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Willingness to experience unpleasant thoughts, emotions, and bodily sensations at admission does not predict treatment outcome in inpatients with obsessive-compulsive disorder. 入院时是否愿意体验不愉快的想法、情绪和身体感觉并不能预测强迫症住院患者的治疗效果。
Pub Date : 2024-06-06 DOI: 10.1007/s44192-024-00073-6
Eva M Zisler, Adrian Meule, Stefan Koch, Ulrich Voderholzer

Background: Some persons with obsessive-compulsive disorder (OCD) refuse or drop out of treatment because of the aversive nature of exposure and response prevention therapy when they have to face and tolerate unpleasant thoughts, emotions, and bodily sensations. Indeed, one study suggested that a higher willingness to experience unpleasant thoughts, emotions, and bodily sensations (WTE) predicts a better treatment outcome, but this finding has not been replicated yet.

Methods: We examined whether WTE at admission predicted treatment outcome in a sample of 324 inpatients with OCD who received a multimodal treatment that included cognitive-behavioral therapy with exposure and response prevention sessions.

Results: Obsessive-compulsive symptoms (based on OCD-specific self-report questionnaires) decreased with medium-to-large effect sizes (all ps < 0.001) and global functioning (based on therapist ratings) increased with a large effect size (d = 1.3, p < 0.001) from admission to discharge. In contrast to previous findings, however, WTE did not predict treatment outcome (all ps > 0.005). The effect of WTE on treatment outcome remained non-significant when controlling for any comorbidity, age, sex, length of stay, and antidepressant medication and was not moderated by these variables.

Conclusions: Results indicate that higher WTE at the beginning of inpatient treatment does not facilitate improvements in obsessive-compulsive symptoms from admission to discharge. However, they also indicate that lower WTE at the beginning of inpatient treatment does not adversely affect treatment outcome, that is, even patients who indicate that they are unwilling to face the negative experiences associated with exposure and response prevention can still achieve considerable symptom reductions.

背景:一些强迫症(OCD)患者拒绝或放弃治疗,原因是暴露和反应预防疗法会让他们不得不面对和忍受不愉快的想法、情绪和身体感觉。事实上,一项研究表明,更愿意体验不愉快的想法、情绪和身体感觉(WTE)预示着更好的治疗结果,但这一发现尚未得到证实:我们对 324 名住院强迫症患者进行了抽样调查,这些患者接受了包括认知行为疗法、暴露和反应预防课程在内的多模式治疗,我们研究了入院时的 WTE 是否预示着治疗结果:强迫症症状(基于强迫症特异性自我报告问卷)有所减轻,其效应大小为中度到大型(所有 ps 均为 0.005)。在控制了任何合并症、年龄、性别、住院时间和抗抑郁药物治疗后,WTE对治疗结果的影响仍然不显著,并且不受这些变量的调节:结论:研究结果表明,住院治疗开始时较高的 WTE 并不能促进入院至出院期间强迫症状的改善。然而,结果也表明,住院治疗初期较低的WTE并不会对治疗结果产生不利影响,也就是说,即使患者表示不愿意面对与暴露和反应预防相关的负面体验,他们的症状仍然可以得到显著缓解。
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引用次数: 0
Post-traumatic stress disorder symptoms among internally displaced persons: unveiling the impact of the war of Tigray. 境内流离失所者的创伤后应激障碍症状:揭示提格雷战争的影响。
Pub Date : 2024-05-28 DOI: 10.1007/s44192-024-00069-2
Aregawi Gebreyesus, Asqual Gebreslassie Gebremariam, Kokob Gebru Kidanu, Solomon Gidey, Hansa Haftu, Afewerki Tesfahunegn Nigusse, Fiyori Shishay, Liya Mamo

Introduction: Due to the war in Tigray, 2.1 million people (31% of the total population) were internally displaced. Epidemiological evidence shows that the burden of mental health is higher in war/conflict and post-conflict areas of the world compared to non-conflict places, especially for those who have experienced targeted ethnic violence as a result of civil and political unrest. Post-traumatic stress disorder is one of the common psychiatric disorders experienced during war. Thus, this study aimed to assess the level and aggravating factors of PTSD during the war in Tigray.

