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The dominant ('general') version of the diathesis-stress theory of depression views stressors and genetic vulnerability as independent risks. In the Australian Genetics of Depression Study (N = 14,146; 75% female), we tested whether polygenic scores (PGS) for major depression, bipolar disorder, schizophrenia, anxiety, ADHD, and neuroticism were associated with reported exposure to 32 childhood, past-year, lifetime, and accumulated stressful life events (SLEs). In false discovery rate-corrected models, the clearest PGS-SLE relationships were for the ADHD- and depression-PGSs, and to a lesser extent, the anxiety- and schizophrenia-PGSs. We describe the associations for childhood and accumulated SLEs, and the 2-3 strongest past-year/lifetime SLE associations. Higher ADHD-PGS was associated with all childhood SLEs (emotional abuse, emotional neglect, physical neglect; ORs = 1.09-1.14; p's < 1.3 × 10-5), more accumulated SLEs, and reported exposure to sudden violent death (OR = 1.23; p = 3.6 × 10-5), legal troubles (OR = 1.15; p = 0.003), and sudden accidental death (OR = 1.14; p = 0.006). Higher depression-PGS was associated with all childhood SLEs (ORs = 1.07-1.12; p's < 0.013), more accumulated SLEs, and severe human suffering (OR = 1.17; p = 0.003), assault with a weapon (OR = 1.12; p = 0.003), and living in unpleasant surroundings (OR = 1.11; p = 0.001). Higher anxiety-PGS was associated with childhood emotional abuse (OR = 1.08; p = 1.6 × 10-4), more accumulated SLEs, and serious accident (OR = 1.23; p = 0.004), physical assault (OR = 1.08; p = 2.2 × 10-4), and transportation accident (OR = 1.07; p = 0.001). Higher schizophrenia-PGS was associated with all childhood SLEs (ORs = 1.12-1.19; p's < 9.3-8), more accumulated SLEs, and severe human suffering (OR = 1.16; p = 0.003). Higher neuroticism-PGS was associated with living in unpleasant surroundings (OR = 1.09; p = 0.007) and major financial troubles (OR = 1.06; p = 0.014). A reversed pattern was seen for the bipolar-PGS, with lower odds of reported physical assault (OR = 0.95; p = 0.014), major financial troubles (OR = 0.93; p = 0.004), and living in unpleasant surroundings (OR = 0.92; p = 0.007). Genetic risk for several mental disorders influences reported exposure to SLEs among adults with moderately severe, recurrent depression. Our findings emphasise that stressors and diatheses are inter-dependent and challenge diagnosis and subtyping (e.g., reactive/endogenous) based on life events.
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Protecting brain health is a goal of early intervention. We explored whether sleep quality or chronotype could predict white matter (WM) integrity in emerging mental disorders. Young people (N = 364) accessing early-intervention clinics underwent assessments for chronotype, subjective sleep quality, and diffusion tensor imaging. Using machine learning, we examined whether chronotype or sleep quality (alongside diagnostic and demographic factors) could predict four measures of WM integrity: fractional anisotropy (FA), and radial, axial, and mean diffusivities (RD, AD and MD). We prioritised tracts that showed a univariate association with sleep quality or chronotype and considered predictors identified by ≥80% of machine learning (ML) models as 'important'. The most important predictors of WM integrity were demographics (age, sex and education) and diagnosis (depressive and bipolar disorders). Subjective sleep quality only predicted FA in the perihippocampal cingulum tract, whereas chronotype had limited predictive importance for WM integrity. To further examine links with mood disorders, we conducted a subgroup analysis. In youth with depressive and bipolar disorders, chronotype emerged as an important (often top-ranking) feature, predicting FA in the cingulum (cingulate gyrus), AD in the anterior corona radiata and genu of the corpus callosum, and RD in the corona radiata, anterior corona radiata, and genu of corpus callosum. Subjective quality was not important in this subgroup analysis. In summary, chronotype predicted altered WM integrity in the corona radiata and corpus callosum, whereas subjective sleep quality had a less significant role, suggesting that circadian factors may play a more prominent role in WM integrity in emerging mood disorders.
