Diana Schendel’s research while affiliated with Drexel University and other places

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Publications (199)


Hazard ratios for within-individual associations
A Association between prior ADHD or ASD and subsequent EDs. B Association between prior EDs and subsequent ADHD or ASD.
Hazard ratios for within-individual associations between prior ADHD or ASD and subsequent EDs, adjusted for presence of mood disorders and/or anxiety disorders
Influence of mood and anxiety disorders on risk for ED following ADHD or ASD diagnosis.
Proportion of association attributed to the controlled direct effect (CDE)
Results from four-way decomposition mediation analysis with mood and/or anxiety disorders as mediator.
Hazard ratios for familial co-aggregation associations
A Association between relative ADHD and index person ED. B Association between relative ASD and index person ED.
Odds ratios for within-individual associations between polygenic scores (PGSs) and diagnoses
A Associations between AN-PGS and diagnosis of ADHD or ASD, and vice versa. B Associations between ADHD-PGS or ASD-PGS and diagnosis of AN, adjusted for major depressive disorder PGS. C Associations between ADHD-PGS or ASD-PGS and diagnosis of AN with and without lifetime BN. D Associations between AN-PGS and diagnosis of ADHD or ASD, and vice versa. Cohort limited to individuals with European ancestry.
The role of co-occurring conditions and genetics in the associations of eating disorders with attention-deficit/hyperactivity disorder and autism spectrum disorder
  • Article
  • Full-text available

November 2024

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45 Reads

Molecular Psychiatry

Gitte Bundgaard Christiansen

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Hannah Chatwin

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Janne Tidselbak Larsen

Eating disorders (EDs) commonly co-occur with other psychiatric and neurodevelopmental disorders including attention-deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD); however, the pattern of family history and genetic overlap among them requires clarification. This study investigated the diagnostic, familial, and genetic associations of EDs with ADHD and ASD. The nationwide population-based cohort study included all individuals born in Denmark, 1981–2008, linked to their siblings and cousins. Cox regression was used to estimate associations between EDs and ADHD or ASD, and mediation analysis was used to assess the effects of intermediate mood or anxiety disorders. Polygenic scores (PGSs) were used to investigate the genetic association between anorexia nervosa (AN) and ADHD or ASD. Significantly increased risk for any ED was observed following an ADHD or ASD diagnosis. Mediation analysis suggested that intermediate mood or anxiety disorders could account for 44%–100% of the association between ADHD or ASD and ED. Individuals with a full sibling or maternal half sibling with ASD had increased risk of AN compared to those with siblings without ASD. A positive association was found between ASD-PGS and AN risk whereas a negative association was found between AN-PGS and ADHD. In this study, positive phenotypic associations between EDs and ADHD or ASD, mediation by mood or anxiety disorder, and genetic associations between ASD-PGS and AN and between AN-PGS and ADHD were observed. These findings could guide future research in the development of new treatments that can mitigate the development of EDs among individuals with ADHD or ASD.

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3-generation family histories of mental, neurologic, cardiometabolic, birth defect, asthma, allergy, and autoimmune conditions associated with autism: An open-source catalog of findings

September 2024

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16 Reads

Autism Research

The relatively few conditions and family member types (e.g., sibling, parent) considered in investigations of family health history in autism spectrum disorder (ASD, or autism) limits understanding of the role of family history in autism etiology. For more comprehensive understanding and hypothesis‐generation, we produced an open‐source catalog of autism associations with family histories of mental, neurologic, cardiometabolic, birth defect, asthma, allergy, and autoimmune conditions. All live births in Denmark, 1980–2012, of Denmark‐born parents (1,697,231 births), and their 3‐generation family members were followed through April 10, 2017 for each of 90 diagnoses (including autism), emigration or death. Adjusted hazard ratios (aHR) were estimated via Cox regression for each diagnosis‐family member type combination, adjusting for birth year, sex, birth weight, gestational age, parental ages at birth, and number of family member types of index person; aHRs also calculated for sex‐specific co‐occurrence of each disorder. We obtained 6462 individual family history aHRS across autism overall (26,840 autistic persons; 1.6% of births), by sex, and considering intellectual disability (ID); and 350 individual co‐occurrence aHRS. Results are cataloged in interactive heat maps and down‐loadable data files: https://ncrr-au.shinyapps.io/asd-riskatlas/ and interactive graphic summaries: https://public.tableau.com/app/profile/diana.schendel/viz/ASDPlots_16918786403110/e-Figure5 . While primarily for reference material or use in other studies (e.g., meta‐analyses), results revealed considerable breadth and variation in magnitude of familial health history associations with autism by type of condition, family member type, sex of the family member, side of the family, sex of the index person, and ID status, indicative of diverse genetic, familial, and nongenetic autism etiologic pathways. Careful attention to sources of autism likelihood in family health history, aided by our open data resource, may accelerate understanding of factors underlying neurodiversity.


