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Richdale AL, Morris EMJ, Lawson LP. Suicidality in Autistic Adolescents and Adults: Sleep the Unexplored Connection? Autism Res 2025; 18:468-475. [PMID: 39901435 DOI: 10.1002/aur.3306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2024] [Revised: 12/20/2024] [Accepted: 01/02/2025] [Indexed: 02/05/2025]
Abstract
Despite substantial evidence linking insomnia with increased suicidality in non-autistic populations, its role in autism remains under-explored. Poor sleep, most commonly insomnia symptoms (hereafter insomnia), is a significant issue in autism, affecting up to 80% of autistic children and adults, compared with 30%-50% of children and about 45% of adults in the general population. Sleep, along with quality of life, anxiety, depression, and social well-being, is a top mental health research priority for autistic adults. These factors are all significantly associated with insomnia in both autistic and non-autistic individuals. Current findings highlight the association between depression, psychosocial factors, and suicidality in autistic individuals. Key factors in suicidality for autistic people include increased autistic traits, loneliness, lack of social support, and experiences such as camouflaging and burnout. What is under-explored is the role of sleep in suicidality and mental health in autism. Effective psychological interventions for insomnia in autistic individuals are lacking, and there is limited understanding of whether treating insomnia can reduce suicidality. Only two pilot studies have investigated insomnia treatments for autistic adults. In this commentary, we argue that, given the high rate of suicidality in autism and the potential role of insomnia, it is crucial to investigate whether insomnia contributes to suicidality in autistic people and if addressing sleep through prevention strategies, supports, and interventions improves outcomes. Collaboration with the autistic community is essential for addressing this knowledge gap and developing effective interventions.
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Affiliation(s)
- Amanda L Richdale
- Olga Tennison Autism Research Centre, La Trobe University, Melbourne, Australia
| | - Eric M J Morris
- Department of Psychology, Counselling and Therapy, La Trobe University, Melbourne, Australia
| | - Lauren P Lawson
- Department of Psychology, Counselling and Therapy, La Trobe University, Melbourne, Australia
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ACT-i, an insomnia intervention for autistic adults: a pilot study. Behav Cogn Psychother 2023; 51:146-163. [PMID: 36537291 DOI: 10.1017/s1352465822000571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
BACKGROUND Insomnia and disturbed sleep are more common in autistic adults compared with non-autistic adults, contributing to significant social, psychological and health burdens. However, sleep intervention research for autistic adults is lacking. AIMS The aim of the study was to implement an acceptance and commitment therapy group insomnia intervention (ACT-i) tailored for autistic adults to examine its impact on insomnia and co-occurring mental health symptoms. METHOD Eight individuals (6 male, 2 female) aged between 18 and 70 years, with a clinical diagnosis of autism spectrum disorder, and scores ranging from 9 to 26 on the Insomnia Severity Index (ISI) participated in the trial. Participants were assigned to one of two intervention groups (4 per group) within a multiple baseline over time design for group. Participants completed questionnaires pre-intervention, post-intervention, and at 2-month follow-up, actigraphy 1 week prior to intervention and 1 week post-intervention, and a daily sleep diary from baseline to 1 week post-intervention, and 1 week at follow-up. RESULTS At a group level there were significant improvements in ISI (λ2=10.17, p=.006) and HADS-A (anxiety) (λ2=8.40, p=.015) scores across the three time points. Clinically reliable improvement occurred for ISI scores (n=5) and HADS-A scores (n=4) following intervention. Client satisfaction indicated that ACT-i was an acceptable intervention to the participants (median 4 out of 5). CONCLUSIONS This pilot study with eight autistic adults indicates that ACT-i is both an efficacious and acceptable intervention for reducing self-reported insomnia and anxiety symptoms in autistic adults.