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Imagen de Difusión Tensora , Calidad del Sueño , Sustancia Blanca , Humanos , Sustancia Blanca/diagnóstico por imagen , Sustancia Blanca/patología , Masculino , Femenino , Adolescente , Imagen de Difusión Tensora/métodos , Adulto Joven , Trastorno Bipolar/diagnóstico por imagen , Trastorno Bipolar/fisiopatología , Aprendizaje Automático , Trastorno Depresivo/diagnóstico por imagen , Trastorno Depresivo/fisiopatología , CronotipoRESUMEN
Neuroticism, a 'Big Five' personality trait, has been associated with sub-clinical traits of both autism spectrum disorder (ASD) and attention deficit hyperactivity disorder (ADHD). The objective of the current study was to examine whether causal overlap between ASD and ADHD traits can be accounted for by genetic and environmental risk factors that are shared with neuroticism. We performed twin-based structural equation modeling using self-report data from 12 items of the Neo Five-Factor Inventory Neuroticism domain, 11 Social Responsiveness Scale items, and 12 Adult ADHD Self-Report Scale items obtained from 3,170 young adult Australian individual twins (1,081 complete pairs). Univariate analysis for neuroticism, ASD, and ADHD traits suggested that the most parsimonious models were those with additive genetic and unique environmental components, without sex limitation effects. Heritability of neuroticism, ASD, and ADHD traits, as measured by these methods, was moderate (between 40% and 45% for each respective trait). In a trivariate model, we observed moderate phenotypic (between 0.45 and 0.62), genetic (between 0.56 and 0.71), and unique environmental correlations (between 0.37and 0.55) among neuroticism, ASD, and ADHD traits, with the highest value for the shared genetic influence between neuroticism and self-reported ASD traits (r g = 0.71). Together, our results suggest that in young adults, genetic, and unique environmental risk factors indexed by neuroticism overlap with those that are shared by ASD and ADHD.
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Trastorno por Déficit de Atención con Hiperactividad/genética , Trastorno del Espectro Autista/genética , Interacción Gen-Ambiente , Neuroticismo , Carácter Cuantitativo Heredable , Gemelos Dicigóticos , Gemelos Monocigóticos , Adulto , Australia , Femenino , Humanos , Masculino , Persona de Mediana EdadRESUMEN
BACKGROUND: Bioinformatics software quality assurance is essential in genomic medicine. Systematic verification and validation of bioinformatics software is difficult because it is often not possible to obtain a realistic "gold standard" for systematic evaluation. Here we apply a technique that originates from the software testing literature, namely Metamorphic Testing (MT), to systematically test three widely used short-read sequence alignment programs. RESULTS: MT alleviates the problems associated with the lack of gold standard by checking that the results from multiple executions of a program satisfy a set of expected or desirable properties that can be derived from the software specification or user expectations. We tested BWA, Bowtie and Bowtie2 using simulated data and one HapMap dataset. It is interesting to observe that multiple executions of the same aligner using slightly modified input FASTQ sequence file, such as after randomly re-ordering of the reads, may affect alignment results. Furthermore, we found that the list of variant calls can be affected unless strict quality control is applied during variant calling. CONCLUSION: Thorough testing of bioinformatics software is important in delivering clinical genomic medicine. This paper demonstrates a different framework to test a program that involves checking its properties, thus greatly expanding the number and repertoire of test cases we can apply in practice.
