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Irregular meal frequency and depressive symptoms: Moderating roles of dietary diversity and breakfast skipping. 不规律的进餐频率和抑郁症状:饮食多样性和不吃早餐的调节作用
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-16 DOI: 10.1016/j.jad.2026.121417
Hyejin Tae, Jeong-Ho Chae

Background: Irregular main-meal consumption frequency may disrupt metabolic and behavioral regulation, factors increasingly linked to affective disorders. However, evidence from nationally representative populations is limited.

Methods: We analyzed data from 21,568 adults in the 2014-2022 Korea National Health and Nutrition Examination Survey. Depressive symptoms were assessed with the PHQ-9. Multivariable logistic regression and restricted cubic spline analyses were conducted, adjusting for sociodemographic, lifestyle, and nutritional factors. Moderation and subgroup analyses examined dietary diversity, breakfast skipping, and lifestyle variables.

Results: Irregular main-meal consumption frequency was associated with higher odds of depressive symptoms (adjusted OR for highest vs. lowest irregularity = 1.55, 95% CI 1.42-1.69, p < 0.001). The association was strongest in those with the lowest dietary diversity, while greater variety buffered adverse effects. Frequent breakfast skipping heightened susceptibility. No higher-order interactions were observed. Subgroup analyses showed stronger associations in men, smokers, and late-night eaters, though these require cautious interpretation.

Limitations: Cross-sectional design, self-reported diet, and unmeasured confounders (stress, medication, sleep) may limit causal inference.

Conclusions: Irregular main-meal consumption frequency was associated with depressive symptoms, moderated by dietary diversity and breakfast habits, highlighting meal pattern regularity as a modifiable nutritional target for prevention.

背景:不规律的主餐消费频率可能会破坏代谢和行为调节,这些因素与情感性障碍的关系越来越密切。然而,来自全国代表性人群的证据是有限的。方法:我们分析了2014-2022年韩国国家健康与营养调查中21568名成年人的数据。用PHQ-9量表评估抑郁症状。进行了多变量logistic回归和限制三次样条分析,调整了社会人口、生活方式和营养因素。适度和亚组分析检查了饮食多样性、不吃早餐和生活方式变量。结果:不规律的主餐消费频率与抑郁症状的高发生率相关(最高与最低不规律的校正OR = 1.55,95% CI 1.42-1.69, p )局限性:横断面设计、自我报告的饮食和未测量的混杂因素(压力、药物、睡眠)可能限制因果推断。结论:不规律的主餐消费频率与抑郁症状相关,并受饮食多样性和早餐习惯的调节,强调膳食模式规律是预防的可调整营养目标。
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引用次数: 0
Psilocybin-assisted cognitive behavioral therapy for major depressive disorder: Results of a pilot trial. 裸盖菇素辅助认知行为治疗重度抑郁症:一项试点试验的结果。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-16 DOI: 10.1016/j.jad.2026.121423
Marc J Weintraub, Jessica K Jeffrey, Megan C Ichinose, R Lindsey Bergman, Benjamin Shapiro, Gregory Barnett, Hewa Artin, Marc Lynn, Anabel Salimian, Shelby Grody, Rahul Ramesh, Lauren Eales, Charles S Grob, David J Miklowitz

Background: Psilocybin with varying degrees of psychotherapy has emerged as a promising treatment for major depressive disorder. Little attention has been paid to the psychotherapy that adjoins the psilocybin. Providing an adjunctive psychotherapy is a manualized, evidence-based therapy may make psilocybin treatment more acceptable and effective. We examined the acceptability, feasibility, and clinical outcomes associated with psilocybin paired with cognitive behavioral therapy (CBT) for major depressive disorder.

Methods: Participants were adults with moderately severe or severe depressive symptoms who were enrolled in psilocybin-assisted CBT (PA-CBT). Treatment consisted of two psilocybin doses (10 mg and 25 mg separated by one month) interspersed with 12 psychotherapy sessions in four months. Participants' depressive symptoms, psychosocial functioning, and cognitive-affective responses were collected at the study's baseline, at the completion of PA-CBT, and at 3-months post-treatment.

