Centre for Youth Mental Health - Research Publications
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ItemNo Preview AvailableCharacterization and Prediction of Clinical Pathways of Vulnerability to Psychosis through Graph Signal Processing( 2020)There is a growing recognition that psychiatric symptoms have the potential to causally interact with one another. Particularly in the earliest stages of psychopathology dynamic interactions between symptoms could contribute heterogeneous and cross-diagnostic clinical evolutions. Current clinical approaches attempt to merge clinical manifestations that co-occur across subjects and could therefore significantly hinder our understanding of clinical pathways connecting individual symptoms. Network approaches have the potential to shed light on the complex dynamics of early psychopathology. In the present manuscript we attempt to address 2 main limitations that have in our opinion hindered the application of network approaches in the clinical setting. The first limitation is that network analyses have mostly been applied to cross-sectional data, yielding results that often lack the intuitive interpretability of simpler categorical or dimensional approaches. Here we propose an approach based on multi-layer network analysis that offers an intuitive low-dimensional characterization of longitudinal pathways involved in the evolution of psychopathology, while conserving high-dimensional information on the role of specific symptoms. The second limitation is that network analyses typically characterize symptom connectivity at the level of a population, whereas clinical practice deals with symptom severity at the level of the individual. Here we propose an approach based on graph signal processing that exploits knowledge of network interactions between symptoms to predict longitudinal clinical evolution at the level of the individual. We test our approaches in two independent samples of individuals with genetic and clinical vulnerability for developing psychosis.
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ItemT34. THE IMPACT OF ANTIDEPRESSANT USE ON THE TRANSITION TO PSYCHOSIS RATE IN THE NEURAPRO TRIAL(Oxford University Press (OUP), 2020-05-18)Abstract Background Over the last two decades, several randomised controlled trials (RCTs) have indicated that preventive psychosocial, pharmacologic (Van der Gaag et al. 2013), and nutritional interventions (Amminger et al. 2010) are likely to be beneficial in people at ultra-high risk (UHR) of psychosis, in terms of delaying or preventing a transition to psychosis. Antidepressant medication is commonly prescribed in young people at UHR for psychosis; however, the evidence regarding its efficacy for psychosis prevention is limited (Fusar-Poli et al. 2007; Cornblatt et al. 2007; Fusar-Poli et al. 2015). The main aim of the present study is to investigate the impact of concomitant AD medication on the transition to psychosis rate in young people at ultra-high risk of psychosis who participated in the NEURAPRO trial (McGorry et al. 2017). Methods In this secondary analysis, data from 304 participants of a multicenter, double-blind, placebo-controlled, randomized clinical trial (NEURAPRO) of omega-3 polyunsaturated fatty acids (omega-3 PUFAs) were included. During the trial, concomitant antidepressant medication was permitted for treatment of moderate to severe major depressive disorder (a score of ≥ 21 on the Montgomery-Asberg Depression Rating Scale, MADRS) in all participants. Results Of 304 participants, 189 (62.2%) were treated with ADs. 98 (64.1%) of those were in the omega-3 group and 91 (60.3%) in the placebo group. The transition rate to psychosis was higher in individuals who received AD treatment (13.2%; 25 of 189) as in individuals without ADs (6.1%; 7 of 115). The Kaplan-Meier survival curve estimated a group difference of X2 = 3.237, P = .072 (log rank test). Discussion Antidepressants are widely used in early psychosis. This analysis does not support the view that antidepressants may have reduced the transition to psychosis rate in this cohort. The findings are limited by the fact that antidepressants were prescribed based on clinical discretion. A randomised controlled trial is needed to determine whether antidepressants have a role in prevention of transition to psychosis.
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ItemDistress related to attenuated psychotic symptoms: Static and dynamic association with transition to psychosis, non-remission and transdiagnostic symptomatology in clinical high-risk patients in an international intervention trial.(Oxford University Press (OUP), 2020-03-02)This study examined whether distress in relation to attenuated psychotic symptoms (DAPS) is associated with clinical outcomes in an ultra-high-risk (UHR) for psychosis sample. We also investigated whether DAPS is associated with cognitive style (attributional style and cognitive biases) and whether amount of psychosocial treatment provided is associated with reduction in DAPS. The study was a secondary analysis of the 'Neurapro' clinical trial of omega-3 fatty acids. 304 UHR patients were recruited across ten early intervention services. Data from baseline assessment, regular assessments over 12 months and medium term follow up (mean=3.4 years) were used for analysis. Findings indicated: a positive association between DAPS assessed over time and transition to psychosis; a significant positive association between baseline and longitudinal DAPS and transdiagnostic clinical and functional outcomes; a significant positive association between baseline and longitudinal DAPS and non-remission of UHR status. There was no relationship between severity of DAPS and cognitive style. A greater amount of psychosocial treatment (cognitive-behavioural case management) was associated with an increase in DAPS scores. The study indicates that UHR patients who are more distressed by their attenuated psychotic symptoms are more likely to have a poorer clinical trajectory transdiagnostically. Assessment of DAPS may therefore function as a useful marker of risk for a range of poor outcomes. The findings underline the value of repeated assessment of variables and incorporation of dynamic change into predictive modelling. More research is required into mechanisms driving distress associated with symptoms and the possible bidirectional relationship between symptom severity and associated distress.