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Biología Computacional/métodos , Genómica/métodos , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Alineación de Secuencia/métodos , Análisis de Secuencia de ADN/métodos , Programas Informáticos/normas , Genoma Humano , HumanosRESUMEN
Mental fitness is a construct that goes beyond a simple focus on subjective emotional wellbeing to encompass more broadly our ability to think, feel, and act to achieve what we want in our daily lives. The measurement and monitoring of multiple (often interacting) domains is crucial to gain a holistic and complete insight into an individual's mental fitness. We aimed to demonstrate the capability of a new mobile app to characterise the mental fitness of a general population of Australians and to quantify the interrelationships among different domains of mental fitness. Cross-sectional data were collected from 4901 adults from the general population of Australians engaged in work or education who used a mobile app (Innowell) between September 2021 and November 2022. Individuals completed a baseline questionnaire comprised of 26 questions across seven domains of mental fitness (i.e., physical activity, sleep and circadian rhythms, nutrition, substance use, daily activities, social connection, psychological distress). Network analysis was applied at both a domain-level (e.g., 7 nodes representing each cluster of items) and an individual item-level (i.e., 26 nodes representing all questionnaire items). Only 612 people (12%) were functioning well across all domains. One quarter (n = 1204, 25%) had only one problem domain and most (n = 3085, 63%) had multiple problem domains. The two most problematic domains were physical activity (n = 2631, 54%) and social connection (n = 2151, 44%), followed closely by daily activity (n = 1914, 39%). At the domain-level, the strongest association emerged between psychological distress and daily activity (r = 0.301). Psychological distress was the most central node in the network (as measured by strength and expected influence), followed closely by daily activity, sleep and circadian rhythms and then social connection. The item-level network revealed that the nodes with the highest centrality in the network were: hopelessness, depression, functional impairment, effortfulness, subjective energy, worthlessness, and social connectedness. Social connection, sleep and circadian rhythms, and daily activities may be critical targets for intervention due to their widespread associations in the overall network. While psychological distress was not among the most common problems, its centrality may indicate its importance for indicated prevention and early intervention. We showcase the capability of a new mobile app to monitor mental fitness and identify the interrelationships among multiple domains, which may help people develop more personalised insights and approaches.
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BACKGROUND: Preliminary evidence suggests that evening chronotype is related to poorer efficacy of selective serotonin reuptake inhibitors. It is unknown whether this is specific to particular medications, self-rated chronotype, or efficacy. METHODS: In the Australian Genetics of Depression Study (n = 15,108; 75% women; 18-90 years; 68% with ≥1 other lifetime diagnosis), a survey recorded experiences with 10 antidepressants, and the reduced Morningness-Eveningness Questionnaire was used to estimate chronotype. A chronotype polygenic score was calculated. Age- and sex-adjusted regression models (Bonferroni-corrected) estimated associations among antidepressant variables (how well the antidepressant worked [efficacy], duration of symptom improvement, side effects, discontinuation due to side effects) and self-rated and genetic chronotypes. RESULTS: The chronotype polygenic score explained 4% of the variance in self-rated chronotype (r = 0.21). Higher self-rated eveningness was associated with poorer efficacy of escitalopram (odds ratio [OR] = 1.04; 95% CI, 1.02 to 1.06; p = .000035), citalopram (OR = 1.03; 95% CI, 1.01 to 1.05; p = .004), fluoxetine (OR = 1.03; 95% CI, 1.01 to 1.05; p = .001), sertraline (OR = 1.02; 95% CI, 1.01 to 1.04; p = .0008), and desvenlafaxine (OR = 1.03; 95% CI, 1.01 to 1.05; p = .004), and a profile of increased side effects (80% of those recorded; ORs = 0.93-0.98), with difficulty getting to sleep the most common. Self-rated chronotype was unrelated to duration of improvement or discontinuation. The chronotype polygenic score was only associated with suicidal thoughts and attempted suicide (self-reported). While our measures are imperfect, and not of circadian phase under controlled conditions, the model coefficients suggest that dysregulation of the phenotypic chronotype relative to its genetic proxy drove relationships with antidepressant outcomes. CONCLUSIONS: The idea that variation in circadian factors influences response to antidepressants was supported and encourages exploration of circadian mechanisms of depressive disorders and antidepressant treatments.