Results: Sixteen participants were retained through the 7-month study. PA-CBT was rated as highly acceptable by participants and study clinicians, with no serious adverse events reported. Based on independent assessments, 13 of 16 showed at least moderate (≥ 25%) improvement by 3 months, and 9 had fully remitted. Pre-to-post treatment improvement in depressive symptoms and psychosocial functioning were sustained at a 3-month follow-up (Hedges' gs = 1.9-2.7). Changes in depressive severity during the treatment were associated with improvements in emotion regulation and positive and negative cognitions.

Conclusions: CBT appears to be a feasible, well-accepted, and beneficial adjunct to psilocybin treatment. Future randomized trials are needed to compare the efficacy of PA-CBT with psilocybin-assisted therapy that contains more minimal psychotherapy.

背景:裸盖菇素与不同程度的心理治疗已成为一种有希望的治疗重度抑郁症的方法。很少有人关注与裸盖菇素相关的心理治疗。提供辅助心理治疗是一种手动的、基于证据的治疗,可能使裸盖菇素治疗更容易被接受和有效。我们研究了裸盖菇素与认知行为疗法(CBT)联合治疗重度抑郁症的可接受性、可行性和临床结果。方法:参与者是中度或重度抑郁症状的成年人,他们参加了裸盖菇素辅助CBT (PA-CBT)。治疗包括两个裸盖菇素剂量(10 mg和25 mg,间隔一个月),并在四个月内进行12次心理治疗。在研究基线、PA-CBT完成时和治疗后3个月收集参与者的抑郁症状、社会心理功能和认知情感反应。结果:16名参与者在7个月的研究中被保留下来。PA-CBT被参与者和临床医生评为高度可接受的,没有严重的不良事件报告。根据独立评估,16名患者中有13名在3 个月后表现出至少中度(≥25%)的改善,9名完全缓解。治疗前后抑郁症状和心理社会功能的改善在3个月的随访中持续(Hedges' s = 1.9-2.7)。治疗期间抑郁严重程度的变化与情绪调节和积极和消极认知的改善有关。结论:CBT似乎是一种可行的,被广泛接受的,有益的辅助裸盖菇素治疗。未来的随机试验需要比较PA-CBT与裸盖菇素辅助治疗的疗效,后者包含更少的心理治疗。
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引用次数: 0
Joint effects of exposure to polybrominated diphenyl ethers (PBDEs) and multiple metals on the risk of depression in adults. 暴露于多溴联苯醚(PBDEs)和多种金属对成人抑郁症风险的共同影响。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-16 DOI: 10.1016/j.jad.2026.121450
Peixuan Li, Shuaidan Chang, Shuping Tan, Yiqing Xing, Ziyi Wang, Tao Zhou, Chunxue Yang

Background: Synergistic health risks may arise from co-exposure to polybrominated diphenyl ethers (PBDEs) and metals, yet evidence on their joint associations with depression in adults is limited.

Objectives: We examined individual and joint effects of PBDEs and metals on depression risk in adults.

Methods: Data were drawn from the National Health and Nutrition Examination Survey (NHANES, 2005-2016), and 5872 adults were included in the analysis. Associations between individual PBDEs, five metals (cadmium, lead, mercury, calcium, and iron), and depression were assessed using multivariable logistic regression and Restricted Cubic Splines (RCS). Mixture effects were assessed using Weighted Quantile Sum (WQS) regression and Bayesian Kernel Machine Regression (BKMR).

