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Comparative diagnostic performance of artificial intelligence models in structural MRI for schizophrenia: A systematic review and meta-analysis 人工智能模型在精神分裂症结构MRI诊断中的比较表现:系统回顾和荟萃分析
IF 4.5 4区 医学 Q1 PSYCHIATRY Pub Date : 2025-11-04 DOI: 10.1016/j.ajp.2025.104759
Martin Kotochinsky , Pandora Eloa Oliveira Fonseca , Veronica Ramirez Lopera , Laura Mora , Wellgner Fernandes Oliveira Amador , Eduardo Cesar Teixeira Sirena , Felipe Bandeira de Melo Guimarães , Delfina Lahitou Herlyn , Nima Norbu Sherpa , Andrea Gonzalez Lezana , Thales Pardini Fagundes

Introduction

Timely diagnosis of schizophrenia is essential to ensure prompt treatment initiation and adherence. Structural magnetic resonance imaging (sMRI), when combined with artificial intelligence (AI), offers a promising avenue to enhance diagnostic accuracy. However, its performance and clinical use is a matter of debate.

Methods

PubMed, Embase, and Cochrane databases were searched for studies using AI models with sMRI to diagnose schizophrenia in adults. Eligible models encompass traditional machine learning methods and deep learning (DL) architectures, utilizing diverse neuroanatomical inputs, including gray matter (GM) features and whole-brain (WB) structural data. The outcomes of interest were diagnostic performance metrics as: sensitivity (SE), specificity (SP), area under the curve (AUC).

Results

A total of 16 studies were included, comprising 3601 participants. Overall pooled SE and SP were 0.76 (95 % CI: 0.71–0.80) and 0.78 (95 % CI: 0.73–0.82), respectively. When compared, DL models outperformed Support Vector Machine (SVM), achieving higher SP of 0.83 (95 % CI: 0.80–0.86) vs. 0.78 (95 % CI: 0.72–0.83), and AUC of 0.892 (95 % CI: 0.81–0.90) vs. 0.782 (95 % CI: 0.70–0.82). WB input models also outperformed GM performance, with SP of 0.86 (95 % CI: 0.78–0.92) vs. 0.80 (95 % CI: 0.73–0.85), and AUC of 0.89 (95 % CI: 0.70–0.93) vs. 0.816 (95 % CI: 0.71–0.84).