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Ritmo Circadiano , Inhibidores Selectivos de la Recaptación de Serotonina , Humanos , Femenino , Masculino , Inhibidores Selectivos de la Recaptación de Serotonina/administración & dosificación , Inhibidores Selectivos de la Recaptación de Serotonina/uso terapéutico , Persona de Mediana Edad , Adulto , Anciano , Adolescente , Ritmo Circadiano/efectos de los fármacos , Adulto Joven , Anciano de 80 o más Años , Autoinforme , Australia , Resultado del Tratamiento , Depresión/tratamiento farmacológico , Herencia Multifactorial , Encuestas y Cuestionarios , Antidepresivos/uso terapéutico , CronotipoRESUMEN
Objective This study set out to present data on out-of-pocket payments for Medicare mental health services provided by general practitioners (GP), psychiatrists, clinical psychologists and other psychologists, to explore how much is spent on out-of-pocket payments for mental health; if any trends could be seen; and what variations exist across regions. Methods We performed secondary analysis of publicly available data on Medicare-subsidised GP, allied health and specialist health care across Australia. We merged and interrogated data covering the period 2013-19 and 2019-21 to create a data set covering eight full years of Medicare mental health services, arranged by profession and by region. Results Out-of-pocket payments for mental health care in Australia have been rising consistently over the period 2013-21, at a considerably faster rate than overall expenditure on mental health care. There is wide variation in out-of-pocket payments depending on where you live. Conclusions The impact of out-of-pocket payments on community access to mental health care is growing. This has implications, especially in poorer communities, for access to care. This should be an important consideration taken as the Australian Government considers next steps in national mental health reform, including the Better Access Program, currently under evaluation.
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Reforma de la Atención de Salud , Salud Mental , Anciano , Humanos , Australia , Programas Nacionales de Salud , GobiernoRESUMEN
BACKGROUND: Subthreshold/attenuated syndromes are established precursors of full-threshold mood and psychotic disorders. Less is known about the individual symptoms that may precede the development of subthreshold syndromes and associated social/functional outcomes among emerging adults. METHODS: We modeled two dynamic Bayesian networks (DBN) to investigate associations among self-rated phenomenology and personal/lifestyle factors (role impairment, low social support, and alcohol and substance use) across the 19Up and 25Up waves of the Brisbane Longitudinal Twin Study. We examined whether symptoms and personal/lifestyle factors at 19Up were associated with (a) themselves or different items at 25Up, and (b) onset of a depression-like, hypo-manic-like, or psychotic-like subthreshold syndrome (STS) at 25Up. RESULTS: The first DBN identified 11 items that when endorsed at 19Up were more likely to be reendorsed at 25Up (e.g., hypersomnia, impaired concentration, impaired sleep quality) and seven items that when endorsed at 19Up were associated with different items being endorsed at 25Up (e.g., earlier fatigue and later role impairment; earlier anergia and later somatic pain). In the second DBN, no arcs met our a priori threshold for inclusion. In an exploratory model with no threshold, >20 items at 19Up were associated with progression to an STS at 25Up (with lower statistical confidence); the top five arcs were: feeling threatened by others and a later psychotic-like STS; increased activity and a later hypo-manic-like STS; and anergia, impaired sleep quality, and/or hypersomnia and a later depression-like STS. CONCLUSIONS: These probabilistic models identify symptoms and personal/lifestyle factors that might prove useful targets for indicated preventative strategies.
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Trastornos Mentales , Adulto , Teorema de Bayes , Humanos , Trastornos Mentales/epidemiología , Factores de Riesgo , Apoyo Social , Trastornos Relacionados con Sustancias/epidemiología , Estudios en Gemelos como Asunto , Adulto JovenRESUMEN
LAY ABSTRACT: Research comparing females and males with a diagnosis of autism suggests that there are sex differences in some characteristics such as behaviour regulation. One area not studied in detail is whether females and males with autism perform differently in tests of cognitive ability. The results of previous research are quite mixed. One explanation may be that some research comparing females and males with autism did not include a neurotypical control group for comparison. As a result, it is not clear whether the sex differences in cognitive ability observed in people with autism are similar to differences between neurotypical males and females. To better understand whether there are unique differences between males and females with autism, it is important to also compare them with neurotypical males and females. In our research, we included a neurotypical group and compared males and females with and without a diagnosis of autism. We found that the sex differences in autism are similar to what we observe in males and females without autism. Our study showed that compared with males, females (with and without autism) do better in assessments of processing speed, cognitive flexibility, verbal learning and memory and semantic fluency. Our results suggest that although females show different cognitive performance to males, these sex differences were not specific to the group with a diagnosis of autism.
