research with wearable cameras have been published, limited information exists on the risks of studies using wearable cameras. The aim of this literature review was to survey risks related to using wearable cameras, and precautions taken to reduce those risks, as reported in empirical research. Forty-five publications, comprising 36 independent studies, were reviewed, and findings revealed that participants’ primary concerns with using wearable cameras included physical inconvenience and discomfort in certain situations (e.g. public settings). None of the studies reviewed reported any serious adverse events. Although it is possible that reported findings do not include all risks experienced by participants in research with wearable cameras, our findings suggest a low level of risk to participants. However, it is important that investigators adopt recommended precautions, which can promote autonomy and reduce risks, including participant discomfort.
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- 2021
9. Cultural and Moral Dimensions of 'Clean Food' Labeling
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James I. Hudson and Kristin N. Javaras
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Psychiatry and Mental health ,Food Labeling ,Political science ,Moral psychology ,Humans ,Environmental ethics ,Product Labeling ,Clean food ,Morals ,Chinese traditional medicine ,Article - Published
- 2021
10. Neural Insensitivity to the Effects of Hunger: A Potential Mechanism Underlying Persistent Dietary Restriction in Anorexia Nervosa?
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Kristin N. Javaras and Diego A. Pizzagalli
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Adult ,Anorexia Nervosa ,Hunger ,Brain mapping ,Article ,Reward processing ,Young Adult ,Neuroimaging ,Neural Pathways ,Humans ,Medicine ,Potential mechanism ,Cerebral Cortex ,business.industry ,Functional Neuroimaging ,Remission Induction ,Putamen ,Magnetic Resonance Imaging ,Psychiatry and Mental health ,Anorexia nervosa (differential diagnoses) ,Case-Control Studies ,Taste ,Female ,Caudate Nucleus ,business ,Neuroscience - Abstract
Anorexia nervosa has the highest mortality rate of any psychiatric condition, yet the pathophysiology of this disorder and its primary symptom, extreme dietary restriction, remains poorly understood. In states of hunger relative to satiety, the rewarding value of food stimuli normally increases to promote eating, yet individuals with anorexia nervosa avoid food despite emaciation. This study's aim was to examine potential neural insensitivity to these effects of hunger in anorexia nervosa.At two scanning sessions scheduled 24 hours apart, one after a 16-hour fast and one after a standardized meal, 26 women who were in remission from anorexia nervosa (to avoid the confounding effects of malnutrition) and 22 matched control women received tastes of sucrose solution or ionic water while functional MRI data were acquired. Within a network of interest responsible for food valuation and transforming taste signals into motivation to eat, the authors compared groups across conditions on blood-oxygen-level-dependent (BOLD) signal and task-based functional connectivity.Participants in the two groups had similar BOLD responses to sucrose and water tastants. A group-by-condition interaction in the ventral caudal putamen indicated that hunger had opposite effects on tastant response in the control group and the remitted anorexia nervosa group, with an increase and a decrease, respectively, in BOLD response when hungry. Hunger had a similar opposite effect on insula-to-ventral caudal putamen functional connectivity in the remitted anorexia nervosa group compared with the control group. Exploratory analyses indicated that lower caudate response to tastants when hungry was associated with higher scores on harm avoidance among participants in the remitted anorexia nervosa group.Reduced recruitment of neural circuitry that translates taste stimulation to motivated eating behavior when hungry may facilitate food avoidance and prolonged periods of extremely restricted food intake in anorexia nervosa.
