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Participatory translational science of neurodivergence: model for attention-deficit/hyperactivity disorder and autism research. 神经分化的参与式转化科学:注意力缺陷/多动症和自闭症研究模式。
IF 10.5 1区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.1192/bjp.2023.151
Edmund J S Sonuga-Barke, Susie Chandler, Steve Lukito, Myrofora Kakoulidou, Graham Moore, Niki Cooper, Maciej Matejko, Isabel Jackson, Beta Balwani, Tiegan Boyens, Dorian Poulton, Luke Harvey-Nguyen, Sylvan Baker, Georgia Pavlopoulou

Background: There are increasing calls for neurodivergent peoples' involvement in research into neurodevelopmental conditions. So far, however, this has tended to be achieved only through membership of external patient and public involvement (PPI) panels. The Regulating Emotions - Strengthening Adolescent Resilience (RE-STAR) programme is building a new participatory model of translational research that places young people with diagnoses of attention-deficit hyperactivity disorder (ADHD) and autism at the heart of the research team so that they can contribute to shaping and delivering its research plan.

Aims: To outline the principles on which the RE-STAR participatory model is based and describe its practical implementation and benefits, especially concerning the central role of members of the Youth Researcher Panel (Y-RPers).

Method: The model presented is a culmination of a 24-month process during which Y-RPers moved from advisors to co-researchers integrated within RE-STAR. It is shaped by the principles of co-intentionality. The account here was agreed following multiple iterative cycles of collaborative discussion between academic researchers, Y-RPers and other stakeholders.

Results: Based on our collective reflections we offer general guidance on how to effectively integrate young people with diagnoses of ADHD and/or autism into the core of the translational research process. We also describe the specific theoretical, methodological and analytical benefits of Y-RPer involvement in RE-STAR.

Conclusions: Although in its infancy, RE-STAR has demonstrated the model's potential to enrich translational science in a way that can change our understanding of the relationship between autism, ADHD and mental health. When appropriately adapted we believe the model can be applied to other types of neurodivergence and/or mental health conditions.

背景:越来越多的人呼吁神经发育异常者参与神经发育疾病的研究。然而,迄今为止,这往往只能通过加入外部患者和公众参与(PPI)小组来实现。目的:概述 RE-STAR 参与模式所依据的原则,并介绍其实际实施情况和益处,尤其是青年研究员小组(Y-RPers)成员的核心作用:所介绍的模式是一个为期 24 个月的过程的结晶,在这一过程中,青年研究员小组成员从 顾问转变为共同研究员,融入了 RE-STAR。它是根据共同意向性原则形成的。本报告是在学术研究人员、Y-RPers 和其他利益相关者多次反复合作讨论后达成的:根据我们的集体反思,我们就如何有效地将诊断为多动症和/或自闭症的青少年纳入转化研究过程的核心提供了一般性指导。我们还介绍了青年自闭症患者参与 RE-STAR 在理论、方法和分析方面的具体益处:尽管 RE-STAR 尚处于起步阶段,但它已经证明了该模式具有丰富转化科学的潜力,可以改变我们对自闭症、多动症和心理健康之间关系的理解。我们相信,如果对该模式进行适当调整,它还可以应用于其他类型的神经分化和/或心理健康问题。
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引用次数: 0
Mental health at work: societal, economic and health imperatives align; it's time to act. 工作场所的心理健康:社会、经济和健康方面的当务之急;是采取行动的时候了。
IF 10.5 1区 医学 Q1 Medicine Pub Date : 2024-04-01 Epub Date: 2024-03-12 DOI: 10.1192/bjp.2024.3
Darren Minshall, Derek K Tracy, Mark Tarn, Neil Greenberg

The enormous impact of mental illness on work and productivity is a global challenge, with immense costs to wider society. Now is the time for action, with new international guidelines and an emergent consensus on occupational mental healthcare. Alongside governments, organisations and employers, psychiatrists have a leading role to play.

精神疾病对工作和生产率的巨大影响是一项全球性挑战,给更广泛的社会造成巨大损失。现在是采取行动的时候了,新的国际指南和职业心理保健共识正在形成。除了政府、组织和雇主之外,精神科医生也可以发挥主导作用。
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引用次数: 0
General psychiatry, still in no-man's land after all these years. 普通精神科,这么多年过去了,还是无人问路。
IF 10.5 1区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.1192/bjp.2023.153
Martin Deahl

Mental health services have changed beyond recognition in my 38-year career. In this editorial I reflect on those changes and highlight the issues that undermine patient care and damage staff morale. In particular, modern mental health services have undermined the therapeutic relationship, the bedrock underpinning all psychiatric treatment.