Conclusion

AI models using sMRI show promising but provisional diagnostic performance for schizophrenia. Across studies, DL architectures and WB inputs generally achieved higher specificity and AUC than SVM and GM features. Prospective, multi-site external validation cohorts are needed before routine clinical implementation.
及时诊断精神分裂症对于确保及时开始治疗和坚持治疗至关重要。结构磁共振成像(sMRI)与人工智能(AI)相结合,为提高诊断准确性提供了一条有前途的途径。然而,它的性能和临床应用是一个有争议的问题。方法检索spubmed、Embase和Cochrane数据库,检索使用人工智能模型和sMRI诊断成人精神分裂症的研究。合格的模型包括传统的机器学习方法和深度学习(DL)架构,利用不同的神经解剖学输入,包括灰质(GM)特征和全脑(WB)结构数据。感兴趣的结果是诊断性能指标:敏感性(SE),特异性(SP),曲线下面积(AUC)。结果共纳入16项研究,3601名受试者。总体合并SE和SP分别为0.76(95 % CI: 0.71-0.80)和0.78(95 % CI: 0.73-0.82)。相比之下,DL模型优于支持向量机(SVM),实现更高的SP为0.83(95 % CI: 0.80-0.86) vs. 0.78(95 % CI: 0.72-0.83), AUC为0.892(95 % CI: 0.81-0.90) vs. 0.782(95 % CI: 0.70-0.82)。WB输入模型的表现也优于GM, SP为0.86(95 % CI: 0.78-0.92) vs. 0.80(95 % CI: 0.73-0.85), AUC为0.89(95 % CI: 0.70-0.93) vs. 0.816(95 % CI: 0.71-0.84)。结论基于sMRI的人工智能模型对精神分裂症具有初步的诊断价值。在所有研究中,DL架构和WB输入通常比SVM和GM特征具有更高的特异性和AUC。在常规临床实施之前,需要前瞻性、多地点的外部验证队列。
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引用次数: 0
The stability paradox: Why high prediction accuracy does not guarantee reliable feature importance in psychiatric research 稳定性悖论:为什么高预测准确度不能保证可靠特征在精神病学研究中的重要性
IF 4.5 4区 医学 Q1 PSYCHIATRY Pub Date : 2025-11-04 DOI: 10.1016/j.ajp.2025.104762
Yoshiyasu Takefuji
This study examines the critical disconnect between prediction accuracy and feature importance reliability in machine learning applications for psychiatric research. Using a hikikomori dataset with 611 instances, we compared feature selection stability across supervised models (random forest, XGBoost, logistic regression), unsupervised methods (feature agglomeration, highly variable gene selection), and statistical approaches (Spearman correlation). Despite achieving highest classification accuracy (66.20 %), logistic regression exhibited significant instability in feature rankings when the top feature was removed. In contrast, unsupervised methods and statistical approaches demonstrated perfect stability in feature ranking orders. Our findings reveal that supervised models suffer from label-driven instability while unsupervised methods provide more consistent feature importance assessments, suggesting that psychiatric researchers should supplement high-accuracy supervised models with unsupervised approaches for reliable feature interpretation.
本研究探讨了在精神病学研究的机器学习应用中预测准确性和特征重要性可靠性之间的关键脱节。使用具有611个实例的hikikomori数据集,我们比较了有监督模型(随机森林、XGBoost、逻辑回归)、无监督方法(特征集聚、高度可变的基因选择)和统计方法(Spearman相关性)的特征选择稳定性。尽管获得了最高的分类准确率(66.20 %),但当去除最重要的特征时,逻辑回归在特征排名中表现出显著的不稳定性。相比之下,无监督方法和统计方法在特征排序顺序上表现出很好的稳定性。我们的研究结果表明,监督模型存在标签驱动的不稳定性,而非监督方法提供了更一致的特征重要性评估,这表明精神病学研究人员应该用非监督方法补充高精度的监督模型,以获得可靠的特征解释。
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引用次数: 0
Implementing the Asia-Pacific perinatal mental health consensus in Japan: A task-shifting perinatal liaison model 亚太地区围产期心理健康共识在日本的实施:任务转移的围产期联络模式
IF 4.5 4区 医学 Q1 PSYCHIATRY Pub Date : 2025-11-03 DOI: 10.1016/j.ajp.2025.104761
Kyohei Otani, Nobuyasu Imbe, Ryota Shindo, Shogo Kurushima, Kyoko Yamada
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引用次数: 0
Hair-pulling since toddlerhood: A rare case of very early-onset trichotillomania 幼儿时期开始拔毛:罕见的早发拔毛症病例。
IF 4.5 4区 医学 Q1 PSYCHIATRY Pub Date : 2025-10-31 DOI: 10.1016/j.ajp.2025.104760
Suresh Yuvasree, Kiruthika Asokan, Karthick Subramanian
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引用次数: 0
The adjunctive efficacy of repetitive transcranial magnetic stimulation with non-pharmacological interventions in cognitive disorders: A meta-analysis of randomized sham-controlled trials 重复经颅磁刺激与非药物干预治疗认知障碍的辅助疗效:随机假对照试验的荟萃分析。
IF 4.5 4区 医学 Q1 PSYCHIATRY Pub Date : 2025-10-28 DOI: 10.1016/j.ajp.2025.104758
Mengxia Yang , Zhi Wang , Qian Zhou , Qianqian Zhang , Yaqin Li , Ziqi Wang