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ItemCognitive functioning in ultra -high risk for psychosis individuals with and without depression: Secondary analysis of findings from the NEURAPRO randomized clinical trial(ELSEVIER, 2020-04)Neurocognitive impairments are well established in both ultra-high risk (UHR) for psychosis and major depressive disorder (MDD). Despite this understanding, investigation of neurocognitive deficits in UHR individuals with MDD and its association with MDD within this population, has been scarce. Hence, this study aimed to examine any differences in neurocognition at baseline between those with MDD at baseline and those with no history of MDD, as well as determine whether neurocognitive variables are significantly associated with meeting criteria for MDD at follow-up, while controlling for relevant clinical variables, within a UHR cohort. Data analysis was conducted on 207 participants whose baseline neurocognition was assessed using Brief Assessment of Cognition for Schizophrenia, as part of a trial of omega-3 fatty acids (NEURAPRO) for UHR individuals. While baseline MDD was the strongest predictor, poorer verbal memory and higher verbal fluency were significantly associated with MDD at 12 months (p = .04 and 0.026, respectively). Further, higher processing speed was significantly associated with MDD at medium-term follow-up (p = .047). These findings outline that neurocognitive skills were independently associated with meeting criteria for MDD at follow-up within UHR individuals, with novel findings of better verbal fluency and processing speed being linked to MDD outcomes. Hence, neurocognitive performance should be considered as a marker of risk for MDD outcomes and a target for management of MDD in UHR.
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ItemBasic symptoms in young people at ultra-high risk of psychosis: Association with clinical characteristics and outcomes(ELSEVIER, 2020-02)There has been limited research into the predictive value of basic symptoms and their relationship with other psychopathology in patients identified using the 'ultra high risk' (UHR) for psychosis approach. The current study investigated whether basic symptoms, specifically cognitive disturbances (COGDIS), were associated with a greater risk of transition to psychotic disorder and persistent attenuated psychotic symptoms (APS) at medium term follow-up (mean = 3.4 years) in UHR patients, as well as with general psychopathology at baseline. The sample included 304 UHR participants (mean age = 19.12 years) involved in an international multicenter trial of omega-3 fatty acids. UHR individuals who also met the COGDIS criteria (basic symptoms risk criteria) did not have a greater risk of transition than those who met the UHR criteria alone. However, meeting COGDIS risk criteria was associated with a greater likelihood of meeting the UHR attenuated psychotic symptoms risk group (i.e., having persistent attenuated psychotic symptoms) at 12-month follow-up (odds ratio = 1.85; 95% CI = 1.03, 3.32). Greater severity of cognitive basic symptoms was also independently associated with more severe general psychopathology at study entry. The findings do not support the notion that combined risk identification approaches (UHR and basic symptoms) aid in the identification of individuals at greatest risk of psychosis, although this interpretation is limited by the modest transition to psychosis rate (13%) and the time of follow up. However, the findings indicate that basic symptoms may be a clinically useful marker of more severe general psychopathology in UHR groups and risk for persistent attenuated psychotic symptoms.
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ItemTrajectories of symptom severity and functioning over a three-year period in a psychosis high-risk sample: A secondary analysis of the Neurapro trial(PERGAMON-ELSEVIER SCIENCE LTD, 2020-01)The Ultra-High Risk (UHR) for psychosis group is known to be heterogeneous with diverse outcomes. This study aimed to: 1. Identify subclasses of UHR individuals based on trajectories of symptomatic and functional change over time, 2. Identify predictors of these trajectories. A sample of 304 UHR individuals participating in the Neurapro trial were followed over an average of 40 months. All participants received cognitive-behavioural case management (CBCM). Symptomatic and functional profiles were investigated using latent class growth analysis. Multinomial regression was employed to investigate predictors of classes. Identified trajectories showed mostly parallel slopes (i.e. improving symptoms/functioning over time), which were primarily distinct regarding the severity of symptomatology/level of functioning at baseline (i.e. the intercept). Higher symptomatic/lower functioning classes were predicted by higher substance use, older age, female gender, and lower cognitive functioning. No divergent trajectories were identified as all classes improved over time. This may reflect effective treatment through CBCM, natural illness course, or effective engagement with mental health services. Nonetheless, classes highest in symptoms/lowest in functioning still showed considerable impairment during follow-up, highlighting the need for targeted intervention in these subgroups. The study emphasizes the need for more clinical attention directed towards UHR patients being female or using substances.