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- 2020
11. More (Adjustment) Is Not Always Better
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E.W. (Elizabeth) Diemer, James I. Hudson, Kristin N. Javaras, E.W. (Elizabeth) Diemer, James I. Hudson, and Kristin N. Javaras
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- 2021
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12. Association Between Childhood to Adolescent Attention Deficit/Hyperactivity Disorder Symptom Trajectories and Late Adolescent Disordered Eating
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Cynthia M. Bulik, Paul Lichtenstein, Kristin N. Javaras, Henrik Larsson, Laura M. Thornton, Zeynep Yilmaz, and Jessica H. Baker
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Male ,050103 clinical psychology ,medicine.medical_specialty ,Adolescent ,media_common.quotation_subject ,Impulsivity ,Article ,Feeding and Eating Disorders ,Eating ,03 medical and health sciences ,0302 clinical medicine ,Risk Factors ,medicine ,Humans ,Attention deficit hyperactivity disorder ,0501 psychology and cognitive sciences ,Disordered eating ,Child ,Psychiatry ,media_common ,Psychiatric Status Rating Scales ,Sweden ,05 social sciences ,Public Health, Environmental and Occupational Health ,Adolescent Development ,medicine.disease ,Twin study ,030227 psychiatry ,Psychiatry and Mental health ,Eating disorders ,Attention Deficit Disorder with Hyperactivity ,Pediatrics, Perinatology and Child Health ,Disease Progression ,Anxiety ,Female ,medicine.symptom ,Psychology ,Body mass index ,Vigilance (psychology) - Abstract
Purpose Disordered eating is more prevalent among adolescents with attention deficit/hyperactivity disorder. Both inattention and hyperactivity/impulsivity symptoms show strong associations with disordered eating, but few investigations of these associations have been longitudinal. Thus, we examined the effect of childhood to adolescent inattention and hyperactivity/impulsivity symptom trajectories on late adolescent disordered eating. Methods We used growth mixture modeling to identify distinct inattention and hyperactivity/impulsivity symptom trajectories (called "classes") across three time points (ages 8–9, 13–14, and 16–17 years) in the Swedish Twin study of CHild and Adolescent Development. The resulting classes were used to predict Eating Disorder Inventory-2 Bulimia, Drive for Thinness, and Body Dissatisfaction subscales at age 16–17 years, with adjustment for sex and body mass index at age 16–17 years. Results The combined inattention and hyperactivity/impulsivity symptom trajectory classes included: a "low symptom" class characterized by low inattention and hyperactivity/impulsivity throughout childhood/adolescence; a "predominantly inattention" class characterized by elevated inattention, but not hyperactivity/impulsivity, throughout childhood/adolescence; a "predominantly hyp/imp" class characterized by elevated hyperactivity/impulsivity, but not inattention, throughout childhood/adolescence; and a "both inattention and hyp/imp" class characterized by elevated inattention and hyperactivity/impulsivity throughout childhood/adolescence. After adjusting for sex and body mass index or sex and anxiety/depression symptoms, the "both inattention and hyp/imp" (vs. "low symptom") class predicted significantly higher Eating Disorder Inventory-2 subscale scores during late adolescence. Conclusions Increased vigilance for disordered eating among children who have both inattention and hyperactivity/impulsivity symptoms throughout childhood and adolescence could aid in early identification of eating disorders.
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- 2017
13. Functional outcomes in community-based adults with borderline personality disorder
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Shelly F. Greenfield, Kristin N. Javaras, Mary C. Zanarini, John G. Gunderson, and James I. Hudson
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Adult ,Employment ,Male ,Functional impairment ,Adolescent ,behavioral disciplines and activities ,Article ,Poor quality ,Young Adult ,03 medical and health sciences ,0302 clinical medicine ,Borderline Personality Disorder ,Residence Characteristics ,mental disorders ,medicine ,Humans ,Interpersonal Relations ,Social isolation ,Exercise ,Borderline personality disorder ,Biological Psychiatry ,Retrospective Studies ,Psychiatric Status Rating Scales ,Community based ,Social Behavior Disorders ,medicine.disease ,030227 psychiatry ,Psychiatry and Mental health ,Social domain ,Educational Status ,Regression Analysis ,Female ,medicine.symptom ,Psychology ,030217 neurology & neurosurgery ,Clinical psychology - Abstract
Many individuals in clinical samples with borderline personality disorder (BPD) experience high levels of functional impairment. However, little is known about the levels of functional impairment experienced by individuals with BPD in the general community. To address this issue, we compared overall and domain-specific (educational/occupational; social; recreational) functioning in a sample of community-based individuals with BPD ( n = 164); community-based individuals without BPD ( n = 901); and clinically-ascertained individuals with BPD ( n = 61). BPD diagnoses and functional outcomes were based on well-accepted, semi-structured interviews. Community-based individuals with BPD were significantly less likely to experience good overall functioning (steady, consistent employment and ≥1 good relationship) compared to community-based individuals without BPD (BPD: 47.4%; Non- BPD: 74.5%; risk difference −27.1%; p 0.001), even when compared directly to their own non-BPD siblings (risk difference −35.5%; p 0.001). Community-based individuals with BPD versus those without BPD did not differ significantly on most domain-specific outcomes, but the former group experienced poorer educational/occupational performance and lower quality relationships with parents, partners, and friends. However, community-based individuals with BPD were significantly more likely to experience good overall functioning than clinically-based individuals with BPD (risk difference −35.2%; p 0.001), with the latter group more likely to experience reduced employment status, very poor quality relationships with partners, and social isolation. In conclusion, community-based individuals with BPD experienced marked functional impairment, especially in the social domain, but were less likely to experience the more extreme occupational and social impairments seen among patients with BPD.