<div><h3>Objective</h3><div>This meta-analysis aimed to systematically evaluate the specific, adjunctive efficacy of repetitive transcranial magnetic stimulation (rTMS) when combined with non-pharmacological interventions-namely, transcranial direct current stimulation (tDCS), Tai Chi, or cognitive training (CT)-in patients with Alzheimer's disease (AD) or mild cognitive impairment (MCI). The goal is to isolate the net therapeutic contribution of rTMS beyond the effects of the base interventions alone.</div></div><div><h3>Methods</h3><div>A comprehensive search of Chinese and English databases was conducted from their inception until April 26, 2025. Randomized controlled trials (RCTs) that compared "a non-pharmacological intervention plus active rTMS" versus "the same non-pharmacological intervention plus sham rTMS".This "add-on" study design was selected to precisely isolate the effect of rTMS. The risk of bias was assessed using the PEDro scale and Cochrane tools. Statistical analyses were performed using Review Manager 5.4 software.</div></div><div><h3>Results</h3><div>9 studies involving 391 participants were included. The pooled analysis revealed that the adjunctive use of rTMS was significantly superior to the sham control in improving global cognitive function at the immediate post-treatment assessment (SMD=0.38, 95 %CI[0.20,0.56], <em>P</em> < .001, n = 9). This benefit was consistent across the MMSE (SMD=0.38, n = 6), MoCA (SMD=0.37, n = 2), and ADAS-cog (SMD=0.39, n = 3) scores. Subgroup analysis suggested that the rTMS-tDCS combination might offer a short-term advantage in improving MMSE scores (MD=4.67, <em>P</em> = .008). Furthermore, the adjunctive effect of rTMS was sustained, as particularly evidenced by the ADAS-cog at follow-up (SMD=0.74, <em>P</em> = .02). The pooled analysis indicated that rTMS combined with non-pharmacological therapy demonstrated a short-term, sustained (4–8weeks) improvement in global cognitive function (SMD=0.34, 95 % CI[0.07, 0.60], <em>P</em> = .01). Subgroup analysis revealed that this sustained benefit reached statistical significance on the ADAS-cog scale (SMD = 0.41, 95 %CI[0.01, 0.81], <em>P</em> = .04) but showed a non-significant positive trend on the MMSE (SMD=0.26, 95 %CI[-0.19, 0.72], <em>P</em> = .26). However, a key limitation was that most studies did not systematically report outcomes related to activities of daily living or behavioral function.</div></div><div><h3>Conclusion</h3><div>The evidence indicates that rTMS as an adjunct to non-pharmacological interventions provides a significant specific effect on global cognitive function in patients with AD and MCI shortly after treatment, which may be sustained in the short-term. However, long-term follow-up data are extremely limited, and the effect on activities of daily living remains to be validated. The combination of rTMS and tDCS shows promise,but conclusions are constrained by the small number of studies,limited sample sizes,and het
目的:本荟萃分析旨在系统评估重复经颅磁刺激(rTMS)与非药物干预(即经颅直流电刺激(tDCS)、太极或认知训练(CT))联合治疗阿尔茨海默病(AD)或轻度认知障碍(MCI)患者的特异性辅助疗效。目的是分离出rTMS的净治疗贡献,而不仅仅是基础干预的影响。方法:全面检索自建库至2025年4月26日的中英文数据库。随机对照试验(rct)比较了“非药物干预加活性rTMS”与“相同的非药物干预加假rTMS”。选择这种“附加”研究设计是为了精确地分离rTMS的影响。使用PEDro量表和Cochrane工具评估偏倚风险。使用Review Manager 5.4软件进行统计分析。结果:纳入9项研究,涉及391名受试者。综合分析显示,在治疗后立即评估时,rTMS辅助使用在改善整体认知功能方面明显优于假对照组(SMD=0.38, 95 %CI[0.20,0.56], P )。结论:有证据表明,rTMS作为非药物干预的辅助使用,在治疗后短期内对AD和MCI患者的整体认知功能有显著的特异性影响,并可能在短期内持续。然而,长期随访数据极为有限,对日常生活活动的影响仍有待验证。rTMS和tDCS的结合显示出希望,但由于研究数量少、样本量有限以及干预方案的异质性,结论受到限制。未来有必要进行大规模的研究,包括长期、标准化的随访和日常生活能力评估,以确认rTMS作为一种辅助治疗的具体临床价值。
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引用次数: 0
Longitudinal trajectories of neuropsychological functions of MCI subtypes in population-based cohort of older adults 老年人群MCI亚型神经心理功能的纵向轨迹
IF 4.5 4区 医学 Q1 PSYCHIATRY Pub Date : 2025-10-28 DOI: 10.1016/j.ajp.2025.104757
Xianxian Long , Zeyun Zhang , Shuqin Wen , Luhui Mo , Jianlin Lin , Mingming Xu , for the Alzheimer’s Disease Neuroimaging Initiative (ADNI)