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Trastorno del Espectro Autista , Trastorno Autístico , Trastorno del Espectro Autista/diagnóstico , Cognición , Función Ejecutiva , Femenino , Humanos , Masculino , Pruebas Neuropsicológicas , Autoinforme , Caracteres SexualesRESUMEN
AIM: This study aimed to: (a) examine whether treatment-seeking young adults with social anxiety disorder (SAD) demonstrate similar degrees of distress, quality of life (QoL) and disability to those with other mental disorders; and (b) investigate the impact of comorbidity, specific comorbid conditions and antidepressants use on distress, QoL and disability in treatment-seeking young adults with SAD. METHODS: A cohort of treatment-seeking young adults (aged 16-45) diagnosed with SAD (N = 298) or other mental health disorders (N = 842; including depression, N = 349; bipolar, N = 141; psychosis, N = 173) completed self-report assessments of distress, QoL and disability. RESULTS: Young adults with SAD showed distress and disability of similar degree to those with most other mental disorders. Specifically, young adults with SAD reported significantly lower QoL than those with major depressive disorder or obsessive-compulsive disorder. Furthermore, young adults with SAD had the most difficulties in getting along with others and the second highest level of distress in comparison to other psychiatric groups. In comparison to antidepressants use, the presence of comorbidity showed a substantial negative influence on these health outcomes, particularly when presenting with comorbid depression or obsessive-compulsive disorder. CONCLUSIONS: Findings highlight significant impairments in young adults seeking treatment for SAD and the important moderating influence of comorbidity. This emphasizes the urgent need for effective management and treatment for its presentation and comorbidities in mental health services targeting young adults.
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Trastorno Depresivo Mayor , Trastorno Obsesivo Compulsivo , Fobia Social , Comorbilidad , Humanos , Fobia Social/tratamiento farmacológico , Fobia Social/epidemiología , Calidad de Vida , Adulto JovenRESUMEN
The purpose of the study was to examine the internal consistency and validity of the 21-item Depression Anxiety Stress Scale (DASS-21) in individuals with Autism Spectrum Disorder (ASD) and without intellectual disability (IQ >= 70). Participants (NN = 123) were consecutively recruited from the Brain and Mind Centre in New South Wales, Australia. Internal consistency was determined using Cronbach's alpha. Item-total correlations were evaluated by Pearson's product-moment correlation coefficient. The convergent validity of the DASS-21 was examined by measuring its associations with quality of life and other measures of depression and anxiety. Factorial validity was assessed using confirmatory factor analysis. The DASS-21 demonstrated good internal consistency, adequate convergent validity, and all items exhibited satisfactory item-total correlations. Considering fit indices and factor loadings, the confirmatory factor analysis results provided support for the original 3-factor oblique model consisting of depression, anxiety, and stress factors. The model fit could be further improved with some modifications. Overall, the results indicate that the DASS-21 is a viable self-report screening measure for depression, anxiety, and stress in individuals with ASD and without intellectual disability.
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Ansiedad/diagnóstico , Trastorno del Espectro Autista/diagnóstico , Depresión/diagnóstico , Psicometría/normas , Estrés Psicológico/diagnóstico , Adolescente , Adulto , Ansiedad/epidemiología , Ansiedad/psicología , Trastorno del Espectro Autista/epidemiología , Trastorno del Espectro Autista/psicología , Depresión/epidemiología , Depresión/psicología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Nueva Gales del Sur/epidemiología , Calidad de Vida/psicología , Reproducibilidad de los Resultados , Autoinforme/normas , Estrés Psicológico/epidemiología , Estrés Psicológico/psicología , Adulto JovenRESUMEN
The Empathy Quotient (EQ) self-report questionnaire is used to measure empathy in individuals with clinical conditions that have been associated with social impairments. In this study, older teens and adults with autism spectrum disorder (ASD; Nâ¯=â¯60), early psychosis (EP; Nâ¯=â¯51) and social anxiety disorder (SAD; Nâ¯=â¯71) and neurotypical controls (NT; Nâ¯=â¯26) were compared on the cognitive empathy, emotional reactivity and social skills sub-scales of the Empathy Quotient (EQ) measure. All three clinical groups reported lower cognitive empathy than NT controls, and the ASD group reported lower cognitive empathy than EP and SAD groups. The ASD group reported lower emotional reactivity than the SAD group. All three clinical groups reported lower social skills that NT controls. The poor self-rated empathy for the ASD and EP groups generally reflects previous research that found individuals with these conditions perform relatively poorly on certain objective measures of empathy. However, the poor self-rated cognitive empathy and social skills for the SAD group conflicts with previous research that has found that SAD groups perform well on objective measures of empathy. This suggests that both EQ and objective measures should be used to fully assess empathy in clinical groups.