Perinatal and Postpartum Health Among People With Intellectual and Developmental Disabilities

August 2024

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9 Reads

JAMA Network Open

Importance Small, geographically limited studies report that people with intellectual and developmental disabilities (IDD) have increased risk for serious pregnancy-related and birth-related challenges, including preeclampsia, preterm birth, and increased anxiety and depression, than their peers. United States–based population-level data among people with IDD are lacking. Objectives To identify perinatal and postpartum outcomes among a national, longitudinal sample of people with IDD enrolled in public health insurance, compare subgroups of people with IDD, and compare outcomes among people with IDD with those of peers without IDD. Design, Setting, and Participants This retrospective cohort study used national Medicaid claims from January 1, 2008, to December 31, 2019, for 55 440 birthing people with IDD and a random sample of 438 557 birthing people without IDD. Medicaid funds almost half of all births and is the largest behavioral health insurer in the US, covering a robust array of services for people with IDD. Statistical analysis was performed from July 2023 to June 2024. Exposure People who had a documented birth in Medicaid during the study years. Main Outcome and Measures Perinatal outcomes were compared across groups using univariate and multivariate logistic regression. The probability of postpartum anxiety and depression was estimated using Kaplan-Meier and Cox proportional hazards regression. Results The study sample included 55 440 birthing people with IDD (including 41 854 with intellectual disabilities [ID] and 13 586 with autism; mean [SD] age at first delivery, 24.9 [6.7] years) and a random sample of 438 557 birthing people without IDD (mean [SD] age at first delivery, 26.4 [6.3] years). People with IDD were younger at first observed delivery, had a lower prevalence of live births (66.6% vs 76.7%), and higher rates of obstetric conditions (gestational diabetes, 10.3% vs 9.9%; gestational hypertension, 8.7% vs 6.1%; preeclampsia, 6.1% vs 4.4%) and co-occurring physical conditions (heart failure, 1.4% vs 0.4%; hyperlipidemia, 5.3% vs 1.7%; ischemic heart disease, 1.5% vs 0.4%; obesity, 16.3% vs 7.4%) and mental health conditions (anxiety disorders, 27.9% vs 6.5%; depressive disorders, 32.1% vs 7.5%; posttraumatic stress disorder, 9.5% vs 1.2%) than people without IDD. The probability of postpartum anxiety (adjusted hazard ratio [AHR], 3.2 [95% CI, 2.9-3.4]) and postpartum depression (AHR, 2.4 [95% CI, 2.3-2.6]) was significantly higher among autistic people compared with people with ID only and people without IDD. Conclusions and Relevance In this retrospective cohort study, people with IDD had a younger mean age at first delivery, had lower prevalence of live births, and had poor obstetric, mental health, and medical outcomes compared with people without IDD, pointing toward a need for clinician training and timely delivery of maternal health care. Results highlight needed reproductive health education, increasing clinician knowledge, and expanding Medicaid to ensure access to care for people with IDD.


FIGURE 1. Numbers of persons with first or second diagnoses with autism and ADHD by age.
FIGURE 2. Comparison of adjusted risk ratios over time for urban residence on autism and ADHD diagnostic subgroups. Models were adjusted for sex, birth year, interpregnancy interval, maternal marital status, maternal and paternal age (quadratic term included), maternal and paternal psychiatric diagnosis prior to index birth, maternal and paternal income deciles (quadratic term included), maternal and paternal educational attainment, maternal and paternal employment status, maternal and paternal immigrant status, and maternal smoking. Confidence intervals (CIs) were determined using 100 bootstrap iterations. Comparing most urban category (capital region) to most rural category (other region with <50% living in urban area).
Average Adjusted Risk Ratios for Urban Residence, Maternal Smoking, and Parental Psychiatric Diagnosis for Autism and ADHD Diagnostic Subgroups, iPSYCH, Born Between 1991 and 2005, Denmark
Method for Testing Etiologic Heterogeneity Among Non-Competing Diagnoses, Applied to Impact of Perinatal Exposures on Autism and Attention Deficit Hyperactivity Disorder