Results: Higher cadmium exposure was linked to increased depression risk (adjusted odds ratio [adj. OR] = 2.55, 95% confidence interval [CI]: 1.84-3.54), whereas mercury was inversely associated (adj. OR = 0.60, 95% CI: 0.45-0.79). Most PBDE congeners showed no linear associations, though BDE28 exhibited an inverted U-shaped dose-response. The PBDEs mixture alone was not associated with depression risk. In contrast, the joint PBDE-metal mixture was linked to significantly increased depression risk in both WQS and BKMR models, with BDE209, cadmium, and calcium as predominant contributors. In addition, stronger associations were observed among women, non-Hispanic Whites, and individuals with lower body mass index (BMI).

Conclusions: Co-exposure to PBDEs and metals was correlated with higher depression risk in U.S. adults, with susceptible subgroups identified by gender, race, and BMI. These findings underscore the importance of considering joint pollutant effects on mental health and prevention strategies.

背景:多溴联苯醚(PBDEs)和金属的共同暴露可能产生协同健康风险,但它们与成人抑郁症联合关联的证据有限。目的:我们研究了多溴二苯醚和金属对成人抑郁风险的个体和联合影响。方法:数据来源于美国国家健康与营养调查(NHANES, 2005-2016),共纳入5872名成年人。使用多溴二苯醚、五种金属(镉、铅、汞、钙和铁)和抑郁症之间的关联进行了多变量logistic回归和限制性三次样条(RCS)评估。采用加权分位数和(WQS)回归和贝叶斯核机回归(BKMR)评估混合效应。结果:较高的镉暴露与抑郁症风险增加有关(调整优势比[adj. OR] = 2.55,95%可信区间[CI]: 1.84-3.54),而汞呈负相关(adj. OR = 0.60,95% CI: 0.45-0.79)。大多数多溴二苯醚同系物没有线性关联,但BDE28表现出倒u型剂量反应。单独使用多溴二苯醚混合物与抑郁风险无关。相比之下,在WQS和BKMR模型中,联合多溴二苯醚金属混合物与抑郁症风险显著增加有关,其中BDE209、镉和钙是主要因素。此外,在女性、非西班牙裔白人和身体质量指数(BMI)较低的个体中观察到更强的关联。结论:在美国成年人中,多溴二苯醚和金属的共同暴露与更高的抑郁风险相关,易感亚组由性别、种族和BMI确定。这些发现强调了考虑污染物对心理健康和预防策略的联合影响的重要性。
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引用次数: 0
Discriminating between major depressive disorder and bipolar depression: Aberrant EEG microstate dynamics and machine learning classification. 重度抑郁症与双相抑郁症的鉴别:异常脑电图微态动力学与机器学习分类。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-16 DOI: 10.1016/j.jad.2026.121422
Minxi Huang, Lei He, Youjun Huang, Yiran Hou, Jiubo Zhao, Xueling Yang, Shengnan Wei, Li Xue, Junwu Hu, Zhihong Lyu, Xiang Xue, Chang'an A Zhan, You Wang

Background: Major depressive disorder (MDD) and bipolar depression (BD) are common mood disorders with overlapping clinical features, posing significant challenges for accurate diagnosis and effective treatment. Electroencephalography (EEG) microstates reflect transient, quasi-stable patterns of brain activity that index fast, large-scale neural network dynamics and may provide novel insights into the neural abnormalities associated with mood disorders.

Methods: In this study, 210 participants (78 MDD, 45 BD, and 87 healthy controls) completed demographic, clinical, and microstate assessments. Resting-state EEG microstate features were analyzed and used in machine learning models to classify MDD versus BD, MDD versus HCs, and BD versus HCs.

Results: MDD patients showed higher microstate C metrics, lower microstate D metrics, increased transition probabilities from B to C, and reduced transition probabilities between B and D, suggesting enhanced sequential activation from the occipital visual cortex to the default mode network but disrupted sequential activation from the visual cortex to the executive control network. BD patients primarily showed significantly longer microstate B duration, indicating excessive visual network activity. Microstate-based machine learning models showed moderate to good discriminative performance, with Area Under the Curve (AUC) values of 83.4% (MDD versus BD), 86.0% (MDD versus HCs), and 93.3% (BD versus HCs).