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- 2017
14. Paternal age at childbirth and eating disorders in offspring
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Laura M. Thornton, Henrik Larsson, Cynthia M. Bulik, Brian M. D’Onofrio, Jessica H. Baker, Christine M. Peat, Paul Lichtenstein, Claes Norring, Catarina Almqvist, Kristin N. Javaras, Mikael Landén, Andreas Birgegård, and Martin E. Rickert
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Adult ,Male ,medicine.medical_specialty ,Adolescent ,Offspring ,Population ,Anorexia nervosa ,Article ,Paternal Age ,Cohort Studies ,Feeding and Eating Disorders ,Young Adult ,03 medical and health sciences ,0302 clinical medicine ,medicine ,Humans ,Registries ,Bipolar disorder ,education ,Psychiatry ,Applied Psychology ,Proportional Hazards Models ,Sweden ,education.field_of_study ,Proportional hazards model ,Middle Aged ,medicine.disease ,030227 psychiatry ,Psychiatry and Mental health ,Birth order ,Eating disorders ,Cohort ,Female ,Psychology ,030217 neurology & neurosurgery ,Demography - Abstract
BackgroundAdvanced paternal age at childbirth is associated with psychiatric disorders in offspring, including schizophrenia, bipolar disorder and autism. However, few studies have investigated paternal age's relationship with eating disorders in offspring. In a large, population-based cohort, we examined the association between paternal age and offspring eating disorders, and whether that association remains after adjustment for potential confounders (e.g. parental education level) that may be related to late/early selection into fatherhood and to eating disorder incidence.MethodData for 2 276 809 individuals born in Sweden 1979–2001 were extracted from Swedish population and healthcare registers. The authors used Cox proportional hazards models to examine the effect of paternal age on the first incidence of healthcare-recorded anorexia nervosa (AN) and all eating disorders (AED) occurring 1987–2009. Models were adjusted for sex, birth order, maternal age at childbirth, and maternal and paternal covariates including country of birth, highest education level, and lifetime psychiatric and criminal history.ResultsEven after adjustment for covariates including maternal age, advanced paternal age was associated with increased risk, and younger paternal age with decreased risk, of AN and AED. For example, the fully adjusted hazard ratio for the 45+ years (v. the 25–29 years) paternal age category was 1.32 [95% confidence interval (CI) 1.14–1.53] for AN and 1.26 (95% CI 1.13–1.40) for AED.ConclusionsIn this large, population-based cohort, paternal age at childbirth was positively associated with eating disorders in offspring, even after adjustment for potential confounders. Future research should further explore potential explanations for the association, including de novo mutations in the paternal germline.
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- 2016
15. Sex- and age-specific incidence of healthcare-register-recorded eating disorders in the complete swedish 1979-2001 birth cohort
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Kristin N. Javaras, Henrik Larsson, Claes Norring, Maria Råstam, Shuyang Yao, Cristin D. Runfola, Esben Agerbo, Cynthia M. Bulik, Andreas Birgegård, Paul Lichtenstein, and Laura M. Thornton
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medicine.medical_specialty ,Pediatrics ,business.industry ,Incidence (epidemiology) ,digestive, oral, and skin physiology ,medicine.disease ,Psychiatry and Mental health ,Eating disorders ,Anorexia nervosa (differential diagnoses) ,mental disorders ,Epidemiology ,Health care ,Medicine ,Young adult ,business ,Psychiatry ,Birth cohort ,Cohort study - Abstract
To investigate the sex- and age-specific incidence of healthcare-register-recorded anorexia nervosa (AN) and other eating disorders (OED) in a complete birth cohort, and assess whether incidence varies by diagnostic period and (sub-) birth cohort.