Methods: A community-based cross-sectional study was conducted among 2132 IDP family heads in Tigray from August 6-30, 2021. Study participants were recruited using a multi-stage sampling technique. Data were collected using a pretested structured questionnaire through face-to-face interviews. The PCL-C checklist, derived from DSM-IV criteria, was used to assess the magnitude of post-traumatic stress disorder. The entered data were exported to the SPSS version 26 statistical package for analysis. Summary statistics were computed, and logistic regression analysis was used to investigate factors associated with developing PTSD.

Results: A total of 2071 IDPs were surveyed with a response rate of 99.7%. The survey revealed that the level of PTSD among community-hosted IDPs was 57.7%; 95% CI 55.5%-59.8%. Older age (> 50) (AOR 3.1, 95% CI 1.497-6.421), primary and secondary school attendance (AOR 2.1, 95% CI 1.344-3.279; and 1.697, 95% CI 1.067-2.7) respectively, internally displaced persons with a family size of > 6 members (AOR 1.821, 95% CI 1.124-2.95), disability due to the war (AOR 1.702, 95% CI 1.077-2.69), and loss of contact with family members (AOR 1.472, 95% CI 1.032-2.099) were significantly associated with PTSD.

Conclusion: The overall level of PTSD among cIDPs was found to be high (57.7%). Almost every other IDP developed this serious mental health syndrome. Immediate psycho-social health intervention is needed by local and international organizations in collaboration with governmental and non-governmental institutions based on the study's findings.

导言:由于提格雷的战争,210 万人(占总人口的 31%)在国内流离失所。流行病学证据表明,与非冲突地区相比,世界上战争/冲突地区和冲突后地区的心理健康负担更重,尤其是那些因内乱和政治动荡而经历过有针对性的种族暴力的人。创伤后应激障碍是战争期间常见的精神疾病之一。因此,本研究旨在评估提格雷地区战争期间创伤后应激障碍的程度和加重因素:方法:2021 年 8 月 6 日至 30 日,对提格雷地区的 2132 名境内流离失所者家庭户主进行了一项基于社区的横断面研究。研究采用多阶段抽样技术招募参与者。通过面对面访谈的方式,使用预先测试过的结构化问卷收集数据。根据 DSM-IV 标准制定的 PCL-C 核对表用于评估创伤后应激障碍的严重程度。输入的数据被导出到 SPSS 26 版统计软件包中进行分析。结果显示,共有 2071 名国内流离失所者患有创伤后应激障碍:共调查了 2071 名国内流离失所者,回复率为 99.7%。调查显示,社区接待的国内流离失所者中,患创伤后应激障碍的比例为 57.7%;95% CI 为 55.5%-59.8%。年龄较大(大于 50 岁)(AOR 3.1,95% CI 1.497-6.421)、小学和中学入学率(AOR 2.1,95% CI 1.344-3.279;和 1.697,95% CI 1.067-2.7)、家庭人口大于 6 人的境内流离失所者(AOR 1.821,95% CI 1.124-2.95)、战争致残(AOR 1.702,95% CI 1.077-2.69)和与家人失去联系(AOR 1.472,95% CI 1.032-2.099)与创伤后应激障碍显著相关:结论:在国内流离失所者中,创伤后应激障碍的总体水平较高(57.7%)。几乎所有其他国内流离失所者都患上了这种严重的心理健康综合症。根据研究结果,当地和国际组织需要与政府和非政府机构合作,立即采取社会心理健康干预措施。
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引用次数: 0
Near-death experiences after cardiac arrest: a scoping review. 心脏骤停后的濒死体验:范围界定综述。
Pub Date : 2024-05-28 DOI: 10.1007/s44192-024-00072-7
Joshua G Kovoor, Sanjana Santhosh, Brandon Stretton, Sheryn Tan, Hasti Gouldooz, Sylviya Moorthy, James Pietris, Christopher Hannemann, Long Kiu Yu, Rhys Johnson, Benjamin A Reddi, Aashray K Gupta, Morganne Wagner, Gregory J Page, Pramesh Kovoor, Tarun Bastiampillai, Ian Maddocks, Seth W Perry, Ma-Li Wong, Julio Licinio, Stephen Bacchi