在我38年的职业生涯中,心理健康服务发生了翻天覆地的变化。在这篇社论中,我反思了这些变化,并强调了破坏患者护理和损害工作人员士气的问题。特别是,现代精神卫生服务已经破坏了治疗关系,这是所有精神治疗的基石。
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引用次数: 0
Psychopathology in Shine On You Crazy Diamond - Psychiatry in music. Shine On You Crazy Diamond》中的精神病理学 - 音乐中的精神病学。
IF 10.5 1区 医学 Q1 Medicine Pub Date : 2024-03-01 Epub Date: 2024-02-22 DOI: 10.1192/bjp.2023.161
Alonso E Garrido-Pinzás
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引用次数: 0
Positive thinking about negative studies. 积极思考负面研究。
IF 10.5 1区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.1192/bjp.2023.155
Eva Petkova, Adam Ciarleglio, Patricia Casey, Norman Poole, Kenneth Kaufman, Stephen M Lawrie, Gin Malhi, Najma Siddiqi, Kamaldeep Bhui, William Lee

The non-reporting of negative studies results in a scientific record that is incomplete, one-sided and misleading. The consequences of this range from inappropriate initiation of further studies that might put participants at unnecessary risk to treatment guidelines that may be in error, thus compromising day-to-day clinical practice.

不报告负面研究会导致科学记录不完整、片面和误导。这样做的后果包括:不适当地启动进一步的研究,可能会给参与者带来不必要的风险;治疗指南可能有误,从而影响日常的临床实践。
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引用次数: 0
Features of immunometabolic depression as predictors of antidepressant treatment outcomes: pooled analysis of four clinical trials. 作为抗抑郁治疗结果预测因素的免疫代谢性抑郁症特征:四项临床试验的汇总分析。
IF 10.5 1区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.1192/bjp.2023.148
Sarah R Vreijling, Cherise R Chin Fatt, Leanne M Williams, Alan F Schatzberg, Tim Usherwood, Charles B Nemeroff, A John Rush, Rudolf Uher, Katherine J Aitchison, Ole Köhler-Forsberg, Marcella Rietschel, Madhukar H Trivedi, Manish K Jha, Brenda W J H Penninx, Aartjan T F Beekman, Rick Jansen, Femke Lamers

Background: Profiling patients on a proposed 'immunometabolic depression' (IMD) dimension, described as a cluster of atypical depressive symptoms related to energy regulation and immunometabolic dysregulations, may optimise personalised treatment.

Aims: To test the hypothesis that baseline IMD features predict poorer treatment outcomes with antidepressants.

Method: Data on 2551 individuals with depression across the iSPOT-D (n = 967), CO-MED (n = 665), GENDEP (n = 773) and EMBARC (n = 146) clinical trials were used. Predictors included baseline severity of atypical energy-related symptoms (AES), body mass index (BMI) and C-reactive protein levels (CRP, three trials only) separately and aggregated into an IMD index. Mixed models on the primary outcome (change in depressive symptom severity) and logistic regressions on secondary outcomes (response and remission) were conducted for the individual trial data-sets and pooled using random-effects meta-analyses.

Results: Although AES severity and BMI did not predict changes in depressive symptom severity, higher baseline CRP predicted smaller reductions in depressive symptoms (n = 376, βpooled = 0.06, P = 0.049, 95% CI 0.0001-0.12, I2 = 3.61%); this was also found for an IMD index combining these features (n = 372, βpooled = 0.12, s.e. = 0.12, P = 0.031, 95% CI 0.01-0.22, I2= 23.91%), with a higher - but still small - effect size compared with CRP. Confining analyses to selective serotonin reuptake inhibitor users indicated larger effects of CRP (βpooled = 0.16) and the IMD index (βpooled = 0.20). Baseline IMD features, both separately and combined, did not predict response or remission.

Conclusions: Depressive symptoms of people with more IMD features improved less when treated with antidepressants. However, clinical relevance is limited owing to small effect sizes in inconsistent associations. Whether these patients would benefit more from treatments targeting immunometabolic pathways remains to be investigated.