Objectives

To identify different mild cognitive impairment (MCI) subtypes depending on overall cognitive function and daily function, and then describe the complex changes of neuropsychological functions in MCI subtypes over time.

Methods

815 MCI participants were recruited from the Alzheimer’s Disease Neuroimaging Initiative (ADNI) at baseline. Data-driven MCI subtypes were obtained on the basis of group-based multi-trajectory modeling (GBMTM) to analyze longitudinal trajectory changes in overall cognitive function and daily function. Neuropsychological functions were characterized in terms of longitudinal trajectory changes by linear mixed models.

Results

This study included MCI subjects with an average age of 73.71 ± 6.85 years (range: 60–91 years), of whom 77.7 % were married. Three data-driven subtypes of MCI were obtained through the GBMTM modeling, defined as the “Rapid cognitive decline group” (RCD, 15.5 %), the “Slow cognitive decline group” (SCD, 34.4 %), and the “No cognitive decline group” (NCD, 50.1 %). The RCD individuals had the greatest mean age (75.22 years) at baseline, the most APOE ε4 carriage (66.4 %), the highest dementia conversion rates (89.6 %) and the shortest time to dementia progression (10.41 months). Importantly, the fastest changes in neuropsychological function trajectories were observed in the RCD subtype during the first 36 months, with attention declining the fastest, followed by visuospatial function, whereas the slowest changes were detected in the NCD subtype.

Conclusion

MCI subjects may produce finer-grained cognitive subtypes with unique longitudinal neuropsychological function declines. Identifying the above may improve prediction of clinical course, which has important implications for providing more accurate risk assessment for MCI individuals.
目的探讨轻度认知障碍患者在整体认知功能和日常功能方面的不同亚型,并描述轻度认知障碍患者神经心理功能随时间的复杂变化。方法815名MCI参与者在基线时从阿尔茨海默病神经影像学倡议(ADNI)中招募。基于分组多轨迹建模(GBMTM)获得数据驱动的MCI亚型,分析整体认知功能和日常功能的纵向轨迹变化。采用线性混合模型表征神经心理功能的纵向轨迹变化。结果MCI患者平均年龄为73.71 ± 6.85岁(60 ~ 91岁),其中77.7% %为已婚。通过GBMTM建模得到了三个数据驱动的MCI亚型,分别定义为“快速认知衰退组”(RCD, 15.5 %)、“缓慢认知衰退组”(SCD, 34.4 %)和“无认知衰退组”(NCD, 50.1 %)。RCD患者基线平均年龄最高(75.22岁),APOE ε4携带率最高(66.4 %),痴呆转归率最高(89.6 %),痴呆进展时间最短(10.41个月)。重要的是,在前36个月内,RCD亚型的神经心理功能轨迹变化最快,注意力下降最快,其次是视觉空间功能,而NCD亚型的变化最慢。结论mci患者可产生细粒度的认知亚型,并具有独特的纵向神经心理功能衰退。识别上述因素可以改善临床病程的预测,这对于为MCI个体提供更准确的风险评估具有重要意义。
{"title":"Longitudinal trajectories of neuropsychological functions of MCI subtypes in population-based cohort of older adults","authors":"Xianxian Long ,&nbsp;Zeyun Zhang ,&nbsp;Shuqin Wen ,&nbsp;Luhui Mo ,&nbsp;Jianlin Lin ,&nbsp;Mingming Xu ,&nbsp;for the Alzheimer’s Disease Neuroimaging Initiative (ADNI)","doi":"10.1016/j.ajp.2025.104757","DOIUrl":"10.1016/j.ajp.2025.104757","url":null,"abstract":"<div><h3>Objectives</h3><div>To identify different mild cognitive impairment (MCI) subtypes depending on overall cognitive function and daily function, and then describe the complex changes of neuropsychological functions in MCI subtypes over time.</div></div><div><h3>Methods</h3><div>815 MCI participants were recruited from the Alzheimer’s Disease Neuroimaging Initiative (ADNI) at baseline. Data-driven MCI subtypes were obtained on the basis of group-based multi-trajectory modeling (GBMTM) to analyze longitudinal trajectory changes in overall cognitive function and daily function. Neuropsychological functions were characterized in terms of longitudinal trajectory changes by linear mixed models.</div></div><div><h3>Results</h3><div>This study included MCI subjects with an average age of 73.71 ± 6.85 years (range: 60–91 years), of whom 77.7 % were married. Three data-driven subtypes of MCI were obtained through the GBMTM modeling, defined as the “Rapid cognitive decline group” (RCD, 15.5 %), the “Slow cognitive decline group” (SCD, 34.4 %), and the “No cognitive decline group” (NCD, 50.1 %). The RCD individuals had the greatest mean age (75.22 years) at baseline, the most APOE ε4 carriage (66.4 %), the highest dementia conversion rates (89.6 %) and the shortest time to dementia progression (10.41 months). Importantly, the fastest changes in neuropsychological function trajectories were observed in the RCD subtype during the first 36 months, with attention declining the fastest, followed by visuospatial function, whereas the slowest changes were detected in the NCD subtype.</div></div><div><h3>Conclusion</h3><div>MCI subjects may produce finer-grained cognitive subtypes with unique longitudinal neuropsychological function declines. Identifying the above may improve prediction of clinical course, which has important implications for providing more accurate risk assessment for MCI individuals.</div></div>","PeriodicalId":8543,"journal":{"name":"Asian journal of psychiatry","volume":"114 ","pages":"Article 104757"},"PeriodicalIF":4.5,"publicationDate":"2025-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145464344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
The nature and correlates of childhood trauma in individuals at clinical-high risk (CHR) for psychosis: A cross-country study in Brazil, China and Turkey 精神病临床高危(CHR)个体的童年创伤的性质和相关因素:一项在巴西、中国和土耳其进行的跨国研究
IF 4.5 4区 医学 Q1 PSYCHIATRY Pub Date : 2025-10-28 DOI: 10.1016/j.ajp.2025.104747
Ana Caroline Lopes-Rocha , Cailan Hou , Feten Fekih-Romdhane , Ezgi Ince Guliyev , Alp Uçok , Alexandre Andrade Loch