Background: This scoping review aimed to characterise near-death experiences in the setting of cardiac arrest, a phenomenon that is poorly understood and may have clinical consequences.

Method: PubMed/MEDLINE was searched to 23 July 2023 for prospective studies describing near-death experiences in cardiac arrest. PRISMA-ScR guidelines were adhered to. Qualitative and quantitative data were synthesised. Meta-analysis was precluded due to data heterogeneity.

Results: 60 records were identified, of which 11 studies involving interviews were included from various countries. Sample size ranged from 28-344, and proportion of female patients (when reported) was 0-50%, with mean age (when reported) ranging 54-64 years. Comorbidities and reasons for cardiac arrest were heterogeneously reported. Incidence of near-death experiences in the included studies varied from 6.3% to 39.3%; with variation between in-hospital (6.3-39.3%) versus out-of-hospital (18.9-21.2%) cardiac arrest. Individual variables regarding patient characteristics demonstrated statistically significant association with propensity for near-death experiences. Reported content of near-death experiences tended to reflect the language of the questionnaires used, rather than the true language used by individual study participants. Three studies conducted follow-up, and all suggested a positive life attitude change, however one found significantly higher 30-day all-cause mortality in patients with near-death experiences versus those without, in non-controlled analysis.

Conclusions: From prospective studies that have investigated the phenomenon, near-death experiences may occur in as frequent as over one-third of patients with cardiac arrest. Lasting effects may follow these events, however these could also be confounded by clinical characteristics.

背景:本范围界定综述旨在描述心脏骤停情况下濒死体验的特点,人们对这一现象了解甚少,而且可能会产生临床后果:方法:检索截至 2023 年 7 月 23 日的 PubMed/MEDLINE,寻找描述心脏骤停患者濒死经历的前瞻性研究。研究遵循 PRISMA-ScR 指南。对定性和定量数据进行了综合分析。由于数据存在异质性,因此不进行 Meta 分析:确定了 60 项记录,其中包括来自不同国家的 11 项涉及访谈的研究。样本量从 28-344 例不等,女性患者比例(如有报告)为 0-50%,平均年龄(如有报告)为 54-64 岁。报告的合并症和心脏骤停的原因各不相同。纳入研究的濒死经历发生率从 6.3% 到 39.3% 不等;院内(6.3%-39.3%)与院外(18.9%-21.2%)心脏骤停之间存在差异。有关患者特征的个体变量与濒死体验倾向有显著的统计学关联。濒死体验的报告内容倾向于反映所使用的问卷语言,而不是研究参与者个人使用的真实语言。有三项研究进行了跟踪调查,所有研究都表明患者的生活态度发生了积极变化,但其中一项研究在非对照分析中发现,有濒死体验的患者与没有濒死体验的患者相比,30 天内全因死亡率明显更高:从对这一现象进行调查的前瞻性研究来看,心脏骤停患者中可能有超过三分之一的人经常出现濒死体验。濒死体验可能会产生持久的影响,但这些影响也可能受到临床特征的影响。
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引用次数: 0
Unveiling the patterns: exploring social and clinical characteristics of frequent mental health visits to the emergency department-a comprehensive systematic review. 揭开模式的面纱:探索经常到急诊科就诊的精神疾病患者的社会和临床特征--全面系统回顾。
Pub Date : 2024-05-27 DOI: 10.1007/s44192-024-00070-9
Zhonghao Zhang, Soumitra Das

Background: Frequent presenters (FPs) are a group of individuals who visit the hospital emergency department (ED) frequently for urgent care. Many among the group present with the main diagnosis of mental health conditions. This group of individual tend to use ED resources disproportionally and significantly affects overall healthcare outcomes. No previous reviews have examined the profiles of FPs with mental health conditions.