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Richdale AL, Chetcuti L, Hayward SM, Abdullahi I, Morris EMJ, Lawson LP. The impact of sleep quality, fatigue and social well-being on depressive symptomatology in autistic older adolescents and young adults. Autism Res 2023; 16:817-830. [PMID: 36772969 DOI: 10.1002/aur.2899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Accepted: 01/26/2023] [Indexed: 02/12/2023]
Abstract
Depression and poor sleep quality commonly co-occur with autism, and depression has been associated with loneliness and reduced social support. In non-autistic samples, poor sleep quality and daytime fatigue also contribute to depression. However, the contribution of sleep quality and fatigue to depressive symptoms, and how they interact with social factors to influence depression in autism remain unexplored. Our aim was to examine these relationships in 114 young autistic adults aged 15-25 years (57% male) from the SASLA online, longitudinal study (baseline and 2-year follow-up). Hierarchical multiple regression models examined the association between social well-being (social integration and social contribution; T1), sleep quality (T1, T2), and fatigue (T1, T2) on depression (T1, T2). Two mediation models were conducted on T1 data predicting depression from sleep quality though fatigue and sleep quality through social well-being. Depression and fatigue scores did not change over 2 years, but sleep quality worsened. The T1 regression model was significant (R2 = 36%) with fatigue and social contribution individually predicting depression symptomatology. The longitudinal regression model was also significant (adjusted R2 = 57%) with social contribution (T1) as the only significant predictor of depression (T2). Fatigue trended towards mediating the sleep quality-depression relationship, while social well-being was a significant partial mediator of this relationship. Results highlight that sleep quality, fatigue, and social well-being contribute to depression among young autistic adults. Interestingly, fatigue and social well-being were independently associated with depression. Thus, addressing sleep quality and associated fatigue, and social well-being is important when treating depression in autistic individuals.
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Affiliation(s)
- Amanda L Richdale
- Olga Tennison Autism Research Centre, La Trobe University, Victoria, Australia.,Cooperative Research Centre for Living with Autism (Autism CRC), The University of Queensland, Queensland, Australia
| | - Lacey Chetcuti
- Olga Tennison Autism Research Centre, La Trobe University, Victoria, Australia.,Cooperative Research Centre for Living with Autism (Autism CRC), The University of Queensland, Queensland, Australia
| | - Susan M Hayward
- Olga Tennison Autism Research Centre, La Trobe University, Victoria, Australia.,Cooperative Research Centre for Living with Autism (Autism CRC), The University of Queensland, Queensland, Australia
| | - Ifrah Abdullahi
- Olga Tennison Autism Research Centre, La Trobe University, Victoria, Australia.,Cooperative Research Centre for Living with Autism (Autism CRC), The University of Queensland, Queensland, Australia
| | - Eric M J Morris
- Department of Psychology and Counselling, La Trobe University, Victoria, Australia
| | - Lauren P Lawson
- Olga Tennison Autism Research Centre, La Trobe University, Victoria, Australia.,Cooperative Research Centre for Living with Autism (Autism CRC), The University of Queensland, Queensland, Australia
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Wu K, Shepard RD, Castellano D, Han W, Tian Q, Dong L, Lu W. Shisa7 phosphorylation regulates GABAergic transmission and neurodevelopmental behaviors. Neuropsychopharmacology 2022; 47:2160-2170. [PMID: 35534528 PMCID: PMC9556544 DOI: 10.1038/s41386-022-01334-0] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Revised: 03/27/2022] [Accepted: 04/19/2022] [Indexed: 11/09/2022]
Abstract
GABA-A receptors (GABAARs) are crucial for development and function of the brain. Altered GABAergic transmission is hypothesized to be involved in neurodevelopmental disorders. Recently, we identified Shisa7 as a GABAAR auxiliary subunit that modulates GABAAR trafficking and GABAergic transmission. However, the underlying molecular mechanisms remain elusive. Here we generated a knock-in (KI) mouse line that is phospho-deficient at a phosphorylation site in Shisa7 (S405) and combined with electrophysiology, imaging and behavioral assays to illustrate the role of this site in GABAergic transmission and plasticity as well as behaviors. We found that expression of phospho-deficient mutants diminished α2-GABAAR trafficking in heterologous cells. Additionally, α1/α2/α5-GABAAR surface expression and GABAergic inhibition were decreased in hippocampal neurons in KI mice. Moreover, chemically induced inhibitory long-term potentiation was abolished in KI mice. Lastly, KI mice exhibited hyperactivity, increased grooming and impaired sleep homeostasis. Collectively, our study reveals a phosphorylation site critical for Shisa7-dependent GABAARs trafficking which contributes to behavioral endophenotypes displayed in neurodevelopmental disorders.