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- 2015
16. Concurrent and Longitudinal Associations Between Diurnal Cortisol and Body Mass Index Across Adolescence
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Kristin N. Javaras, Marjorie H. Klein, Linnea R. Burk, Paula L. Ruttle, Jeffrey M. Armstrong, and Marilyn J. Essex
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Male ,Evening ,Adolescent ,Hydrocortisone ,Anxiety ,Overweight ,Logistic regression ,Article ,Body Mass Index ,Developmental psychology ,Wisconsin ,Risk Factors ,medicine ,Humans ,Longitudinal Studies ,Obesity ,Child ,Saliva ,Internal-External Control ,Morning ,Depression ,Puberty ,Confounding ,Public Health, Environmental and Occupational Health ,medicine.disease ,Circadian Rhythm ,Psychiatry and Mental health ,Early Diagnosis ,Socioeconomic Factors ,Pediatrics, Perinatology and Child Health ,Linear Models ,Female ,medicine.symptom ,Psychology ,Body mass index ,medicine.drug ,Demography - Abstract
Purpose: Childhood and adolescent obesity have reached epidemic levels; however, little is known about the psychobiological underpinnings of obesity in youth and whether these differ from the mechanisms identified in adults. The current study examines concurrent (i.e., measured at the same point in time) and longitudinal (i.e., using earlier cortisol measures to predict later body mass index [BMI]) associations between diurnal cortisol and BMI across adolescence. Methods: Adolescent diurnal cortisol was measured over 3 days at each 11, 13, and 15 years. Hierarchical linear modeling was used to extract average measures of predicted morning, afternoon, evening levels of cortisol and the diurnal slope at each assessment. Adolescent BMI (kg/m 2 ) was measured at 11, 13, 15, and 18 years. Sex, family socioeconomic status, mother’s BMI, pubertal status, and adolescent mental health were examined as possible confounding variables. Results: Linear regressions revealed that blunted patterns of adolescent cortisol were associated with increased measures of BMI across adolescence both concurrently and longitudinally, particularly when examining measures of cortisol in early adolescence. Multinomial logistic regressions extended the linear regression findings beyond BMI scores to encompass categories of obesity. Conclusions: The current study builds on previous research documenting diurnal cortisoleobesity findings in adults by demonstrating similar findings exist both concurrently and longitudinally in adolescents. Findings suggest the association between cortisol and BMI is developmentally influenced and that blunted diurnal cortisol patterns can be identified in overweight individuals at a younger age than previously thought.
- Published
- 2013
17. An 'unfolding' latent variable model for likert attitude data: Drawing inferences adjusted for response style
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Kristin N. Javaras and Brian D. Ripley
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Statistics and Probability ,Pride ,media_common.quotation_subject ,Latent variable ,Hierarchical database model ,Likert scale ,Item response theory ,Econometrics ,Selection (linguistics) ,Product (category theory) ,Statistics, Probability and Uncertainty ,Latent variable model ,Psychology ,Social psychology ,media_common - Abstract
Likert attitude data consist of responses to favorable and unfavorable statements about an entity, where responses fall into ordered categories ranging from disagreement to agreement. Social science and marketing researchers frequently use data of this type to measure attitudes toward an entity such as a policy or product. We focus on data on American and British attitudes toward their respective nations ("national pride"). We introduce a multidimensional unfolding model (MUM) to describe the relationship between the data and the attitudes underlying them. Unlike most existing models, the MUM allows the data to reflect not just attitudes, but also response style, which is defined as a consistent and content-independent pattern of response category selection such as a tendency to agree with all statements. The MUM can be used to model multiple attitudes, which allows researchers to expand their analysis of the data of interest to include all available Likert data so as to increase information on response style. For example, we include additional data on immigration attitudes to help distinguish the effects of response style and national pride on our data. The MUM can be used to fit linear models for the effects of background variables on attitudes. Resulting inferences about attitudes are adjusted for response style and should be less biased. Simulation results strongly suggest that, unlike Likert's popular scoring model, the MUM yields unbiased inferences even when there are unequal proportions of favorable and unfavorable statements. © 2007 American Statistical Association.