Background

The clinical high-risk (CHR) state for psychosis has been extensively studied in psychiatry. However, there remain significant gaps in the literature concerning populations in low- and middle-income countries. This is especially relevant given the sociocultural factors that influence the development of psychosis, such as childhood trauma. The present study aims to explore sociodemographic characteristics and childhood trauma among CHR individuals from Brazil, China, and Turkey, as well as to examine differences between CHR individuals and healthy controls across these countries combined.

Methods

A cross-cultural sample of 253 CHR individuals and 281 healthy controls from Brazil, China, and Turkey was assessed using standardized interviews (SIPS or CAARMS) and the Childhood Trauma Questionnaire-Short Form (CTQ-SF). Sociodemographic data and CTQ scores were compared across CHR individuals from each country, and between the combined CHR group and healthy controls, to examine how childhood trauma and sociodemographic factors differ between groups.

Results

CHR individuals showed significantly higher levels of childhood trauma compared to controls across nearly all trauma types, except physical neglect. Cross-country comparisons revealed notable differences: Brazilian CHR subjects had higher levels of physical abuse, emotional abuse and neglect, while Chinese CHR individuals reported more emotional neglect and physical abuse.

Conclusion

Childhood trauma is highly prevalent among CHR individuals in LAMIC and varies significantly across countries, likely reflecting sociocultural differences. These findings emphasize the importance of considering cultural context in the assessment and intervention of early psychosis risk, particularly in underrepresented regions.
背景:精神病学对精神病的临床高危状态进行了广泛的研究。然而,关于低收入和中等收入国家人口的文献仍然存在重大差距。考虑到影响精神病发展的社会文化因素,如童年创伤,这一点尤其重要。本研究旨在探讨来自巴西、中国和土耳其的CHR个体的社会人口学特征和童年创伤,并检查这些国家的CHR个体和健康对照之间的差异。方法:采用标准化访谈(SIPS或CAARMS)和儿童创伤简短问卷(CTQ-SF)对来自巴西、中国和土耳其的253名CHR个体和281名健康对照进行评估。社会人口学数据和CTQ评分在每个国家的CHR个体之间进行比较,并在合并CHR组和健康对照组之间进行比较,以检查儿童创伤和社会人口学因素在各组之间的差异。结果:与对照组相比,CHR个体在几乎所有创伤类型中都表现出明显更高的儿童创伤水平,除了身体忽视。跨国比较显示出显著差异:巴西CHR受试者存在较高的身体虐待、情感虐待和忽视水平,而中国CHR受试者存在较高的情感忽视和身体虐待水平。结论:童年创伤在LAMIC的CHR个体中非常普遍,并且在不同国家差异很大,可能反映了社会文化差异。这些发现强调了在早期精神病风险评估和干预中考虑文化背景的重要性,特别是在代表性不足的地区。
{"title":"The nature and correlates of childhood trauma in individuals at clinical-high risk (CHR) for psychosis: A cross-country study in Brazil, China and Turkey","authors":"Ana Caroline Lopes-Rocha ,&nbsp;Cailan Hou ,&nbsp;Feten Fekih-Romdhane ,&nbsp;Ezgi Ince Guliyev ,&nbsp;Alp Uçok ,&nbsp;Alexandre Andrade Loch","doi":"10.1016/j.ajp.2025.104747","DOIUrl":"10.1016/j.ajp.2025.104747","url":null,"abstract":"<div><h3>Background</h3><div>The clinical high-risk (CHR) state for psychosis has been extensively studied in psychiatry. However, there remain significant gaps in the literature concerning populations in low- and middle-income countries. This is especially relevant given the sociocultural factors that influence the development of psychosis, such as childhood trauma. The present study aims to explore sociodemographic characteristics and childhood trauma among CHR individuals from Brazil, China, and Turkey, as well as to examine differences between CHR individuals and healthy controls across these countries combined.