Limitations: The modest sample size may restrict generalizability, and refined methodological approaches could further enhance classification performance.

Conclusions: These findings provide preliminary insight into neural alterations in MDD and BD, suggest potential diagnostic relevance of EEG microstates, and may inform future hypothesis-driven research on disorder-specific interventions.

背景:重度抑郁障碍(MDD)和双相抑郁障碍(BD)是常见的具有重叠临床特征的情绪障碍,对其准确诊断和有效治疗提出了重大挑战。脑电图(EEG)的微观状态反映了短暂的、准稳定的大脑活动模式,这些模式可以快速、大规模地反映神经网络的动态,并可能为与情绪障碍相关的神经异常提供新的见解。方法:在这项研究中,210名参与者(78名重度抑郁症,45名重度抑郁症,87名健康对照)完成了人口统计学、临床和微观状态评估。静息状态EEG微状态特征被分析并用于机器学习模型,以分类MDD与BD、MDD与hc、BD与hc。结果:MDD患者表现出较高的微状态C指标,较低的微状态D指标,从B到C的转换概率增加,从B到D的转换概率减少,表明枕部视觉皮层向默认模式网络的顺序激活增强,但视觉皮层向执行控制网络的顺序激活被破坏。BD患者主要表现为微状态B持续时间明显延长,表明视觉网络活动过度。基于微状态的机器学习模型表现出中等到良好的判别性能,曲线下面积(AUC)值分别为83.4% (MDD vs BD)、86.0% (MDD vs hc)和93.3% (BD vs hc)。局限性:适度的样本量可能会限制泛化性,而改进的方法方法可以进一步提高分类性能。结论:这些发现为MDD和BD的神经改变提供了初步的见解,提示了脑电图微状态的潜在诊断相关性,并可能为未来基于假设的疾病特异性干预研究提供信息。
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引用次数: 0
Higher-risk psychiatric and sociodemographic characteristics predicting referral-seeking among college students using the interactive screening program. 使用互动筛选程序预测大学生转诊的高风险精神病学和社会人口学特征。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-16 DOI: 10.1016/j.jad.2026.121449
Ashley M Witmer, Carlos Aguirre, Susanna Lewis, Zoena Howland, Lida King, Susan Han, Mark Dredze, Holly C Wilcox, James Aluri

This study examined whether sociodemographic and higher-risk psychiatric characteristics predicted whether college students sought a referral to mental health care through the American Foundation for Suicide Prevention's Interactive Screening Program (ISP). Using data from 63,407 college students across 58 institutions of higher education from 2009 to 2024, natural language processing (NLP) methods were used to classify student-counselor online message exchanges to determine whether students sought a referral to care, with robust agreement between human coders and the NLP model. Logistic regression models were used to examine the relationships between seeking a referral and higher-risk psychiatric and sociodemographic characteristics of ISP participants. Students were more likely to seek a referral if they had a PHQ-9 score ≥ 10 (aOR: 1.55, 95% CI: 1.44-1.66), were not currently in therapy (aOR: 2.02, 95% CI: 1.80-2.28), reported recent self-harm (aOR: 1.13, 95% CI: 1.00-1.26), recent suicidal ideation (aOR: 1.22, 95% CI: 1.12-1.33), a lifetime suicide attempt (aOR: 1.10, 95% CI: 1.00-1.22), and were aged 25+ (aOR: 1.38, 95% CI: 1.29-1.47). Participants identifying as genderqueer (aOR: 0.70, 95% CI: 0.53-0.91), Hispanic/Latin(x) (aOR: 0.86, 95% CI: 0.78-0.96), and "other" race and ethnicity (aOR: 0.79, 95% CI: 0.63-0.97) were less likely to seek referrals. Findings underscore the ISP's effectiveness in connecting students with significant mental health challenges to care and ability to bridge gaps in care by facilitating connections to appropriate resources. However, disparities in referral-seeking among genderqueer, Hispanic/Latin(x), and participants of "other" races and ethnicities highlight the need for further work to address factors that might discourage help-seeking.