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Affiliation(s)
- Kunwei Wu
- Synapse and Neural Circuit Research Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Ryan David Shepard
- Synapse and Neural Circuit Research Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA
| | - David Castellano
- Synapse and Neural Circuit Research Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Wenyan Han
- Synapse and Neural Circuit Research Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Qingjun Tian
- Synapse and Neural Circuit Research Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Lijin Dong
- Genetic Engineering Core, National Eye Institute, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Wei Lu
- Synapse and Neural Circuit Research Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, 20892, USA.
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Lampinen LA, Zheng S, Taylor JL, Adams RE, Pezzimenti F, Asarnow LD, Bishop SL. Patterns of sleep disturbances and associations with depressive symptoms in autistic young adults. Autism Res 2022; 15:2126-2137. [PMID: 36082844 PMCID: PMC9677950 DOI: 10.1002/aur.2812] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Accepted: 08/19/2022] [Indexed: 12/15/2022]
Abstract
Autistic individuals are at an increased risk for both sleep disturbances and depression. While studies in the general population and in autistic adults have drawn general links between sleep disturbances and mental health, few studies have examined the extent to which specific sleep problems may be implicated in the extremely high rates of depression among autistic adults. This study aimed to describe the patterns of sleep disturbances in autistic young adults, and their associations with depressive symptoms while controlling for relevant demographic factors. A sample of 304 legally independent adults (age 18-35 years old) with a childhood diagnosis of autism spectrum disorder self-reported on their average sleep behaviors during the past week and depressive symptoms on the Beck Depressive Inventory-II. A significant proportion (86.01%) of autistic young adults experienced at least one of the primary sleep disturbances of interest, including short total sleep time (39.59%), poor sleep efficiency (60.07%), and delayed sleep phase (36.18%). Additionally, lower sleep efficiency and delayed sleep phase were both associated with higher depressive symptoms. The associations between sleep and depressive symptoms identified in our study suggest that sleep treatments may hold potential for ameliorating depressive symptoms in autistic adults who also experience sleep problems. Further research using daily sleep diaries and objective measures of sleep behaviors, as well as longitudinal studies, are needed to understand how changes in sleep may relate to changes in depressive symptoms in autistic adults.