</div></div><div><h3>Methods</h3><div>A cross-cultural sample of 253 CHR individuals and 281 healthy controls from Brazil, China, and Turkey was assessed using standardized interviews (SIPS or CAARMS) and the Childhood Trauma Questionnaire-Short Form (CTQ-SF). Sociodemographic data and CTQ scores were compared across CHR individuals from each country, and between the combined CHR group and healthy controls, to examine how childhood trauma and sociodemographic factors differ between groups.</div></div><div><h3>Results</h3><div>CHR individuals showed significantly higher levels of childhood trauma compared to controls across nearly all trauma types, except physical neglect. Cross-country comparisons revealed notable differences: Brazilian CHR subjects had higher levels of physical abuse, emotional abuse and neglect, while Chinese CHR individuals reported more emotional neglect and physical abuse.</div></div><div><h3>Conclusion</h3><div>Childhood trauma is highly prevalent among CHR individuals in LAMIC and varies significantly across countries, likely reflecting sociocultural differences. These findings emphasize the importance of considering cultural context in the assessment and intervention of early psychosis risk, particularly in underrepresented regions.</div></div>","PeriodicalId":8543,"journal":{"name":"Asian journal of psychiatry","volume":"114 ","pages":"Article 104747"},"PeriodicalIF":4.5,"publicationDate":"2025-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145450713","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Genetic signatures predict social-cognitive trajectories in ultra-high-risk psychosis: A 24-month longitudinal study 遗传特征预测超高风险精神病的社会认知轨迹:一项为期24个月的纵向研究
IF 4.5 4区 医学 Q1 PSYCHIATRY Pub Date : 2025-10-27 DOI: 10.1016/j.ajp.2025.104749
Zohreh Doborjeh , Alexander Sumich , Oleg N. Medvedev , Khan Buchwald , Maryam Doborjeh , Balkaran Singh , Sugam Budhraja , Alexander Merkin , Max Lam , Jie Yin Yee , Tih-Shih Lee , Wilson Goh , Jimmy Lee , Margaret Williams , Edmund M.-K. Lai , Nikola K. Kasabov

Background

Identifying biomarkers that predict social and cognitive outcomes in individuals at ultra-high risk (UHR) for psychosis remains a key challenge in preventive psychiatry. While genetic factors contribute to psychosis vulnerability, specific markers that predict individual trajectories of functional decline or resilience are still unclear.

Methods

In a 24-month longitudinal study involving UHR (n = 45) and healthy control participants (n = 54), we investigated for the first time the predictive causal relationship between key immunological genes (FABP5 family and immunoglobulins) and social-cognitive outcomes. Participants completed comprehensive assessments at baseline and four 6-month intervals. We used regression modelling and dynamic Bayesian network analysis to identify predictive relationships between gene expression and behavioral outcomes over time.

Results

FABP5 family genes (FABP5P1, FABP5P11, FABP5P9) significantly predicted verbal memory (β = 0.233, p = 0.002); working memory (β = 0.225, p = 0.004), and social skills (β =-0·190, p < 0.029), respectively, at 24 months in the UHR group. Immunoglobulin-related genes showed distinct effects: FCGR2B predicted object recognition ability (β = 0.233, p = 0.014), while GOT2 inversely predicted planning ability (β = -0.147, p = 0.067). Network analysis revealed UHR-specific temporal dependencies absent in controls, with FCGRT emerging as a central node linking genetic markers to changes in processing speed and perceptual closure.