本研究考察了社会人口学和高危精神病学特征是否能预测大学生是否会通过美国自杀预防基金会的互动筛选项目(ISP)寻求心理健康护理。利用2009年至2024年来自58所高等教育机构的63,407名大学生的数据,使用自然语言处理(NLP)方法对学生与咨询师的在线信息交流进行分类,以确定学生是否寻求转诊治疗,人类编码人员与NLP模型之间存在强大的一致性。使用Logistic回归模型检验寻求转诊与ISP参与者的高风险精神病学和社会人口学特征之间的关系。如果学生PHQ-9得分 ≥ 10 (aOR: 1.55, 95% CI: 1.44-1.66),目前没有接受治疗(aOR: 2.02, 95% CI: 1.80-2.28),报告最近有自残(aOR: 1.13, 95% CI: 1.00-1.26),最近有自杀意念(aOR: 1.22, 95% CI: 1.12-1.33),一生有自杀企图(aOR: 1.10, 95% CI: 1.00-1.22),年龄在25岁以上(aOR: 1.38, 95% CI: 1.29-1.47),他们更有可能寻求转诊。性别酷儿(aOR: 0.70, 95% CI: 0.53-0.91)、西班牙裔/拉丁裔(x) (aOR: 0.86, 95% CI: 0.78-0.96)和“其他”种族和民族(aOR: 0.79, 95% CI: 0.63-0.97)的参与者寻求转诊的可能性较小。调查结果强调了互联网服务提供商在将有重大心理健康挑战的学生与护理联系起来方面的有效性,以及通过促进与适当资源的联系来弥合护理差距的能力。然而,性别酷儿、西班牙裔/拉丁裔(x)和“其他”种族和民族的参与者在寻求转诊方面的差异突出了需要进一步的工作来解决可能阻碍寻求帮助的因素。
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引用次数: 0
Maternal and neonatal ICU admissions and postpartum outcomes: A cross-sectional observational study on anxiety, depression, and maternal-infant attachment. 产妇和新生儿ICU入院和产后结局:焦虑、抑郁和母婴依恋的横断面观察研究。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-16 DOI: 10.1016/j.jad.2026.121404
Yucel Yetiskin, Fatma Didem, Sinaci Selcan, Taskum Ibrahim, Komurculer Hatice Eylem, Kurt Aslihan, Turkcuoglu Ilgin

Purpose: Mother or newborn admission to intensive care units (maternal ICU [MICU] or neonatal ICU [NICU]) is one of the most significant sources of psychological stress during the postpartum period. This cross-sectional observational study aimed to evaluate the effect of intensive care exposure on maternal anxiety, depression, and mother-infant attachment.

Methods: Mothers were allocated to four groups according to ICU admission: MICU only (n = 28), NICU only (n = 69), combined MICU + NICU (n = 46), and control (n = 64). All assessments were conducted within the first postpartum week, prior to discharge. Psychological health was assessed using the Beck Anxiety Inventory (BAI), Beck Depression Inventory-II (BDI-II), and Edinburgh Postnatal Depression Scale (EPDS). Mother-infant attachment was assessed using the Maternal Attachment Inventory (MAI). Group comparisons were performed using the Kruskal-Wallis test.

Results: A total of 207 mothers were included. All ICU-exposed groups had significantly higher anxiety, depression, and postpartum depression scores and significantly lower maternal attachment scores compared with controls (all p < 0.001). In the combined MICU + NICU group, all mothers had high anxiety, most had depression, and the majority met criteria for postpartum depression and scored in the lowest MAI scores. This group also had the lowest breastfeeding rate.