- Published
- 2016
18. Conscientiousness predicts greater recovery from negative emotion
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Kristin N. Javaras, Lawrence L. Greischar, Gayle D. Love, David R. W. Bachhuber, Carien M. van Reekum, Richard J. Davidson, Regina C. Lapate, Stacey M. Schaefer, and Carol D. Ryff
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Adult ,Male ,Personality Inventory ,media_common.quotation_subject ,Emotions ,050109 social psychology ,Article ,050105 experimental psychology ,Developmental psychology ,Humans ,Personality ,0501 psychology and cognitive sciences ,Reactivity (psychology) ,Internal-External Control ,General Psychology ,Aged ,media_common ,Aged, 80 and over ,05 social sciences ,Conscientiousness ,Middle Aged ,Psychophysiology ,Facet (psychology) ,Linear Models ,Female ,Personality Assessment Inventory ,Psychology ,Negative emotion - Abstract
Greater levels of conscientiousness have been associated with lower levels of negative affect. We focus on one mechanism through which conscientiousness may decrease\ud negative affect: effective emotion regulation, as reflected by greater recovery from negative stimuli. In 273 adults who were 35 - 85 years old, we collected self-report measures of personality including conscientiousness and its self-control facet, followed\ud on average 2 years later by psychophysiological measures of emotional reactivity and recovery. Among middle-aged adults (35 - 65 years old), the measures of\ud conscientiousness and self-control predicted greater recovery from, but not reactivity to, negative emotional stimuli. The effect of conscientiousness and self-control on recovery was not driven by other personality variables or by greater task adherence on the part of high conscientiousness individuals. In addition, the effect was specific to negative emotional stimuli and did not hold for neutral or positive emotional stimuli.
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- 2012
19. Will Viewing Overeating as Compulsive Lead to Novel Pharmacological Interventions?
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Kristin N. Javaras
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0301 basic medicine ,Pharmacology ,medicine.medical_specialty ,Psychotherapist ,03 medical and health sciences ,Psychiatry and Mental health ,030104 developmental biology ,0302 clinical medicine ,Lead (geology) ,Pharmacological interventions ,Commentary ,medicine ,Overeating ,Psychology ,Psychiatry ,030217 neurology & neurosurgery - Published
- 2017
20. A Structural Approach to the Familial Coaggregation of Disorders
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Tyler J. VanderWeele, Harrison G. Pope, James I. Hudson, Kristin N. Javaras, Miguel A. Hernán, and Nan M. Laird
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Bipolar Disorder ,Models, Genetic ,Epidemiology ,Generalization ,Sampling (statistics) ,Comorbidity ,Odds ratio ,medicine.disease ,Directed acyclic graph ,Structural equation modeling ,Research Design ,Binge-eating disorder ,Case-Control Studies ,Econometrics ,medicine ,Humans ,Family ,Bipolar disorder ,Bulimia ,Psychology ,Causal model - Abstract
The demonstration that 2 disorders coaggregate in families is often the first step in the exploration of genetic factors common to the 2 disorders. Previous methods of analyzing familial coaggregation have used either (1) a typical measure of association (eg, the odds ratio) between a disorder in an individual and another disorder in family members, or (2) a linear structural equation model (SEM). The association method accommodates case-control sampling of families, but may not assess the causal effect of interest because it is not based on an underlying causal model. The SEM method is based on a causal model, but cannot easily accommodate case-control sampling or direct effects of 1 disorder on the other within individuals. We develop a new method of analyzing coaggregation based on directed acyclic graphs. Because this method is a generalization of structural equation models and uses measures of association that accommodate case-control sampling and direct effects, it combines the strengths of both previous methods. In the absence of direct effects between disorders, our approach provides a valid estimate of the causal coaggregation effect. In the presence of direct effects, our approach provides an upper-bound estimate and (assuming additive linear effects of latent familial and nonfamilial factors) a lower-bound estimate of the causal coaggregation effect. For illustration, we applied our method to a family study of binge eating disorder and bipolar disorder.