Aims: This study aims to identify the key socio-demographic and clinical characteristics of patients who frequently present to ED with a mental health primary diagnosis by performing a comprehensive systematic review of the existing literature.

Method: PRISMA guideline was used. PubMed, PsycINFO, Scopus and Web of Science (WOS) were searched in May 2023. A manual search on the reference list of included articles was conducted at the same time. Covidence was used to perform extraction and screening, which were completed independently by two authors. Inclusion and exclusion criteria were defined.

Results: The abstracts of 3341 non-duplicate articles were screened, with 40 full texts assessed for eligibility. 20 studies were included from 2004 to 2022 conducted in 6 countries with a total patient number of 25,688 (52% male, 48% female, mean age 40.7 years old). 27% were unemployed, 20% married, 41% homeless, and 17% had tertiary or above education. 44% had a history of substance abuse or alcohol dependence. The top 3 diagnoses are found to be anxiety disorders (44%), depressive disorders (39%) schizophrenia spectrum and other psychotic disorders (33%).

Conclusion: On average, FPs are middle-aged and equally prevalent in both genders. Current data lacks representation for gender-diverse groups. They are significantly associated with high rates of unemployment, homelessness, lower than average education level, and being single. Anxiety disorder, depressive disorder, and schizophrenia spectrum disorders are the most common clinical diagnoses associated with the group.