Conclusions: Maternal or neonatal ICU admission was strongly associated with substantial postpartum psychological morbidity, with an additive effect observed in the combined MICU + NICU group. Maternal critical illness may be associated with disrupted early maternal-infant bonding in addition to the effects of neonatal illness.

目的:产妇或新生儿入住重症监护病房(maternal ICU [MICU]或neonatal ICU [NICU])是产后最重要的心理压力来源之一。本横断面观察性研究旨在评估重症监护暴露对母亲焦虑、抑郁和母婴依恋的影响。方法:将母亲按入ICU情况分为4组:MICU组(n = 28)、NICU组(n = 69)、MICU + NICU联合组(n = 46)和对照组(n = 64)。所有的评估都是在产后第一周,出院前进行的。采用贝克焦虑量表(BAI)、贝克抑郁量表- ii (BDI-II)和爱丁堡产后抑郁量表(EPDS)进行心理健康评估。采用母体依恋量表(MAI)评估母婴依恋。采用Kruskal-Wallis检验进行组间比较。结果:共纳入207名母亲。与对照组相比,所有ICU暴露组的焦虑、抑郁和产后抑郁评分均显著升高,而母亲依恋评分均显著降低(p均为 )。结论:产妇或新生儿入住ICU与大量产后心理疾病密切相关,在MICU + NICU联合组中观察到叠加效应。除了新生儿疾病的影响外,产妇危重疾病可能与早期母婴关系的破坏有关。
{"title":"Maternal and neonatal ICU admissions and postpartum outcomes: A cross-sectional observational study on anxiety, depression, and maternal-infant attachment.","authors":"Yucel Yetiskin, Fatma Didem, Sinaci Selcan, Taskum Ibrahim, Komurculer Hatice Eylem, Kurt Aslihan, Turkcuoglu Ilgin","doi":"10.1016/j.jad.2026.121404","DOIUrl":"https://doi.org/10.1016/j.jad.2026.121404","url":null,"abstract":"<p><strong>Purpose: </strong>Mother or newborn admission to intensive care units (maternal ICU [MICU] or neonatal ICU [NICU]) is one of the most significant sources of psychological stress during the postpartum period. This cross-sectional observational study aimed to evaluate the effect of intensive care exposure on maternal anxiety, depression, and mother-infant attachment.</p><p><strong>Methods: </strong>Mothers were allocated to four groups according to ICU admission: MICU only (n = 28), NICU only (n = 69), combined MICU + NICU (n = 46), and control (n = 64). All assessments were conducted within the first postpartum week, prior to discharge. Psychological health was assessed using the Beck Anxiety Inventory (BAI), Beck Depression Inventory-II (BDI-II), and Edinburgh Postnatal Depression Scale (EPDS). Mother-infant attachment was assessed using the Maternal Attachment Inventory (MAI). Group comparisons were performed using the Kruskal-Wallis test.</p><p><strong>Results: </strong>A total of 207 mothers were included. All ICU-exposed groups had significantly higher anxiety, depression, and postpartum depression scores and significantly lower maternal attachment scores compared with controls (all p < 0.001). In the combined MICU + NICU group, all mothers had high anxiety, most had depression, and the majority met criteria for postpartum depression and scored in the lowest MAI scores. This group also had the lowest breastfeeding rate.</p><p><strong>Conclusions: </strong>Maternal or neonatal ICU admission was strongly associated with substantial postpartum psychological morbidity, with an additive effect observed in the combined MICU + NICU group. Maternal critical illness may be associated with disrupted early maternal-infant bonding in addition to the effects of neonatal illness.</p>","PeriodicalId":14963,"journal":{"name":"Journal of affective disorders","volume":" ","pages":"121404"},"PeriodicalIF":4.9,"publicationDate":"2026-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146219848","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
MDD-thinker: A reasoning-enhanced large language model for diagnosis of major depressive disorder. mdd思考者:诊断重度抑郁障碍的推理增强大语言模型。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-16 DOI: 10.1016/j.jad.2026.121405
Yuyang Sha, Hongxin Pan, Gang Luo, Caijuan Shi, Wei Chen, Jing Wang, Kefeng Li

Background: Major depressive disorder (MDD) is a leading cause of global disability and poses a substantial public health burden. However, current diagnostic approaches largely rely on subjective assessments and lack the ability to integrate heterogeneous clinical and sociodemographic information. Recent advances in large language models (LLMs) offer new opportunities to support MDD diagnosis through reasoning over complex data, yet their clinical applicability is constrained by challenges related to interpretability, hallucinations, and reliance on synthetic data.