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- 2008
21. Familiality and heritability of binge eating disorder: Results of a case-control family study and a twin study
- Author
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Cynthia M. Bulik, Kristin N. Javaras, Harrison G. Pope, Nan M. Laird, Ted Reichborn-Kjennerud, and James I. Hudson
- Subjects
Adult ,Male ,Education, Continuing ,Adolescent ,Overweight ,Developmental psychology ,Binge-eating disorder ,medicine ,Humans ,Genetic Predisposition to Disease ,Bulimia ,Aged ,Aged, 80 and over ,Binge eating ,Case-control study ,Family aggregation ,Middle Aged ,Heritability ,medicine.disease ,Twin study ,Obesity ,Psychiatry and Mental health ,Case-Control Studies ,Twin Studies as Topic ,Female ,medicine.symptom ,Psychology ,Demography - Abstract
To estimate the familiality and heritability of binge eating disorder (BED).We used a new ACE structural equation model to estimate heritability from a case-control family study of BED conducted in the Boston area. The sample consisted of 150 overweight/obese probands with lifetime BED by DSM-IV criteria, 150 overweight/obese probands without lifetime BED, and 888 of their first-degree relatives. We compared our findings with those from a study of binge eating (in the absence of compensatory behaviors) among 7,831 Norwegian twins.The prevalence of BED differed by sex and by age. In the case-control family study, BED was found to aggregate in families, and heritability was estimated as 57% (CI: 30-77%). Including shared environment did not substantially improve the model's fit, nor did allowing sex-specific heritability. Findings from the twin study were similar.BED appears to aggregate in families and have a significant genetic component.
- Published
- 2008
22. Multiple Imputation for Incomplete Data With Semicontinuous Variables
- Author
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David A. van Dyk and Kristin N Javaras
- Subjects
Statistics and Probability ,Location model ,Complete information ,Statistics ,Expectation–maximization algorithm ,Probability distribution ,Applied mathematics ,Imputation (statistics) ,Statistics, Probability and Uncertainty ,Missing data ,Categorical variable ,Statistical hypothesis testing ,Mathematics - Abstract
We consider the application of multiple imputation to data containing not only partially missing categorical and continuous variables, but also partially missing 'semicontinuous' variables (variables that take on a single discrete value with positive probability but are otherwise continuously distributed). As an imputation model for data sets of this type, we introduce an extension of the standard general location model proposed by Olkin and Tate; our extension, the blocked general location model, provides a robust and general strategy for handling partially observed semicontinuous variables. In particular, we incorporate a two-level model for the semicontinuous variables into the general location model. The first level models the probability that the semicontinuous variable takes on its point mass value, and the second level models the distribution of the variable given that it is not at its point mass. In addition, we introduce EM and data augmentation algorithms for the blocked general location model w...
- Published
- 2003
23. Relative influence of genetics and shared environment on child mental health symptoms depends on comorbidity
- Author
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Kristin N. Javaras, Kathryn Lemery-Chalfant, Rose Maier, H. Hill Goldsmith, Richard J. Davidson, Matthew K. Vendlinski, and Carol A. Van Hulle
- Subjects
Male ,medicine.medical_specialty ,Psychometrics ,Population ,Twins ,lcsh:Medicine ,Comorbidity ,Biology ,Impulsivity ,Monozygotic Twins ,Genetics ,medicine ,Child and adolescent psychiatry ,Psychology ,Humans ,Child ,10. No inequality ,education ,Psychiatry ,lcsh:Science ,education.field_of_study ,Multidisciplinary ,Mental Disorders ,lcsh:R ,Biology and Life Sciences ,Human Genetics ,Dizygotic Twins ,Heritability ,medicine.disease ,Mental health ,Personality Differences ,Clinical Psychology ,Developmental Psychology ,Etiology ,Normative ,Female ,lcsh:Q ,medicine.symptom ,Research Article ,Personality ,Demography - Abstract
Background: Comorbidity among childhood mental health symptoms is common in clinical and community samples and should be accounted for when investigating etiology. We therefore aimed to uncover latent classes of mental health symptoms in middle childhood in a community sample, and to determine the latent genetic and environmental influences on those classes. Methods: The sample comprised representative cohorts of twins. A questionnaire-based assessment of mental health symptoms was used in latent class analyses. Data on 3223 twins (1578 boys and 1645 girls) with a mean age of 7.5 years were analyzed. The sample was predominantly non-Hispanic Caucasian (92.1%). Results: Latent class models delineated groups of children according to symptom profiles–not necessarily clinical groups but groups representing the general population, most with scores in the normative range. The best-fitting models suggested 9 classes for both girls and boys. Eight of the classes were very similar across sexes; these classes ranged from a ‘‘Low Symptom’’ class to a ‘‘Moderately Internalizing & Severely Externalizing’’ class. In addition, a ‘‘Moderately Anxious’’ class was identified for girls but not boys, and a ‘‘Severely Impulsive & Inattentive’’ class was identified for boys but not girls. Sex-combined analyses implicated moderate genetic influences for all classes. Shared environmental influences were moderate for the ‘‘Low Symptom’’ and ‘‘Moderately Internalizing & Severely Externalizing’’ classes, and small to zero for other classes. Conclusions: We conclude that symptom classes are largely similar across sexes in middle childhood. Heritability was moderate for all classes, but shared environment played a greater role for classes in which no one type of symptom predominated.