Conclusions

This study provides the first evidence that FABP5 and immunoglobulin-related genetic markers can predict social-cognitive trajectories in individuals at risk for psychosis. These findings support the use of genetic profiling for early identification and highlight new opportunities for personalized preventive strategies in psychiatry.
背景识别预测精神病超高风险(UHR)个体社会和认知结果的生物标志物仍然是预防精神病学的一个关键挑战。虽然遗传因素有助于精神病易感性,但预测个体功能衰退或恢复能力的具体标记仍不清楚。方法对UHR (n = 45)和健康对照(n = 54)进行为期24个月的纵向研究,首次探讨关键免疫基因(FABP5家族和免疫球蛋白)与社会认知结局之间的预测因果关系。参与者在基线和四个6个月间隔完成综合评估。我们使用回归模型和动态贝叶斯网络分析来确定基因表达与行为结果之间的预测关系。结果fabp5家族基因(FABP5P1、FABP5P11、FABP5P9)与言语记忆有显著相关性(β = 0.233, p = 0.002);工作记忆(β = 0.225, p = 0.004)和社交技能(β =- 0.190, p <; 0.029),在24个月时UHR组分别。免疫球蛋白相关基因表现出明显的影响:FCGR2B预测物体识别能力(β = 0.233, p = 0.014),而GOT2预测规划能力(β = -0.147, p = 0.067)。网络分析显示,在对照组中不存在uhr特异性的时间依赖性,FCGRT作为连接遗传标记与处理速度和感知关闭变化的中心节点出现。结论本研究首次提供了FABP5和免疫球蛋白相关遗传标记可以预测精神病风险个体社会认知轨迹的证据。这些发现支持使用基因图谱进行早期识别,并突出了精神病学个性化预防策略的新机会。
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引用次数: 0
Electroconvulsive therapy improves functional connectivity of the frontoparietal network and language network in patients with treatment-resistant depression 电痉挛疗法改善治疗难治性抑郁症患者额顶叶网络和语言网络的功能连通性。
IF 4.5 4区 医学 Q1 PSYCHIATRY Pub Date : 2025-10-26 DOI: 10.1016/j.ajp.2025.104756
Leyi Zhang , Yiding Han , Dongsheng Lv , Ping Yao , Lixia Chen , Yonggui Yuan , Jingping Zhao , Wenbin Guo , Zhiguo Guo , Yangpan Ou
Previous studies have reported abnormal functional connectivity (FC) in patients with treatment-resistant depression (TRD); however, the FC patterns of the frontoparietal network (FPN) and language network (LN) remained unclear. Electroconvulsive therapy (ECT) is regarded as a one of the most effective treatments for patients with TRD. Despite its high efficacy, the underlying mechanisms of ECT remain largely unknown. Seed-based FC analysis was performed using imaging data from 72 patients with TRD (with 52 finishing the follow-up) and 63 healthy controls (HCs) to detect FC patterns of the FPN and LN before and after ECT. Neuroimaging–transcription association analyses were also performed. At baseline, patients with TRD presented decreased FCs within the FPN (inferior frontal gyrus, middle frontal gyrus, and superior frontal gyrus) as well as between the FPN/LN and the somatomotor network (SMN, precentral gyrus, postcentral gyrus, and supplementary motor area) and the default mode network (DMN, supramarginal gyrus and hippocampus). Following ECT, the clinical symptoms of patients showed a significant reduction. There were increased FCs within the FPN (inferior frontal gyrus and superior frontal gyrus), as well as between the FPN/LN and DMN (anterior cingulate cortex, precuneus, and angular gyrus). Genes associated with baseline case–control FC alterations were primarily enriched in ion channel activity and synaptic function. TRD might involve reduced functional integration between higher-order cognitive, sensory, and self-referential systems. The antidepressant effects of ECT may involve modulating FCs within the higher-order cognitive regions and between cognitive and self-referential systems to support emotion and cognitive regulation.
先前的研究报道了难治性抑郁症(TRD)患者的功能连接异常(FC);然而,额顶叶网络(FPN)和语言网络(LN)的FC模式尚不清楚。电休克疗法(ECT)被认为是治疗TRD最有效的方法之一。尽管其疗效很高,但ECT的潜在机制在很大程度上仍然未知。利用72例TRD患者(其中52例完成随访)和63例健康对照(hc)的影像学数据进行基于种子的FC分析,以检测电痉挛前后FPN和LN的FC模式。还进行了神经成像-转录关联分析。在基线时,TRD患者在FPN(额下回、额中回和额上回)内以及FPN/LN与躯体运动网络(SMN、中央前回、中央后回和辅助运动区)和默认模式网络(DMN、边缘上回和海马)之间的FCs减少。经ECT治疗后,患者的临床症状明显减轻。FPN(额下回和额上回)内以及FPN/LN和DMN(前扣带皮层、楔前叶和角回)之间的FCs增加。与基线病例对照FC改变相关的基因主要富集于离子通道活性和突触功能。TRD可能涉及高阶认知系统、感觉系统和自我参照系统之间功能整合的减少。ECT的抗抑郁作用可能涉及调节高阶认知区域和认知与自我参照系统之间的FCs,以支持情绪和认知调节。
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引用次数: 0
Pooled frequency meta-analysis of family-accommodation (FA) in obsessive-compulsive disorder (OCD): A pervasive phenomenon 强迫症(OCD)中家庭适应(FA)的汇总频率荟萃分析:一个普遍现象。
IF 4.5 4区 医学 Q1 PSYCHIATRY Pub Date : 2025-10-25 DOI: 10.1016/j.ajp.2025.104744
Luca Pellegrini , Giovanni Tardivo , Riccardo Zandonella Callegher , Federico Strani , Naomi A. Fineberg , Umberto Albert