Methods: We propose MDD-Thinker, an LLM-based diagnostic system that integrates supervised fine-tuning (SFT) and reinforcement learning (RL) to enhance reasoning and interpretability under the evaluated conditions. Using the UK Biobank dataset, we constructed 40,000 structured reasoning samples and incorporated an additional 10,000 records from publicly available mental health datasets. MDD-Thinker was trained on these heterogeneous textual data and evaluated against conventional machine learning models, deep learning methods, and representative LLM baselines in terms of diagnostic performance and interpretability.

Results: MDD-Thinker achieved high performance in MDD diagnosis, with an accuracy of 0.8268 and an F1-score of 0.8081, showing better performance than conventional machine learning models, deep learning approaches, and representative LLM baselines on the evaluated dataset. Beyond predictive accuracy, it consistently produced structured reasoning paths that were clinically coherent, enabling transparent interpretation of diagnostic decisions in the evaluated experiments. The integration of SFT and RL contributed to notable improvements in both diagnostic reliability and reasoning quality.

Conclusion: MDD-Thinker demonstrates the potential of reasoning-enhanced LLMs for large-scale MDD diagnosis under the evaluated settings. By jointly optimizing accuracy, interpretability, and efficiency, the proposed system provides a scalable and explainable approach for intelligent psychiatric assessment within the scope of the study, highlighting the potential of reasoning-oriented LLMs in mental health care.

背景:重度抑郁症(MDD)是全球致残的主要原因之一,并构成重大的公共卫生负担。然而,目前的诊断方法主要依赖于主观评估,缺乏整合异质临床和社会人口信息的能力。大型语言模型(llm)的最新进展为通过对复杂数据的推理来支持MDD诊断提供了新的机会,然而它们的临床适用性受到与可解释性、幻觉和对合成数据的依赖相关的挑战的限制。方法:我们提出MDD-Thinker,这是一个基于llm的诊断系统,集成了监督微调(SFT)和强化学习(RL),以增强评估条件下的推理和可解释性。使用英国生物银行数据集,我们构建了40,000个结构化推理样本,并从公开可用的心理健康数据集中合并了另外10,000条记录。MDD-Thinker在这些异构文本数据上进行训练,并根据传统的机器学习模型、深度学习方法和代表性的LLM基线在诊断性能和可解释性方面进行评估。结果:MDD- thinker在MDD诊断方面表现优异,准确率为0.8268,f1得分为0.8081,优于传统的机器学习模型、深度学习方法以及在评估数据集上具有代表性的LLM基线。除了预测的准确性之外,它始终如一地产生结构化的推理路径,这些路径在临床上是连贯的,能够在评估的实验中对诊断决策进行透明的解释。SFT和RL的结合在诊断可靠性和推理质量上都有显著的提高。结论:MDD- thinker显示了在评估环境下推理增强llm用于大规模MDD诊断的潜力。通过共同优化准确性、可解释性和效率,该系统为研究范围内的智能精神病学评估提供了一种可扩展和可解释的方法,突出了以推理为导向的法学硕士在精神卫生保健领域的潜力。
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引用次数: 0
Cardiorespiratory fitness, grip strength and depression symptoms: A Mendelian Randomization study. 心肺健康、握力和抑郁症状:一项孟德尔随机研究
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-16 DOI: 10.1016/j.jad.2026.121437
John Vincent, Snehal M Pinto Pereira, Jane Maddock, Dylan M Williams, Mark Hamer, Jonathan P Roiser, Amy E Taylor

Objective: To assess the impact of cardiorespiratory fitness (CRF) and muscle strength on depression and individual depression symptoms.