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Trastorno del Espectro Autista/psicología , Empatía/fisiología , Fobia Social/psicología , Trastornos Psicóticos/psicología , Autoinforme , Adolescente , Adulto , Trastorno del Espectro Autista/diagnóstico , Femenino , Humanos , Masculino , Persona de Mediana Edad , Fobia Social/diagnóstico , Trastornos Psicóticos/diagnóstico , Habilidades Sociales , Encuestas y Cuestionarios , Adulto JovenRESUMEN
The World Health Organization Disability Assessment Schedule II (WHODAS-II) is one of the most widely used generic assessments for measuring disability levels in both clinical and nonclinical populations, with sound psychometrics that is also aligned with the International Classification of Functioning framework. However, its psychometric properties have not been explored extensively in individuals with autism spectrum disorder (ASD). This study examined the psychometric properties of the 36-item and 12-item Self-Report WHODAS-II from 109 individuals diagnosed with ASD and without intellectual disability (IQ ≥ 70). Participants were consecutively recruited from the Brain and Mind Centre in New South Wales, Australia. The WHODAS-II showed adequate internal consistency for all domain scores (α = 0.78-0.97 for 36-item) and for the summary scale (α = 0.95 for 36-item; 0.86 for 12-item). All items also exhibited satisfactory correlations with their respective domain (r = 0.39-0.94 for 36-item) and summary scores (r = 0.42-0.71 for 36-item; 0.42-0.67 for 12-item), except item 4.5 "sexual activity" from the 36-item WHODAS-II (r = 0.19). Concurrent validity was shown by moderate correlations between similar constructs across the WHODAS-II and the World Health Organization Quality of Life BREF (Ps < 0.05). The second-order 7-factor model showed the best fit for the 36-item WHODAS-II, while the second-order 6-factor model demonstrated an acceptable fit for the 12-item WHODAS-II. The model fit could be improved with some modifications. The Schmid-Leiman transformation further confirmed the appropriateness of the second-order factor structure. Overall, the results indicated that the WHODAS-II is a viable generic self-report measure for disability in autistic individuals without ID. Autism Res 2019, 12: 1101-1111. © 2019 International Society for Autism Research, Wiley Periodicals, Inc. LAY SUMMARY: The majority of autistic people have a disability with a profound or severe limitation in their core activities. However, there is currently limited research identifying reliable and valid self-report measures for disability in the autistic population. This study examined the psychometric properties of the World Health Organization Disability Assessment Schedule II (WHODAS-II) from 109 autistic individuals without intellectual disability. Our results suggest that the WHODAS-II is a viable generic self-report measure for disability in autistic individuals.
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Trastorno del Espectro Autista/diagnóstico , Evaluación de la Discapacidad , Calidad de Vida/psicología , Autoinforme , Organización Mundial de la Salud , Adolescente , Adulto , Australia , Trastorno del Espectro Autista/psicología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Psicometría/estadística & datos numéricos , Reproducibilidad de los Resultados , Adulto JovenRESUMEN
In this study, we consecutively recruited treatment-seeking young autistic adults without intellectual impairment aged 16-30 years who presented to a mental health service and evaluated general health (distress, quality of life, and disability), functioning (work loss days and social functioning), and mood symptoms (depression, anxiety, and stress) in those diagnosed with autism spectrum disorder (n = 96). This group was compared to young adults presenting to the same service with primary mental health disorders (depression, n = 343; bipolar, n = 132; psychosis, n = 166; and anxiety, n = 303). This study also investigated the influence of mood symptoms on general health and functioning in the autism spectrum disorder group. Young autistic adults reported significant general health and functioning impairments that were of similar degree to those presenting with primary mental health disorders. Interestingly, the autistic group also reported similarly high levels of mood symptoms to those with primary depressive and anxiety disorders. In the autistic group, depressive symptoms were strongly associated with distress, quality of life, and work loss days, while stress symptoms were strongly associated with disability. This study highlights further research, and mental health services are required specifically targeting young autistic adults to address their significant unmet needs.