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Affiliation(s)
- Linnea A Lampinen
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, California, USA
| | - Shuting Zheng
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, California, USA
| | - Julie Lounds Taylor
- Department of General Pediatrics, Vanderbilt University Medical Center. One Magnolia Circle, Nashville, Tennessee, USA
| | - Ryan E Adams
- Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA
| | - Florencia Pezzimenti
- Department of General Pediatrics, Vanderbilt University Medical Center. One Magnolia Circle, Nashville, Tennessee, USA
| | - Lauren D Asarnow
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, California, USA
| | - Somer L Bishop
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, California, USA
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Wang X, Song X, Jin Y, Zhan X, Cao M, Guo X, Liu S, Ou X, Gu T, Jing J, Cai L, Li X. Association between dietary quality and executive functions in school-aged children with autism spectrum disorder. Front Nutr 2022; 9:940246. [PMID: 35990364 PMCID: PMC9386179 DOI: 10.3389/fnut.2022.940246] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Accepted: 07/18/2022] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND It is well known that children with autism spectrum disorder (ASD) had executive functions deficit. However, it is still unclear whether the poor dietary quality is related to the impairment of executive functions. The current study aimed to explore the association between dietary quality and executive functions in children with ASD. METHODS A total of 106 children with ASD (7.7 ± 1.3 years) and 207 typically developing (TD) children (7.8 ± 1.3 years) were enrolled from Guangzhou, China. The Chinese version of Behavior Rating Scale of Executive function (BRIEF), the working memory subscales of the Chinese version of Wechsler Intelligence Scale for Children-Fourth Edition (WISC-IV), and the Stroop Color-Word Test (SCWT) were used to measure the participant's executive functions. The food frequency questionnaire (FFQ) was used to collect the dietary intake information, and the Chinese Diet Balance Index (DBI_16) was used to evaluate the dietary quality. Generalized linear models were used to estimate the association between dietary quality and executive functions. RESULTS In children with ASD, Low Bound Score (LBS) was positively correlated with the working memory subscale score of BRIEF (β = 0.23, 95% CI: 0.02-0.44, P < 0.05), while High Bound Score (HBS) and LBS were positively correlated with the organizable subscale score of BRIEF (β = 0.44, 95% CI: 0.11-0.77, P < 0.01; β = 0.19, 95% CI: 0.01-0.37, P < 0.05). Compared to TD children, children with ASD had a higher proportion of moderate and high levels of insufficient dietary intake (moderate level, 37.7% vs. 23.2%, high level, 4.7% vs. 1.4%) and moderate level of unbalanced dietary intake (36.8% vs.21.3%), higher scores on all subscales of BRIEF (P < 0.01), and lower score on the working memory (81.3 ± 32.3 vs. 104.6 ± 12.5, P < 0.01), while there was no difference on the SCWT. CONCLUSION Poor dietary quality was associated with the impairment of working memory and organizational capacity in children with ASD. This study emphasized the importance of dietary quality in executive functions among children with ASD, and attention should be paid to improving their dietary quality.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Jin Jing
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Li Cai
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Xiuhong Li
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
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Ji C, Yang J, Lin L, Chen S. Executive Function Improvement for Children with Autism Spectrum Disorder: A Comparative Study between Virtual Training and Physical Exercise Methods. CHILDREN (BASEL, SWITZERLAND) 2022; 9:507. [PMID: 35455551 PMCID: PMC9029765 DOI: 10.3390/children9040507] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/26/2022] [Revised: 03/30/2022] [Accepted: 04/01/2022] [Indexed: 12/04/2022]
Abstract
This study evaluated and compared the effects of virtual training and physical exercise on the executive function of children with autism spectrum disorder (ASD). After screening, the final analysis of this study was conducted on three groups: a virtual training group (n = 34), a physical exercise group (n = 33), and a control group (n = 33). The experiment was conducted for nine weeks, of which the virtual training group and physical exercise group were conducted three times a week for one hour each time during the first six weeks, while the control group did not conduct virtual training nor physical exercise. During the last three weeks (week 6 to week 9), virtual training and physical exercise were not performed on all three groups. The three main components of executive function (working memory, inhibition, flexibility) of children with ASD were measured before the intervention, after the intervention (week 1 to week 6) and in the last three weeks (week 6 to week 9). The final results are that firstly, the executive function of the virtual training and physical exercise groups were simultaneously improved after the intervention. Secondly, after the intervention stopped, the executive function of the virtual training and physical exercise groups showed a downward trend. Therefore, the study concludes that the application of virtual training and physical exercise can effectively enhance the executive function of children with ASD.