背景:经常就诊者(FPs)是经常到医院急诊科(ED)寻求紧急治疗的一群人。其中许多人的主要诊断是精神疾病。这群人往往不成比例地使用急诊室资源,并对整体医疗效果产生重大影响。目的:本研究旨在通过对现有文献进行全面系统的综述,确定经常到急诊科就诊并主要诊断为精神疾病的患者的主要社会人口学和临床特征:方法:采用 PRISMA 指南。在 2023 年 5 月对 PubMed、PsycINFO、Scopus 和 Web of Science (WOS) 进行了检索。同时,还对收录文章的参考文献目录进行了人工检索。Covidence 用于提取和筛选,由两位作者独立完成。界定了纳入和排除标准:对 3341 篇非重复文章的摘要进行了筛选,并对 40 篇全文进行了资格评估。共纳入 2004 年至 2022 年在 6 个国家进行的 20 项研究,患者总人数为 25,688 人(52% 为男性,48% 为女性,平均年龄为 40.7 岁)。27%的患者失业,20%已婚,41%无家可归,17%受过高等教育或以上。44%的人有药物滥用或酒精依赖史。前 3 项诊断为焦虑症(44%)、抑郁症(39%)、精神分裂症谱和其他精神病性障碍(33%):平均而言,精神病患者为中年人,在两性中同样普遍。目前的数据缺乏不同性别群体的代表性。他们与高失业率、无家可归、教育水平低于平均水平和单身有很大关系。焦虑症、抑郁症和精神分裂症谱系障碍是与该群体相关的最常见临床诊断。
{"title":"Unveiling the patterns: exploring social and clinical characteristics of frequent mental health visits to the emergency department-a comprehensive systematic review.","authors":"Zhonghao Zhang, Soumitra Das","doi":"10.1007/s44192-024-00070-9","DOIUrl":"10.1007/s44192-024-00070-9","url":null,"abstract":"<p><strong>Background: </strong>Frequent presenters (FPs) are a group of individuals who visit the hospital emergency department (ED) frequently for urgent care. Many among the group present with the main diagnosis of mental health conditions. This group of individual tend to use ED resources disproportionally and significantly affects overall healthcare outcomes. No previous reviews have examined the profiles of FPs with mental health conditions.</p><p><strong>Aims: </strong>This study aims to identify the key socio-demographic and clinical characteristics of patients who frequently present to ED with a mental health primary diagnosis by performing a comprehensive systematic review of the existing literature.</p><p><strong>Method: </strong>PRISMA guideline was used. PubMed, PsycINFO, Scopus and Web of Science (WOS) were searched in May 2023. A manual search on the reference list of included articles was conducted at the same time. Covidence was used to perform extraction and screening, which were completed independently by two authors. Inclusion and exclusion criteria were defined.</p><p><strong>Results: </strong>The abstracts of 3341 non-duplicate articles were screened, with 40 full texts assessed for eligibility. 20 studies were included from 2004 to 2022 conducted in 6 countries with a total patient number of 25,688 (52% male, 48% female, mean age 40.7 years old). 27% were unemployed, 20% married, 41% homeless, and 17% had tertiary or above education. 44% had a history of substance abuse or alcohol dependence. The top 3 diagnoses are found to be anxiety disorders (44%), depressive disorders (39%) schizophrenia spectrum and other psychotic disorders (33%).</p><p><strong>Conclusion: </strong>On average, FPs are middle-aged and equally prevalent in both genders. Current data lacks representation for gender-diverse groups. They are significantly associated with high rates of unemployment, homelessness, lower than average education level, and being single. Anxiety disorder, depressive disorder, and schizophrenia spectrum disorders are the most common clinical diagnoses associated with the group.</p>","PeriodicalId":72827,"journal":{"name":"Discover mental health","volume":"4 1","pages":"17"},"PeriodicalIF":0.0,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11130112/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141158900","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Psychological distress, wellbeing and resilience: modelling adolescent mental health profiles during the COVID-19 pandemic. 心理困扰、幸福和复原力:COVID-19 大流行期间青少年心理健康概况模型。
Pub Date : 2024-05-23 DOI: 10.1007/s44192-024-00071-8
Sarah Butter, Mark Shevlin, Jilly Gibson-Miller, Orla McBride, Todd K Hartman, Richard P Bentall, Kate Bennett, Jamie Murphy, Liam Mason, Anton P Martinez, Liat Levita

There has been concern about adolescent mental health during the pandemic. The current study examined adolescent mental health during the initial phase of the COVID-19 pandemic in the UK. Using indicator of psychological distress, wellbeing and resilience, latent profile analysis was used to identify homogeneous mental health groups among young people aged 13-24 (N = 1971). Multinomial logistic regression was then used to examine which sociodemographic and psychosocial variables predicted latent class membership. Four classes were found. The largest class (Class 1, 37.2%) was characterised by moderate symptomology and moderate wellbeing. Class 2 (34.2%) was characterised by low symptomology and high wellbeing, while Class 3 (25.4%) was characterised by moderate symptomology and high wellbeing. Finally, Class 4 was the smallest (3.2%) and was characterised by high symptomology and low wellbeing. Compared to the low symptomology, high wellbeing class, all other classes were associated with less social engagement with friends, poorer family functioning, greater somatic symptoms, and a less positive model of self. A number of unique associations between the classes and predictor variables were identified. Although around two-thirds of adolescents reported moderate-to-high symptomology, most of these individuals also reported concurrent moderate-to-high levels of wellbeing, reflecting resilience. Furthermore, these findings demonstrate how a more comprehensive picture of mental health can be gained through adopting a dual-continua conceptualisation of mental health that incorporates both pathology and well-being. In this way, at-risk youth can be identified and interventions and resources targeted appropriately.