背景:根据提出的 "免疫代谢性抑郁症"(IMD)维度对患者进行分析,该维度被描述为一组与能量调节和免疫代谢失调有关的非典型抑郁症状,可优化个性化治疗:方法:使用 iSPOT-D(967 人)、CO-MED(665 人)、GENDEP(773 人)和 EMBARC(146 人)临床试验中 2551 名抑郁症患者的数据。预测因素包括非典型能量相关症状(AES)的基线严重程度、体重指数(BMI)和C反应蛋白水平(CRP,仅三项试验),分别汇总为IMD指数。对单个试验数据集进行了主要结果(抑郁症状严重程度的变化)混合模型和次要结果(反应和缓解)逻辑回归,并使用随机效应荟萃分析进行了汇总:虽然 AES 严重程度和体重指数不能预测抑郁症状严重程度的变化,但较高的基线 CRP 预测抑郁症状的减轻程度较小(n = 376,βpooled = 0.06,P = 0.049,95% CI 0.0001-0.12,I2 = 3.61%);结合这些特征的 IMD 指数也是如此(n = 372,βpooled = 0.12,s.e. = 0.12,P = 0.031,95% CI 0.01-0.22,I2= 23.91%),与 CRP 相比,效应大小更高,但仍然很小。对选择性5-羟色胺再摄取抑制剂使用者的分析表明,CRP(βpooled = 0.16)和IMD指数(βpooled = 0.20)的影响更大。IMD指数的基线特征,无论是单独还是合并,都不能预测反应或缓解:结论:在使用抗抑郁药物治疗时,IMD特征较多的患者抑郁症状改善较少。结论:IMD特征较多的患者在接受抗抑郁药物治疗后,抑郁症状改善较少,但由于相关性不一致且效应较小,因此临床意义有限。这些患者是否会从针对免疫代谢途径的治疗中获益更多,还有待进一步研究。
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引用次数: 0
Treatment with psychostimulants and atomoxetine in people with psychotic disorders: reassessing the risk of clinical deterioration in a real-world setting. 精神兴奋剂和阿托西汀治疗精神障碍患者:在现实环境中重新评估临床恶化的风险。
IF 10.5 1区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.1192/bjp.2023.149
Olivier Corbeil, Sébastien Brodeur, Josiane Courteau, Laurent Béchard, Maxime Huot-Lavoie, Elaine Angelopoulos, Samanta Di Stefano, Erica Marrone, Alain Vanasse, Marie-Josée Fleury, Emmanuel Stip, Alain Lesage, Ridha Joober, Marie-France Demers, Marc-André Roy

Background: Although attention-deficit hyperactivity disorder (ADHD) is often comorbid with schizophrenia spectrum and other psychotic disorders (SZSPD), concerns about an increased risk of psychotic events have limited its treatment with either psychostimulants or atomoxetine.

Aims: To examine whether the risk of hospital admission for psychosis in people with SZSPD was increased during the year following the introduction of such medications compared with the year before.

Method: This was a retrospective cohort study using Quebec (Canada) administrative health registries, including all Quebec residents with a public prescription drug insurance plan and a diagnosis of psychotic disorder, defined by relevant ICD-9 or ICD-10 codes, who initiated either methylphenidate, amphetamines or atomoxetine, between January 2010 and December 2016, in combination with antipsychotic medication. The primary outcome was time to hospital admission for psychosis within 1 year of initiation. State sequence analysis was also used to visualise admission trajectories for psychosis in the year following initiation of these medications, compared with the previous year.

Results: Out of 2219 individuals, 1589 (71.6%) initiated methylphenidate, 339 (15.3%) amphetamines and 291 (13.1%) atomoxetine during the study period. After adjustment, the risk of hospital admission for psychosis was decreased during the 12 months following the introduction of these medications when used in combination with antipsychotics (adjusted HR = 0.36, 95% CI 0.24-0.54; P < 0.0001).

Conclusions: These findings suggest that, in a real-world setting, when used concurrently with antipsychotic medication, methylphenidate, amphetamines and atomoxetine may be safer than generally believed in individuals with psychotic disorders.