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Affiliation(s)
- Chaoxin Ji
- Department of PE, Northeastern University, Shenyang 110819, China;
| | - Jun Yang
- College of Information Science and Engineering, Northeastern University, Shenyang 110819, China;
| | - Lin Lin
- School of Social and Political Science, University of Glasgow, Glasgow G12 8QQ, UK;
| | - Song Chen
- Department of PE, Northeastern University, Shenyang 110819, China;
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Schwichtenberg AJ, Janis A, Lindsay A, Desai H, Sahu A, Kellerman A, Chong PLH, Abel EA, Yatcilla JK. Sleep in Children with Autism Spectrum Disorder: A Narrative Review and Systematic Update. CURRENT SLEEP MEDICINE REPORTS 2022; 8:51-61. [PMID: 36345553 PMCID: PMC9630805 DOI: 10.1007/s40675-022-00234-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/13/2022] [Indexed: 11/06/2022]
Abstract
Purpose of Review Sleep problems are a common comorbidity for children with autism spectrum disorder (ASD), and research in this area has a relatively long history. Within this review, we first outline historic patterns in the field of sleep and ASD. Second, we conducted a systematic update and coded these studies based on their alignment with historic patterns. Research on ASD and sleep over the past two decades has primarily focused on four principal areas: (1) documenting the prevalence and types of sleep problems; (2) sleep problem treatment options and efficacy; (3) how sleep problems are associated with other behavioral, contextual, or biological elements; and (4) the impact of child sleep problems on families and care providers. The systematic update in this paper includes empirical studies published between 2018 and 2021 with terms for sleep and ASD within the title, keywords, or abstract. Recent Findings In sum, 60 studies fit the inclusion/exclusion criteria and most fit within the historic patterns noted above. Notable differences included more global representation in study samples, studies on the impacts of COVID-19, and a growing body of work on sleep problems as an early marker of ASD. The majority of studies focus on correlates of sleep problems noting less optimal behavioral, contextual, and biological elements are associated with sleep problems across development for children with ASD. Summary Recommendations for future directions include continued expansion of global and age representation across samples, a shift toward more treatment and implementation science, and studies that inform our mechanistic understanding of how sleep and ASD are connected. Supplementary Information The online version contains supplementary material available at 10.1007/s40675-022-00234-5.
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Affiliation(s)
- A. J. Schwichtenberg
- Department of Human Development and Family Studies at Purdue University, West Lafayette, IN USA
| | - Amy Janis
- Department of Human Development and Family Studies at Purdue University, West Lafayette, IN USA
| | - Alex Lindsay
- Department of Human Development and Family Studies at Purdue University, West Lafayette, IN USA
| | - Hetvi Desai
- Department of Human Development and Family Studies at Purdue University, West Lafayette, IN USA
| | - Archit Sahu
- Department of Human Development and Family Studies at Purdue University, West Lafayette, IN USA
| | - Ashleigh Kellerman
- Department of Human Development and Family Studies at Purdue University, West Lafayette, IN USA
| | - Pearlynne Li Hui Chong
- Department of Human Development and Family Studies at Purdue University, West Lafayette, IN USA
| | - Emily A. Abel
- Department of Human Development and Family Studies at Purdue University, West Lafayette, IN USA
| | - Jane Kinkus Yatcilla
- Libraries and School of Information Studies at Purdue University, West Lafayette, IN USA
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Monfared RV, Alhassen W, Truong TM, Gonzales MAM, Vachirakorntong V, Chen S, Baldi P, Civelli O, Alachkar A. Transcriptome Profiling of Dysregulated GPCRs Reveals Overlapping Patterns across Psychiatric Disorders and Age-Disease Interactions. Cells 2021; 10:2967. [PMID: 34831190 PMCID: PMC8616384 DOI: 10.3390/cells10112967] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 10/24/2021] [Accepted: 10/25/2021] [Indexed: 12/29/2022] Open
Abstract
G-protein-coupled receptors (GPCRs) play an integral role in the neurobiology of psychiatric disorders. Almost all neurotransmitters involved in psychiatric disorders act through GPCRs, and GPCRs are the most common targets of therapeutic drugs currently used in the treatment of psychiatric disorders. However, the roles of GPCRs in the etiology and pathophysiology of psychiatric disorders are not fully understood. Using publically available datasets, we performed a comprehensive analysis of the transcriptomic signatures of G-protein-linked signaling across the major psychiatric disorders: autism spectrum disorder (ASD), schizophrenia (SCZ), bipolar disorder (BP), and major depressive disorder (MDD). We also used the BrainSpan transcriptomic dataset of the developing human brain to examine whether GPCRs that exhibit chronological age-associated expressions have a higher tendency to be dysregulated in psychiatric disorders than age-independent GPCRs. We found that most GPCR genes were differentially expressed in the four disorders and that the GPCR superfamily as a gene cluster was overrepresented in the four disorders. We also identified a greater amplitude of gene expression changes in GPCRs than other gene families in the four psychiatric disorders. Further, dysregulated GPCRs overlapped across the four psychiatric disorders, with SCZ exhibiting the highest overlap with the three other disorders. Finally, the results revealed a greater tendency of age-associated GPCRs to be dysregulated in ASD than random GPCRs. Our results substantiate the central role of GPCR signaling pathways in the etiology and pathophysiology of psychiatric disorders. Furthermore, our study suggests that common GPCRs' signaling may mediate distinct phenotypic presentations across psychiatric disorders. Consequently, targeting these GPCRs could serve as a common therapeutic strategy to treat specific clinical symptoms across psychiatric disorders.