July 2024

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21 Reads

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1 Citation

Epidemiology

Background Testing etiologic heterogeneity – whether a disorder subtype is more or less impacted by a risk factor, is important for understanding causal pathways and optimizing statistical power. The study of mental health disorders especially benefits from strategic sub-categorization because these disorders are heterogenous and frequently co-occur. Existing methods to quantify etiologic heterogeneity are not appropriate for non-competing events in an open cohort of variable-length follow-up. Thus, we developed a new method. Methods We estimated risks from urban residence, maternal smoking during pregnancy, and parental psychiatric history, with subtypes defined by the presence or absence of a co-diagnosis: autism alone, attention deficit hyperactivity disorder (ADHD) alone, and joint diagnoses of autism+ADHD. To calculate the risk of a single diagnosis (e.g. autism alone), we subtracted the risk for autism+ADHD from the risk for autism overall. We tested the equivalency of average risk ratios over time, using a Wald-type test and bootstrapped standard errors. Results Urban residence was most strongly linked with autism+ADHD and least with ADHD only; maternal smoking was associated with ADHD only but not autism only; and parental psychiatric history exhibited similar associations with all subgroups. Conclusions Our method allowed the calculation of appropriate p values to test strength of association, informing etiologic heterogeneity wherein two of these three risk factors exhibited different impacts across diagnostic subtypes. The method used all available data, avoided neurodevelopmental outcome misclassification, exhibited robust statistical precision, and is applicable to similar heterogeneous complex conditions using common diagnostic data with variable follow-up.


Figure 3
The role of co-occurring conditions and genetics in the associations of eating disorders with attention-deficit/hyperactivity disorder and autism spectrum disorder

April 2024

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39 Reads

Eating disorders (EDs) commonly co-occur with other psychiatric and neurodevelopmental disorders including attention-deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD); however, the pattern of family history and genetic overlap among them requires clarification. This study investigated the diagnostic, familial, and genetic associations of EDs with ADHD and ASD. The nationwide population-based cohort study included all individuals born in Denmark, 1981–2008, linked to their siblings and cousins. Cox regression was used to estimate associations between EDs and ADHD or ASD, and mediation analysis was used to assess the effects of intermediate mood or anxiety disorders. Polygenic scores (PGSs) were used to investigate the genetic association between anorexia nervosa (AN) and ADHD or ASD. Significantly increased risk for any ED was observed following an ADHD [hazard ratio = 1.97, 95% confidence interval = 1.75–2.22] or ASD diagnosis [2.82, 2.48–3.19]. Mediation analysis suggested that intermediate mood or anxiety disorders could account for 44–100% of the association between ADHD or ASD and ED. Individuals with a full sibling or maternal halfsibling with ASD had increased risk of AN [1.54, 1.33–1.78; 1.45, 1.08–1.94] compared to those with siblings without ASD. A positive association was found between ASD-PGS and AN risk [1.06, 1.02–1.09]. In this study, positive phenotypic associations between EDs and ADHD or ASD, mediation by mood or anxiety disorder, and a genetic association between ASD-PGS and AN were observed. These findings could guide future research in the development of new treatments that can mitigate the development of EDs among individuals with ADHD or ASD.


3-Generation Family Medical Histories of Mental, Neurologic, Cardiometabolic, Birth Defect, Asthma, Allergy, and Autoimmune Conditions Associated with Autism