背景:尽管注意缺陷多动障碍(ADHD)通常与精神分裂症谱系和其他精神障碍(SZSPD)共病,但对精神病事件风险增加的担忧限制了其使用精神兴奋剂或阿托西汀的治疗。目的:研究SZSPD患者在引入此类药物后的一年内因精神病住院的风险是否比前一年增加。方法:这是一项回顾性队列研究,使用魁北克(加拿大)行政卫生登记处,包括所有魁北克居民,他们有公共处方药保险计划,并被诊断为精神障碍,根据相关ICD-9或ICD-10代码,在2010年1月至2016年12月期间服用哌醋甲酯、安非他明或托莫西汀,联合抗精神病药物。主要观察指标为开始治疗后1年内因精神病住院的时间。状态序列分析也被用于可视化精神病患者在开始使用这些药物后一年的入院轨迹,与前一年相比。结果:在2219人中,1589人(71.6%)在研究期间开始服用哌醋甲酯,339人(15.3%)服用安非他明,291人(13.1%)服用托莫西汀。调整后,在引入这些药物与抗精神病药物联合使用后的12个月内,因精神病住院的风险降低(调整后HR = 0.36, 95% CI 0.24-0.54;P < 0.0001)。结论:这些发现表明,在现实环境中,当与抗精神病药物同时使用时,哌醋甲酯、安非他明和阿托西汀可能比通常认为的精神病患者更安全。
{"title":"Treatment with psychostimulants and atomoxetine in people with psychotic disorders: reassessing the risk of clinical deterioration in a real-world setting.","authors":"Olivier Corbeil, Sébastien Brodeur, Josiane Courteau, Laurent Béchard, Maxime Huot-Lavoie, Elaine Angelopoulos, Samanta Di Stefano, Erica Marrone, Alain Vanasse, Marie-Josée Fleury, Emmanuel Stip, Alain Lesage, Ridha Joober, Marie-France Demers, Marc-André Roy","doi":"10.1192/bjp.2023.149","DOIUrl":"10.1192/bjp.2023.149","url":null,"abstract":"<p><strong>Background: </strong>Although attention-deficit hyperactivity disorder (ADHD) is often comorbid with schizophrenia spectrum and other psychotic disorders (SZSPD), concerns about an increased risk of psychotic events have limited its treatment with either psychostimulants or atomoxetine.</p><p><strong>Aims: </strong>To examine whether the risk of hospital admission for psychosis in people with SZSPD was increased during the year following the introduction of such medications compared with the year before.</p><p><strong>Method: </strong>This was a retrospective cohort study using Quebec (Canada) administrative health registries, including all Quebec residents with a public prescription drug insurance plan and a diagnosis of psychotic disorder, defined by relevant ICD-9 or ICD-10 codes, who initiated either methylphenidate, amphetamines or atomoxetine, between January 2010 and December 2016, in combination with antipsychotic medication. The primary outcome was time to hospital admission for psychosis within 1 year of initiation. State sequence analysis was also used to visualise admission trajectories for psychosis in the year following initiation of these medications, compared with the previous year.</p><p><strong>Results: </strong>Out of 2219 individuals, 1589 (71.6%) initiated methylphenidate, 339 (15.3%) amphetamines and 291 (13.1%) atomoxetine during the study period. After adjustment, the risk of hospital admission for psychosis was decreased during the 12 months following the introduction of these medications when used in combination with antipsychotics (adjusted HR = 0.36, 95% CI 0.24-0.54; <i>P</i> < 0.0001).</p><p><strong>Conclusions: </strong>These findings suggest that, in a real-world setting, when used concurrently with antipsychotic medication, methylphenidate, amphetamines and atomoxetine may be safer than generally believed in individuals with psychotic disorders.</p>","PeriodicalId":9259,"journal":{"name":"British Journal of Psychiatry","volume":null,"pages":null},"PeriodicalIF":10.5,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10884826/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138476828","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Protecting and promoting editorial independence. 保护和促进编辑独立性。
IF 10.5 1区 医学 Q1 Medicine Pub Date : 2024-02-15 DOI: 10.1192/bjp.2024.6
Kamaldeep Bhui, Aileen O'Brien, Rachel Upthegrove, Alexander C Tsai, Mustafa Soomro, Giles Newton-Howes, Matthew R Broome, Andrew Forrester, Patricia Casey, Anne M Doherty, William Lee, Kenneth R Kaufman

We argue that editorial independence, through robust practice of publication ethics and research integrity, promotes good science and prevents bad science. We elucidate the concept of research integrity, and then discuss the dimensions of editorial independence. Best practice guidelines exist, but compliance with these guidelines varies. Therefore, we make recommendations for protecting and strengthening editorial independence.