大流行期间的青少年心理健康问题一直备受关注。本研究对英国 COVID-19 大流行初期的青少年心理健康进行了调查。利用心理困扰、幸福感和复原力指标,采用潜在特征分析在 13-24 岁的青少年(N = 1971)中确定同质心理健康群体。然后使用多项式逻辑回归来研究哪些社会人口和社会心理变量可以预测潜在的群体成员。结果发现有四个类别。最大的一类(1 类,37.2%)的特点是症状和健康状况适中。第 2 类(34.2%)的特征是低症状和高幸福感,而第 3 类(25.4%)的特征是中等症状和高幸福感。最后,第 4 类患者最少(3.2%),症状较重,健康状况较差。与低症状、高幸福感类别相比,所有其他类别都与较少与朋友交往、较差的家庭功能、较多的躯体症状和较不积极的自我模式有关。研究还发现,各等级与预测变量之间存在一些独特的关联。虽然约有三分之二的青少年报告了中度至高度的症状,但其中大多数人同时也报告了中度至高度的幸福感,这反映了他们的复原力。此外,这些研究结果还表明,通过采用包含病理和幸福感的双重心理健康概念,可以更全面地了解心理健康。这样,就可以识别高危青少年,并有针对性地采取适当的干预措施和资源。
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引用次数: 0
Key actors in behavioral health services availability and accessibility research: a scoping review bibliometric analysis. 行为健康服务可用性和可及性研究的主要参与者:范围审查文献计量分析。
Pub Date : 2024-05-03 DOI: 10.1007/s44192-024-00068-3
Cole Hooley, Danielle R Adams, Wai Yan Ng, Carrie L E Wendt, Cory B Dennis

This bibliometric review aims to identify key actors in the behavioral health services availability/accessibility literature. Coalescing information about these actors could support subsequent research efforts to improve the availability and accessibility of behavioral health services. The authors used a scoping review method and a bibliometric approach. The articles came from Medline, Embase, Web of Science, CINAHL, and PsycINFO. Articles were included if they assessed behavioral health service availability or accessibility quantitatively and were written in English. The final sample included 265 articles. Bibliometric data were extracted, coded, and verified. The authors analyzed the data using univariate and social network analyses. Publishing in this area has become more consistent and has grown since 2002. Psychiatric Services and Graduate Theses were the most frequently used publication venues. The National Institute on Drug Abuse, National Institute of Mental Health, and the Veterans Administration funded the most research. The most frequently used keyword was "health services accessibility." The findings suggest that this literature is growing. There are a few clusters of researchers in this area. Government organizations primarily fund this research. The paper and supplementary materials list the top researchers, publication venues, funding sources, and key terms to promote further behavioral health availability/accessibility research.