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Affiliation(s)
- Roudabeh Vakil Monfared
- Department of Pharmaceutical Sciences, School of Pharmacy, University of California Irvine, Irvine, CA 92697, USA; (R.V.M.); (W.A.); (T.M.T.); (M.A.M.G.); (V.V.); (O.C.)
| | - Wedad Alhassen
- Department of Pharmaceutical Sciences, School of Pharmacy, University of California Irvine, Irvine, CA 92697, USA; (R.V.M.); (W.A.); (T.M.T.); (M.A.M.G.); (V.V.); (O.C.)
| | - Tri Minh Truong
- Department of Pharmaceutical Sciences, School of Pharmacy, University of California Irvine, Irvine, CA 92697, USA; (R.V.M.); (W.A.); (T.M.T.); (M.A.M.G.); (V.V.); (O.C.)
| | - Michael Angelo Maglalang Gonzales
- Department of Pharmaceutical Sciences, School of Pharmacy, University of California Irvine, Irvine, CA 92697, USA; (R.V.M.); (W.A.); (T.M.T.); (M.A.M.G.); (V.V.); (O.C.)
| | - Vincent Vachirakorntong
- Department of Pharmaceutical Sciences, School of Pharmacy, University of California Irvine, Irvine, CA 92697, USA; (R.V.M.); (W.A.); (T.M.T.); (M.A.M.G.); (V.V.); (O.C.)
| | - Siwei Chen
- Department of Computer Science, School of Information and Computer Sciences, University of California Irvine, Irvine, CA 92697, USA; (S.C.); (P.B.)
- Institute for Genomics and Bioinformatics, School of Information and Computer Sciences, University of California Irvine, Irvine, CA 92697, USA
| | - Pierre Baldi
- Department of Computer Science, School of Information and Computer Sciences, University of California Irvine, Irvine, CA 92697, USA; (S.C.); (P.B.)
- Institute for Genomics and Bioinformatics, School of Information and Computer Sciences, University of California Irvine, Irvine, CA 92697, USA
| | - Olivier Civelli
- Department of Pharmaceutical Sciences, School of Pharmacy, University of California Irvine, Irvine, CA 92697, USA; (R.V.M.); (W.A.); (T.M.T.); (M.A.M.G.); (V.V.); (O.C.)
| | - Amal Alachkar
- Department of Pharmaceutical Sciences, School of Pharmacy, University of California Irvine, Irvine, CA 92697, USA; (R.V.M.); (W.A.); (T.M.T.); (M.A.M.G.); (V.V.); (O.C.)
- Institute for Genomics and Bioinformatics, School of Information and Computer Sciences, University of California Irvine, Irvine, CA 92697, USA
- Center for the Neurobiology of Learning and Memory, University of California Irvine, Irvine, CA 92697, USA
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