Introduction

Family accommodation (FA) in obsessive-compulsive disorder (OCD) refers to caregivers’ involvement in the OCD symptomatology affecting a relative or a loved one. FA has a detrimental impact on caregivers' quality of life. This meta-analysis, for the first time, aims to define pooled estimates of how frequent FA and specific accommodating behaviors are in OCD.

Materials and methods

Our protocol was pre-registered with PROSPERO (CRD42024566821) and we followed PRISMA-guidelines. To be eligible, studies were required to include patients diagnosed with OCD and at least one caregiver, and to include data describing the presence or absence of FA. Meta-analysis of proportions based on random-effects (Der-Simonian-and-Laird-method) was used to derive the pooled estimates.

Results

A total of 39 studies were included in the meta-analysis. FA was found to occur on a monthly and weekly basis in over 90 % of OCD cases, and in nearly 50 % of cases on a daily basis. The most frequent FA behaviors involved providing reassurance and waiting for compulsions completion. No significant associations were found between FA frequency and OCD severity or treatment outcome. Meta-regression analyses showed a positive association between male gender in caregivers and the pooled-rate frequencies of several accommodating behaviors.

Conclusions

Family accommodation is a pervasive and intrinsic feature of OCD, though its presence may not be linked to symptom severity or treatment response. Male figures may be more frequently involved in FA behaviors compared to females. FA could be considered an epiphenomenon and a marker of OCD, and part of its diagnostic framework.
简介:强迫症(OCD)的家庭适应(FA)是指照顾者参与影响亲属或所爱的人的强迫症症状。FA对照顾者的生活质量有不利影响。这项荟萃分析首次旨在定义强迫症中FA和特定适应行为的频率汇总估计。材料和方法:我们的方案在PROSPERO (CRD42024566821)预注册,我们遵循prisma指南。为了符合条件,研究需要包括被诊断为强迫症的患者和至少一名护理人员,并包括描述FA存在或不存在的数据。采用基于随机效应的比例荟萃分析(der - simonan -and- laird -method)得出汇总估计值。结果:meta分析共纳入39项研究。在90% %以上的强迫症病例中,FA每月和每周发生一次,在近50% %的病例中,FA每天发生一次。最常见的FA行为包括提供安慰和等待强迫行为完成。没有发现FA频率与强迫症严重程度或治疗结果之间的显著关联。元回归分析显示,照顾者的男性性别与几种适应行为的汇总频率呈正相关。结论:家庭迁就是强迫症的普遍和内在特征,尽管它的存在可能与症状严重程度或治疗反应无关。与女性相比,男性形象可能更频繁地参与FA行为。FA可以被认为是一种附带现象和强迫症的标志,也是强迫症诊断框架的一部分。
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Asian journal of psychiatry
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