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ItemRelationship Between Polyunsaturated Fatty Acids and Psychopathology in the NEURAPRO Clinical Trial(FRONTIERS MEDIA SA, 2019-06-06)Background: Deficiencies in membrane polyunsaturated fatty acids (PUFA) such as omega-3 (n-3) fatty acids are thought to contribute to the pathophysiological processes underlying psychotic disorders. Emerging evidence suggests that the levels of PUFA are related to clinical symptoms but significant heterogeneity exists between studies. Here, we investigated associations of membrane PUFA with clinical symptoms and functioning in a large sample of individuals at ultra-high risk (UHR) for psychosis. Methods: A total of 285 participants of the NEURAPRO clinical trial were investigated for erythrocyte PUFA levels, including the n-3 index, n-6/n-3 PUFA ratio, docosahexaenoic acid (DHA), and eicosapentaenoic acid (EPA). Severity of general psychopathology [Brief Psychiatric Rating Scale (BPRS)], psychotic symptoms (BPRS psychosis subscale), negative symptoms [Scale for the Assessment of Negative Symptoms (SANS)], manic symptoms [Young Mania Rating Scale (YMRS)], depressive symptoms [Montgomery Asberg Depression Rating Scale (MADRS)], and functioning [Social and Occupational Functioning Scale (SOFAS), Global Functioning Social (GF-S) and Role (GF-R) scales] were assessed concurrently. Partial correlation taking into account the effects of gender, age, and smoking was used to examine the relationship between PUFAs and symptoms severity. Results: The n-3 index negatively correlated with the severity of general psychopathology, psychotic symptoms, depressive symptoms, and manic symptoms. The n-6/n-3 PUFA ratio positively correlated with severity of psychotic and depressive symptoms. The n-3 PUFA DHA negatively correlated with the severity of general psychopathology, positive, manic, and depressive symptoms. EPA negatively correlated with manic symptoms. Nervonic acid, an n-9 monounsaturated fatty acid, positively correlated with general psychopathology, positive and negative symptoms, depressive symptoms, and manic symptoms. The long-chain saturated fatty acid tetracosanoic acid positively correlated with general psychopathology, positive, manic, and depressive symptoms. Conclusions: Partially consistent with a previous study, psychotic symptoms, depressive symptoms, and symptoms of mania were associated with several classes of FAs in the present study. These findings support the relevance of membrane fatty acids for the onset of psychotic symptoms and indicate that FAs should be further evaluated as biomarkers in the UHR for psychosis group. Clinical Trial Registration: ANZCTR, identifier: 12608000475347.
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ItemRelationship Between Polyunsaturated Fatty Acids and Psychopathology in the NEURAPRO Clinical Trial (vol 10, 393, 2019)(FRONTIERS MEDIA SA, 2020-06-10)[This corrects the article DOI: 10.3389/fpsyt.2019.00393.].
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ItemLongitudinal determinants of client treatment satisfaction in an intensive first-episode psychosis treatment programme(WILEY, 2017-08)AIM: Previous evidence demonstrates that higher treatment satisfaction is strongly associated with improved clinical outcomes and functioning. The aim of the current study is to explore potential associations between clinical and demographic attributes, as well as changes in role, social and cognitive functioning occurring over the course of treatment, on self-reported treatment satisfaction within the context of an intensive first-episode psychosis intervention programme. METHODS: Forty-four young adults attending a first-episode psychosis treatment programme completed a battery of clinical and neuropsychological measures at intake to the programme and again after 6 months of treatment. A modified version of the Client Satisfaction Questionnaire was administered at 6 months. Baseline, 6-month and change scores across the clinical and demographic measures were examined relative to the satisfaction questionnaire to evaluate determinants of treatment satisfaction. RESULTS: Better premorbid adjustment during childhood and early adolescence was associated with higher treatment satisfaction, as did positive changes in clients' cognitive performance and their use of humour as a coping strategy. Clients' use of emotional support as a coping strategy at 6 months was also positively associated with treatment satisfaction. Although clients' social and role functioning improved significantly during the 6-month treatment window, changes in functional outcomes were not significantly associated with treatment satisfaction. CONCLUSIONS: The current study highlights the role of premorbid adjustment and changes in coping and neurocognition as factors influencing treatment satisfaction. Future research designs might be able to more specifically ascertain causal relationships between patient characteristics, treatment components, client satisfaction and clinical effects.