我们认为,编辑独立通过践行出版伦理和研究诚信,能够促进好科学,防止坏科学。我们阐明了研究诚信的概念,然后讨论了编辑独立性的各个方面。目前已有最佳实践指南,但对这些指南的遵守情况各不相同。因此,我们提出了保护和加强编辑独立性的建议。
{"title":"Protecting and promoting editorial independence.","authors":"Kamaldeep Bhui, Aileen O'Brien, Rachel Upthegrove, Alexander C Tsai, Mustafa Soomro, Giles Newton-Howes, Matthew R Broome, Andrew Forrester, Patricia Casey, Anne M Doherty, William Lee, Kenneth R Kaufman","doi":"10.1192/bjp.2024.6","DOIUrl":"https://doi.org/10.1192/bjp.2024.6","url":null,"abstract":"<p><p>We argue that editorial independence, through robust practice of publication ethics and research integrity, promotes good science and prevents bad science. We elucidate the concept of research integrity, and then discuss the dimensions of editorial independence. Best practice guidelines exist, but compliance with these guidelines varies. Therefore, we make recommendations for protecting and strengthening editorial independence.</p>","PeriodicalId":9259,"journal":{"name":"British Journal of Psychiatry","volume":null,"pages":null},"PeriodicalIF":10.5,"publicationDate":"2024-02-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139734501","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association of hippocampal subfield volumes with prevalence, course and incidence of depressive symptoms: The Maastricht Study. 海马亚区体积与抑郁症状的患病率、病程和发生率的关联:马斯特里赫特研究
IF 8.7 1区 医学 Q1 PSYCHIATRY Pub Date : 2024-02-01 DOI: 10.1192/bjp.2023.143
Jennifer Monereo-Sánchez, Jacobus F A Jansen, Martin P J van Boxtel, Walter H Backes, Sebastian Köhler, Coen D A Stehouwer, David E J Linden, Miranda T Schram

Background: Late-life depression has been associated with volume changes of the hippocampus. However, little is known about its association with specific hippocampal subfields over time.

Aims: We investigated whether hippocampal subfield volumes were associated with prevalence, course and incidence of depressive symptoms.

Method: We extracted 12 hippocampal subfield volumes per hemisphere with FreeSurfer v6.0 using T1-weighted and fluid-attenuated inversion recovery 3T magnetic resonance images. Depressive symptoms were assessed at baseline and annually over 7 years of follow-up (9-item Patient Health Questionnaire). We used negative binominal, logistic, and Cox regression analyses, corrected for multiple comparisons, and adjusted for demographic, cardiovascular and lifestyle factors.

Results: A total of n = 4174 participants were included (mean age 60.0 years, s.d. = 8.6, 51.8% female). Larger right hippocampal fissure volume was associated with prevalent depressive symptoms (odds ratio (OR) = 1.26, 95% CI 1.08-1.48). Larger bilateral hippocampal fissure (OR = 1.37-1.40, 95% CI 1.14-1.71), larger right molecular layer (OR = 1.51, 95% CI 1.14-2.00) and smaller right cornu ammonis (CA)3 volumes (OR = 0.61, 95% CI 0.48-0.79) were associated with prevalent depressive symptoms with a chronic course. No associations of hippocampal subfield volumes with incident depressive symptoms were found. Yet, lower left hippocampal amygdala transition area (HATA) volume was associated with incident depressive symptoms with chronic course (hazard ratio = 0.70, 95% CI 0.55-0.89).

Conclusions: Differences in hippocampal fissure, molecular layer and CA volumes might co-occur or follow the onset of depressive symptoms, in particular with a chronic course. Smaller HATA was associated with an increased risk of incident (chronic) depression. Our results could capture a biological foundation for the development of chronic depressive symptoms, and stresses the need to discriminate subtypes of depression to unravel its biological underpinnings.