- Published
- 2014
24. Estimating the Effect of a Predictor Measured by Two Informants on a Continuous Outcome: A Comparison of Methods
- Author
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Nan M. Laird, Kristin N. Javaras, and H. Hill Goldsmith
- Subjects
Male ,Models, Statistical ,Epidemiology ,Motor Activity ,Outcome (probability) ,Article ,Predictive factor ,Body Mass Index ,Multiple informants ,Predictive Value of Tests ,Statistics ,Linear Models ,Humans ,Female ,Obesity ,Psychology ,Exercise - Abstract
Investigators sometimes use information about a given variable obtained from multiple informants. We focus on estimating the effect of a predictor on a continuous outcome, when that predictor cannot be observed directly but is measured by two informants. We describe various approaches to using information from two informants to estimate a regression or correlation coefficient for the effect of the (true) predictor on the outcome. These approaches include methods we refer to as single informant, simple average, optimal weighted average, principal components analysis, and classical measurement error. Each of these five methods effectively uses a weighted average of the informants' reports as a proxy for the true predictor in calculating the correlation or regression coefficient. We compare the performance of these methods in simulation experiments that assume a rounded congeneric measurement model for the relationship between the informants' reports and a true predictor that is a mixture of zeros and positively-distributed continuous values. We also compare the methods' performance in a real data example -the relationship between vigorous physical activity (the predictor) and body mass index (the continuous outcome). The results of the simulations and the example suggest that the simple average is a reasonable choice when there are only two informants.
- Published
- 2011
25. Fitting ACE Structural Equation Models to Case-Control Family Data
- Author
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James I. Hudson, Kristin N. Javaras, and Nan M. Laird
- Subjects
Proband ,Epidemiology ,Binary number ,Structural equation modeling ,Article ,Covariate ,Statistics ,Econometrics ,Additive genetic effects ,Humans ,Computer Simulation ,Path analysis (statistics) ,Genetics (clinical) ,Mathematics ,Family Health ,Depressive Disorder ,Likelihood Functions ,Models, Statistical ,Models, Genetic ,Genetic Diseases, Inborn ,Reproducibility of Results ,Heritability ,Austria ,Case-Control Studies ,Data Interpretation, Statistical ,Variance components - Abstract
Investigators interested in whether a disease aggregates in families often collect case-control family data, which consist of disease status and covariate information for members of families selected via case or control probands. Here, we focus on the use of case-control family data to investigate the relative contributions to the disease of additive genetic effects (A), shared family environment (C), and unique environment (E). We describe an ACE model for binary family data; this structural equation model, which has been described previously, combines a general-family extension of the classic ACE twin model with a (possibly covariate-specific) liability-threshold model for binary outcomes. We then introduce our contribution, a likelihood-based approach to fitting the model to singly-ascertained case-control family data. The approach, which involves conditioning on the proband’s disease status and also setting prevalence equal to a pre-specified value that can be estimated from the data, makes it possible to obtain valid estimates of the A, C, and E variance components from case-control (rather than only from population-based) family data. In fact, simulation experiments suggest that our approach to fitting yields approximately unbiased estimates of the A, C, and E variance components, provided that certain commonly-made assumptions hold. Further, when our approach is used to fit the ACE model to Austrian case-control family data on depression, the resulting estimate of heritability is very similar to those from previous analyses of twin data.