本文献计量学综述旨在确定行为健康服务可用性/可及性文献中的主要参与者。汇集这些参与者的信息可为后续研究工作提供支持,从而改善行为健康服务的可用性和可及性。作者采用了范围综述法和文献计量法。文章来自 Medline、Embase、Web of Science、CINAHL 和 PsycINFO。如果文章对行为健康服务的可用性或可及性进行了定量评估,且以英语撰写,则会被收录。最终样本包括 265 篇文章。对文献计量数据进行了提取、编码和验证。作者使用单变量和社会网络分析对数据进行了分析。自 2002 年以来,该领域的论文发表越来越稳定,数量也在不断增加。精神病学服务》和《研究生论文》是最常用的发表渠道。国家药物滥用研究所、国家心理健康研究所和退伍军人管理局资助的研究最多。最常使用的关键词是 "医疗服务可及性"。研究结果表明,这方面的文献正在不断增加。该领域的研究人员有几个集群。政府组织主要资助这方面的研究。论文和补充材料列出了顶尖研究人员、发表地点、资金来源和关键术语,以进一步促进行为健康可用性/可及性研究。
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引用次数: 0
Does categorizing scale scores with cutoff points affect hypothesis-testing results? 用临界点对量表分数进行分类是否会影响假设检验结果?
Pub Date : 2024-04-22 DOI: 10.1007/s44192-024-00067-4
U. Sayılı, Esin Siddikoglu, Deniz Turgut, Hamza Emre Arisli, Betul Ceyhan, M. G. Gunver, Sevda Ozel Yildiz, E. Yurtseven, E. Erginoz
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引用次数: 0
The relationship between subjective difficulty in interoceptive processing and accuracy of heartbeat perception in autistic individuals 自闭症患者互感处理的主观困难与心跳感知准确性之间的关系
Pub Date : 2024-04-18 DOI: 10.1007/s44192-024-00065-6
C. Itoi, Yuta Ujiie, Yuuki Ooishi, M. Kashino
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引用次数: 0
Cerebrospinal fluid metabolomes of treatment-resistant depression subtypes and ketamine response: a pilot study 耐药抑郁症亚型的脑脊液代谢组与氯胺酮反应:一项试点研究
Pub Date : 2024-04-17 DOI: 10.1007/s44192-024-00066-5
Jon Berner, Animesh Acharjee
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引用次数: 0
A network of transcriptomic signatures identifies novel comorbidity mechanisms between schizophrenia and somatic disorders. 转录组特征网络确定了精神分裂症与躯体疾病之间的新型合并机制。
Pub Date : 2024-04-04 DOI: 10.1007/s44192-024-00063-8
Youcheng Zhang, Vinay S Bharadhwaj, Alpha T Kodamullil, Carl Herrmann

The clinical burden of mental illness, in particular schizophrenia and bipolar disorder, are driven by frequent chronic courses and increased mortality, as well as the risk for comorbid conditions such as cardiovascular disease and type 2 diabetes. Evidence suggests an overlap of molecular pathways between psychotic disorders and somatic comorbidities. In this study, we developed a computational framework to perform comorbidity modeling via an improved integrative unsupervised machine learning approach based on multi-rank non-negative matrix factorization (mrNMF). Using this procedure, we extracted molecular signatures potentially explaining shared comorbidity mechanisms. For this, 27 case-control microarray transcriptomic datasets across multiple tissues were collected, covering three main categories of conditions including psychotic disorders, cardiovascular diseases and type II diabetes. We addressed the limitation of normal NMF for parameter selection by introducing multi-rank ensembled NMF to identify signatures under various hierarchical levels simultaneously. Analysis of comorbidity signature pairs was performed to identify several potential mechanisms involving activation of inflammatory response auxiliarily interconnecting angiogenesis, oxidative response and GABAergic neuro-action. Overall, we proposed a general cross-cohorts computing workflow for investigating the comorbid pattern across multiple symptoms, applied it to the real-data comorbidity study on schizophrenia, and further discussed the potential for future application of the approach.

精神疾病,尤其是精神分裂症和双相情感障碍,会导致频繁的慢性病程和死亡率上升,以及心血管疾病和 2 型糖尿病等并发症的风险,从而给临床带来沉重负担。有证据表明,精神障碍和躯体合并症之间存在分子通路的重叠。在这项研究中,我们开发了一个计算框架,通过基于多秩非负矩阵因式分解(mrNMF)的改进型综合无监督机器学习方法来进行合并症建模。利用这一方法,我们提取了可能解释共同合并症机制的分子特征。为此,我们收集了 27 个病例对照微阵列转录组数据集,涉及多个组织,涵盖三大类疾病,包括精神障碍、心血管疾病和 II 型糖尿病。针对普通 NMF 在参数选择方面的局限性,我们引入了多秩集合 NMF,以同时识别不同层次下的特征。我们对合并症特征对进行了分析,以确定涉及激活炎症反应的几种潜在机制,这些炎症反应与血管生成、氧化反应和 GABA 能神经作用相互关联。总之,我们提出了一种通用的跨队列计算工作流程,用于研究多种症状的共病模式,并将其应用于精神分裂症的真实数据共病研究,还进一步讨论了该方法未来的应用潜力。
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引用次数: 0
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