背景:老年抑郁症与海马体积变化有关。然而,随着时间的推移,人们对它与特定海马子区之间的关系知之甚少。目的:我们研究海马亚区体积是否与抑郁症状的患病率、病程和发生率相关。方法:采用t1加权和流体衰减反演恢复3T磁共振图像,利用FreeSurfer v6.0软件提取每个半球12个海马亚场体积。在基线和7年随访期间每年评估抑郁症状(9项患者健康问卷)。我们使用负二项、logistic和Cox回归分析,对多重比较进行校正,并对人口统计学、心血管和生活方式因素进行调整。结果:共纳入n = 4174名参与者(平均年龄60.0岁,s.d = 8.6, 51.8%为女性)。右侧海马裂体积较大与普遍的抑郁症状相关(优势比(OR) = 1.26, 95% CI 1.08-1.48)。双侧海马裂较大(OR = 1.37 ~ 1.40, 95% CI 1.14 ~ 1.71)、右侧分子层较大(OR = 1.51, 95% CI 1.14 ~ 2.00)和右侧角氨(CA)3体积较小(OR = 0.61, 95% CI 0.48 ~ 0.79)与慢性病程中普遍存在的抑郁症状相关。没有发现海马亚区体积与抑郁症状的关联。然而,左下海马体杏仁核过渡区(HATA)体积与慢性病程的抑郁症状发生率相关(风险比= 0.70,95% CI 0.55-0.89)。结论:海马裂、分子层和CA体积的差异可能同时发生或随抑郁症状的发生而发生,特别是慢性病程。较小的HATA与事件(慢性)抑郁症的风险增加相关。我们的结果可以捕捉到慢性抑郁症状发展的生物学基础,并强调需要区分抑郁症亚型以揭示其生物学基础。
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引用次数: 0
Algorithmic fairness in precision psychiatry: analysis of prediction models in individuals at clinical high risk for psychosis. 精确精神病学中的算法公平性:精神病临床高危个体的预测模型分析。
IF 10.5 1区 医学 Q1 Medicine Pub Date : 2024-02-01 DOI: 10.1192/bjp.2023.141
Derya Şahin, Lana Kambeitz-Ilankovic, Stephen Wood, Dominic Dwyer, Rachel Upthegrove, Raimo Salokangas, Stefan Borgwardt, Paolo Brambilla, Eva Meisenzahl, Stephan Ruhrmann, Frauke Schultze-Lutter, Rebekka Lencer, Alessandro Bertolino, Christos Pantelis, Nikolaos Koutsouleris, Joseph Kambeitz

Background: Computational models offer promising potential for personalised treatment of psychiatric diseases. For their clinical deployment, fairness must be evaluated alongside accuracy. Fairness requires predictive models to not unfairly disadvantage specific demographic groups. Failure to assess model fairness prior to use risks perpetuating healthcare inequalities. Despite its importance, empirical investigation of fairness in predictive models for psychiatry remains scarce.

Aims: To evaluate fairness in prediction models for development of psychosis and functional outcome.

Method: Using data from the PRONIA study, we examined fairness in 13 published models for prediction of transition to psychosis (n = 11) and functional outcome (n = 2) in people at clinical high risk for psychosis or with recent-onset depression. Using accuracy equality, predictive parity, false-positive error rate balance and false-negative error rate balance, we evaluated relevant fairness aspects for the demographic attributes 'gender' and 'educational attainment' and compared them with the fairness of clinicians' judgements.

Results: Our findings indicate systematic bias towards assigning less favourable outcomes to individuals with lower educational attainment in both prediction models and clinicians' judgements, resulting in higher false-positive rates in 7 of 11 models for transition to psychosis. Interestingly, the bias patterns observed in algorithmic predictions were not significantly more pronounced than those in clinicians' predictions.

Conclusions: Educational bias was present in algorithmic and clinicians' predictions, assuming more favourable outcomes for individuals with higher educational level (years of education). This bias might lead to increased stigma and psychosocial burden in patients with lower educational attainment and suboptimal psychosis prevention in those with higher educational attainment.

背景:计算模型为精神疾病的个性化治疗提供了很有前景的潜力。对于他们的临床部署,必须在评估准确性的同时评估公平性。公平性要求预测模型不会对特定人口群体造成不公平的不利影响。在使用之前未能评估模型的公平性有可能使医疗保健不平等现象长期存在。尽管它很重要,但对精神病学预测模型中公平性的实证研究仍然很少。目的:评估精神病发展和功能结果预测模型的公平性。方法:使用PRONIA研究的数据,我们在13个已发表的模型中检验了预测精神病临床高危人群或近期抑郁症患者向精神病转变(n=11)和功能结果(n=2)的公平性。使用准确性平等、预测性平价、假阳性错误率平衡和假阴性错误率平衡,我们评估了人口统计学属性“性别”和“教育程度”的相关公平性方面,并将其与临床医生判断的公平性进行了比较。结果:我们的研究结果表明,在预测模型和临床医生的判断中,系统偏向于将不太好的结果分配给受教育程度较低的个体,导致11个向精神病过渡的模型中有7个模型的假阳性率较高。有趣的是,在算法预测中观察到的偏差模式并不比临床医生的预测更明显。结论:算法和临床医生的预测中存在教育偏见,假设教育水平较高(受教育年限)的人的结果更有利。这种偏见可能会导致受教育程度较低的患者的耻辱感和心理社会负担增加,而受教育程度较高的患者的精神病预防效果不佳。
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引用次数: 0
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British Journal of Psychiatry
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