November 2023

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33 Reads

The relatively few conditions and family members investigated in autism family health history limits etiologic understanding. For more comprehensive understanding and hypothesis-generation we produced an open- source catalogue of autism associations with family histories of mental, neurologic, cardiometabolic, birth defect, asthma, allergy, and autoimmune conditions. All live births in Denmark, 1980-2012, of Denmark-born parents (1,697,231 births), and their 3-generation family members were followed through April 10, 2017 for each of 90 diagnoses (including autism), emigration or death. Adjusted hazard ratios (aHR) were estimated via Cox regression for each diagnosis-family member type combination, adjusting for birth year, sex, birth weight, gestational age, parental ages at birth, and number of family member types of index person; aHRs also calculated for sex-specific co-occurrence of each disorder. We obtained 6,462 individual family history aHRS across autism overall (26,840 autistic persons; 1.6% of births), by sex, and considering intellectual disability (ID); and 350 individual co-occurrence aHRS. Results are catalogued in interactive heat maps and down- loadable data files: https://ncrr-au.shinyapps.io/asd-riskatlas/ and interactive graphic summaries: https://public.tableau.com/views/ASDPlots_16918786403110/e-Figure5 . While primarily for reference material or use in other studies (e.g., meta-analyses), results revealed considerable breadth and variation in magnitude of familial health history associations with autism by type of condition, family member type, sex of the family member, side of the family, sex of the index person, and ID status, indicative of diverse genetic, familial, and non-genetic autism etiologic pathways. Careful attention to sources of autism likelihood in family health history, aided by our open data resource, may accelerate understanding of factors underlying neurodiversity. Lay summary We calculated the likelihood that a person will be diagnosed with autism if they had a specific family member (e.g, a parent, sibling, grandparent) with a specific mental, neurologic, cardiometabolic, birth defect, asthma, allergy, or autoimmune condition - over 6,000 separate estimates based on 26,840 autistic persons. Results are catalogued in interactive figures and down-loadable data files: https://ncrr-au.shinyapps.io/asd-riskatlas/ and interactive graphic summaries: https://public.tableau.com/views/ASDPlots_16918786403110/e-Figure5 . The st udy of autism family health history - which varies widely by condition, family member type, sex of the family member, side of the family, sex of the index person, intellectual disability status - may advance understanding of factors underlying neurodiversity.



Method to Test Etiologic Heterogeneity Among Non-Competing Diagnoses that Accrue Over Time: Application to Discriminating the Impact of Perinatal Exposures on Autism and Attention Deficit Hyperactivity Disorder

August 2023

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10 Reads

Background: Testing etiologic heterogeneity, whether a disorder subtype is more or less impacted by a risk factor, is important toward understanding causal pathways and optimizing statistical power. The study of mental health disorders especially benefits from strategic sub-categorization because these disorders are heterogenous and frequently co-occur. Existing methods to quantify etiologic heterogeneity are not appropriate for non-competing events in an open cohort of variable-length follow-up. Thus, we developed a new method. Methods: We estimated risks from urban residence, maternal smoking during pregnancy, and parental psychiatric history, with subtypes defined by the presence or absence of a co-diagnosis: autism alone, attention deficit hyperactivity disorder (ADHD) alone, and joint diagnoses of autism+ADHD. To calculate the risk of a single diagnosis (e.g. autism alone), we subtracted the risk for autism+ADHD from the risk for autism overall. We tested the equivalency of average risk ratios over time, using a Wald-type test and bootstrapped standard errors. Results: Urban residence was most strongly linked with autism+ADHD and least with ADHD only; maternal smoking was associated with ADHD only but not autism only; and parental psychiatric history exhibited similar associations with all subgroups. Conclusions: Our method allowed the calculation of appropriate p values to test strength of association, showing etiologic heterogeneity wherein 2 of these 3 risk factors exhibited different impacts across diagnostic subtypes. The method used all available data, avoided neurodevelopmental outcome misclassification, exhibited robust statistical precision, and is applicable to similar heterogeneous complex conditions using common diagnostic data with variable follow-up.


Big data in autism research: Methodological challenges and solutions

August 2023

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41 Reads

Autism Research

While the concept of big data has emerged over the past decade as a hot topic in nearly all areas of scientific inquiry, it has rarely been discussed in the context of autism research. In this commentary we describe aspects of big data that are relevant to autism research and methodological issues such as confounding and data error that can hamper scientific investigation. Although big data studies can have transformative impact, bigger is not always better, and big data require the same methodological considerations and interdisciplinary collaboration as "small data" to extract useful scientific insight.


Editorial: Pathway of care and gaps in services for children and adults with autism spectrum disorder

April 2023

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51 Reads

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2 Citations


Citations (66)


... The difficulty of formulating clear directives for care pathways in autism as well as organizing and deploying these has been highlighted in many studies and by several authors (see Fulceri et al., 2023;Scattoni et al., 2023). Due to the complex and heterogeneous nature of autism, this pathway should typically entail various autism-specific interventions and supports, which would draw upon the expertise of several providers and professionals across multiple health and social service systems. ...

Reference:

A Window into the Use of Post-diagnostic Services for Autism and Parents’ Perspective on the Quality of Early Childhood Services Trajectory in a Canadian Province
Editorial: Pathway of care and gaps in services for children and adults with autism spectrum disorder

... To date, common genetic variants have been shown to account for 25 to 30% of BD heritability (Stahl et al., 2017), with the remaining heritability still unknown. Genes that have consistently been associated with BD, such as CACNA1C, have shown associations with other psychiatric disorders such as schizophrenia (SCZ), major depressive disorder (MDD) and more recently BPD indicating that there may be a common genetic influence underlying the etiology of psychiatric disorders (Green et al., 2010, Witt et al., 2017, Gandal et al., 2018, Lee et al., 2019. ...