- Published
- 2010
26. Estimating disease prevalence using relatives of case and control probands
- Author
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Kristin N. Javaras, Nan M. Laird, Brian D. Ripley, and James I. Hudson
- Subjects
Statistics and Probability ,Proband ,Disease status ,Biometry ,Population ,Prevalence ,General Biochemistry, Genetics and Molecular Biology ,Article ,Statistics ,Covariate ,Medicine ,Humans ,Computer Simulation ,Genetic Predisposition to Disease ,education ,education.field_of_study ,Models, Statistical ,General Immunology and Microbiology ,business.industry ,Applied Mathematics ,Estimator ,Family aggregation ,General Medicine ,Confidence interval ,Case-Control Studies ,Data Interpretation, Statistical ,General Agricultural and Biological Sciences ,business ,Epidemiologic Methods ,Algorithms - Abstract
We introduce a method of estimating disease prevalence from case-control family study data. Case-control family studies are performed to investigate the familial aggregation of disease; families are sampled via either a case or a control proband, and the resulting data contain information on disease status and covariates for the probands and their relatives. Here, we introduce estimators for overall prevalence and for covariate-stratum-specific (e.g., sex-specific) prevalence. These estimators combine the proportion of affected relatives of control probands with the proportion of affected relatives of case probands and are designed to yield approximately unbiased estimates of their population counterparts under certain commonly made assumptions. We also introduce corresponding confidence intervals designed to have good coverage properties even for small prevalences. Next, we describe simulation experiments where our estimators and intervals were applied to case-control family data sampled from fictional populations with various levels of familial aggregation. At all aggregation levels, the resulting estimates varied closely and symmetrically around their population counterparts, and the resulting intervals had good coverage properties, even for small sample sizes. Finally, we discuss the assumptions required for our estimators to be approximately unbiased, highlighting situations where an alternative estimator based only on relatives of control probands may perform better.
- Published
- 2010
27. Using wearable cameras to investigate health-related daily life experiences: A literature review of precautions and risks in empirical studies
- Author
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Laurel E Meyer, Lauren Porter, Meghan E Reilly, Caroline Johnson, Salman Safir, Shelly F Greenfield, Benjamin C Silverman, James I Hudson, and Kristin N Javaras
- Subjects
Ethics ,BJ1-1725 - Abstract
Automated, wearable cameras can benefit health-related research by capturing accurate and objective information about individuals’ daily experiences. However, wearable cameras present unique privacy- and confidentiality-related risks due to the possibility of the images capturing identifying or sensitive information from participants and third parties. Although best practice guidelines for ethical research with wearable cameras have been published, limited information exists on the risks of studies using wearable cameras. The aim of this literature review was to survey risks related to using wearable cameras, and precautions taken to reduce those risks, as reported in empirical research. Forty-five publications, comprising 36 independent studies, were reviewed, and findings revealed that participants’ primary concerns with using wearable cameras included physical inconvenience and discomfort in certain situations (e.g. public settings). None of the studies reviewed reported any serious adverse events. Although it is possible that reported findings do not include all risks experienced by participants in research with wearable cameras, our findings suggest a low level of risk to participants. However, it is important that investigators adopt recommended precautions, which can promote autonomy and reduce risks, including participant discomfort.
- Published
- 2022
- Full Text
- View/download PDF
28. Relative influence of genetics and shared environment on child mental health symptoms depends on comorbidity.
- Author
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Matthew K Vendlinski, Kristin N Javaras, Carol A Van Hulle, Kathryn Lemery-Chalfant, Rose Maier, Richard J Davidson, and H Hill Goldsmith
- Subjects
Medicine ,Science - Abstract
Comorbidity among childhood mental health symptoms is common in clinical and community samples and should be accounted for when investigating etiology. We therefore aimed to uncover latent classes of mental health symptoms in middle childhood in a community sample, and to determine the latent genetic and environmental influences on those classes.The sample comprised representative cohorts of twins. A questionnaire-based assessment of mental health symptoms was used in latent class analyses. Data on 3223 twins (1578 boys and 1645 girls) with a mean age of 7.5 years were analyzed. The sample was predominantly non-Hispanic Caucasian (92.1%).Latent class models delineated groups of children according to symptom profiles--not necessarily clinical groups but groups representing the general population, most with scores in the normative range. The best-fitting models suggested 9 classes for both girls and boys. Eight of the classes were very similar across sexes; these classes ranged from a "Low Symptom" class to a "Moderately Internalizing & Severely Externalizing" class. In addition, a "Moderately Anxious" class was identified for girls but not boys, and a "Severely Impulsive & Inattentive" class was identified for boys but not girls. Sex-combined analyses implicated moderate genetic influences for all classes. Shared environmental influences were moderate for the "Low Symptom" and "Moderately Internalizing & Severely Externalizing" classes, and small to zero for other classes.We conclude that symptom classes are largely similar across sexes in middle childhood. Heritability was moderate for all classes, but shared environment played a greater role for classes in which no one type of symptom predominated.
- Published
- 2014
- Full Text
- View/download PDF
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