Genome-wide association study of borderline personality disorder reveals genetic overlap with bipolar disorder, major depression and schizophrenia

... While they have previously been suggested to be mediators of the relationship between infertility and autism, 22 the potential confounding effects of the medical conditions preceding the pregnancy cannot be excluded. 24 Finally, the role of familial factorswhereby, for example, shared genetic liability for infertility and neurodevelopmental conditions could underlie the observational association between female infertility and autism in offspringremains unexplored. ...

Maternal diagnoses around pregnancy and risk of autism spectrum disorder – A population-based study
  • Citing Preprint
  • June 2022

... As part of the Autism Spectrum Disorder in the European Union (ASDEU) project, Micai et al. (2022) conducted a study about the current services and practices for adults with autism, as well as its opportunities for improvement. The researchers of this study reported that the top choices for services that best suit their needs were as follows: ...

Autistic Adult Services Availability, Preferences, and User Experiences: Results From the Autism Spectrum Disorder in the European Union Survey

... Thus, Black and White families may have been similarly satisfied with learning that they could receive these interventions both in a setting and with providers with whom they are already familiar. Additionally, across racial groups, most children were evaluated before age 4, and early age of diagnosis has been associated with greater satisfaction in past research (Guillon et al., 2022;Sansosti et al., 2012). ...

Determinants of satisfaction with the detection process of autism in Europe: Results from the ASDEU study

Autism

... Additionally, developmental research increasingly suggested iterative and bidirectional, rather than unidirectional, causal relationships between atypical cognition and manifestations of autism (Su et al., 2020;Vivanti, Hamner & Lee, 2018). Against this background, the psychological theories positing a single and static cognitive style as the origin of all autistic features across the lifespan were abandoned in favor of theoretical frameworks focused on specific processes underlying distinct dimensions, phenomena, or populations within the autism spectrum (Schendel et al., 2022;Vivanti & Messinger, 2021). For example, the broken mirrors theory (Dapretto et al., 2006) was advanced in the 2000s to account for a circumscribed set of phenomena, namely imitation, action understanding, and empathy. ...

Applying a public health approach to autism research: A framework for action
  • Citing Article
  • February 2022

Autism Research

... The incidence of mental disorders diagnosed in childhood is increasing and the median age at first diagnosis of mental disorders is decreasing Kessler et al., 2007;McGrath et al., 2023;Plana-Ripoll et al., 2022). While these changes may represent increased reporting of mental disorders in children, they could also be influenced by administrative changes and reduced stigma over time. ...

Temporal changes in sex‐ and age‐specific incidence profiles of mental disorders—A nationwide study from 1970 to 2016

Acta Psychiatrica Scandinavica

... A total of 6,506,975 overlapping SNPs were used in MTAG. After MTAG analysis, the number of lead SNPs in the GWAS result of ASD increased from 3 to 5, and the distribution of locations was more extensive (from chromosomes 8, 20 to chromosomes 5,8,18,20) (Tables 2, 3, Fig. 2). Similarly, the number of lead SNPs for FSS phenotypes also increased and the distributions of locations were more extensive (Table 2, Fig. 2). ...

Evaluating the interrelations between the autism polygenic score and psychiatric family history in risk for autism
  • Citing Article
  • October 2021

Autism Research

... Various biological pathways have been reported, besides maternal-fetal glucose metabolism. Biologically, the depletion of micronutrients after a short IPI can lead to the degradation of physiological functions and the transient nutritional depletion of nutrients, especially folic acid deficiency, which affects neurodevelopment [34]. Substantial evidence has linked poor maternal nutrition to brain development in infants [2]. ...

Optimal interpregnancy interval in autism spectrum disorder: A multi‐national study of a modifiable risk factor
  • Citing Article
  • August 2021

Autism Research

... There were only three studies [13,17,27] that used Swedish and Danish nationwide population-based registers for the model development, and the rest of the studies used EHRs. Of the studies, 82% employed classical ML methods, while the remaining 18% applied DL methods (Fig. 2c, Table S7). ...

Prediction of Autism Risk From Family Medical History Data Using Machine Learning: A National Cohort Study From Denmark

Biological Psychiatry Global Open Science