Methods: Mendelian randomisation (MR) analysis was conducted in up to 341,326 participants of European ancestry from UK Biobank (aged 37-73 years). Genetic variants from previous genome-wide association studies (GWAS) of CRF and grip strength (to proxy overall muscle strength) were utilised to instrument exposures. A broad depression phenotype based on self-report and hospital records, as well as individual measures of depression symptoms from the Patient Health Questionnaire-9 (PHQ-9) were used as outcomes. Analysis was repeated stratifying by sex and using summary statistics from a major depressive disorder (MDD) GWAS.

Results: There was no clear evidence for association between CRF and any depression outcome. There was robust evidence suggesting greater grip was associated with lower odds of broad depression (OR per 0.1 kg increase in weight adjusted grip: 0.86, 95% CI:0.80,0.93), as well as the PHQ-9 items appetite changes (OR:0.56, 95% CI:0.49,0.65), and anhedonia (OR:0.79, 95% CI:0.69,0.90), a core symptom of depression. There was also some evidence for associations between greater grip and lower odds of depressed mood (OR:0.85, 95% CI:0.74,0.97), psychomotor changes (OR:0.79, 95% CI:0.64,0.97), fatigue (OR:0.83, 95% CI:0.74,0.93) and concentration problems (OR:0.85, 95% CI:0.74,0.98) in the MR-inverse variance weighted analysis. Effects were mostly driven by stronger associations in females and results replicated in the two-sample MR for MDD.

Conclusion: Muscle strength may represent an important modifiable factor for preventing and treating depression and several specific symptoms, including core symptoms such as anhedonia.

目的:探讨心肺适能(CRF)和肌力对抑郁及个体抑郁症状的影响。方法:对来自UK Biobank的341,326名欧洲血统的参与者(年龄37-73 岁)进行孟德尔随机化(MR)分析。来自先前全基因组关联研究(GWAS)的CRF和握力(代表整体肌肉力量)的遗传变异被用于测量暴露。基于自我报告和医院记录的广泛抑郁表型,以及患者健康问卷-9 (PHQ-9)中抑郁症状的个体测量被用作结果。分析按性别重复分层,并使用重度抑郁障碍(MDD) GWAS的汇总统计数据。结果:没有明确的证据表明CRF与任何抑郁结局之间存在关联。有强有力的证据表明,握力越大,抑郁症的发生率越低(每0.1 公斤体重调整握力增加的比值:0.86,95% CI:0.80,0.93),以及PHQ-9项目的食欲变化(比值:0.56,95% CI:0.49,0.65)和快感缺乏(比值:0.79,95% CI:0.69,0.90),这是抑郁症的核心症状。在磁共振逆方差加权分析中,也有一些证据表明,握力越大,抑郁情绪(OR:0.85, 95% CI:0.74,0.97)、精神运动变化(OR:0.79, 95% CI:0.64,0.97)、疲劳(OR:0.83, 95% CI:0.74,0.93)和注意力问题(OR:0.85, 95% CI:0.74,0.98)的几率越低。效果主要是由女性更强的相关性驱动的,结果在MDD的双样本MR中得到了重复。结论:肌肉力量可能是预防和治疗抑郁症和一些特定症状(包括快感缺乏等核心症状)的重要可变因素。
{"title":"Cardiorespiratory fitness, grip strength and depression symptoms: A Mendelian Randomization study.","authors":"John Vincent, Snehal M Pinto Pereira, Jane Maddock, Dylan M Williams, Mark Hamer, Jonathan P Roiser, Amy E Taylor","doi":"10.1016/j.jad.2026.121437","DOIUrl":"https://doi.org/10.1016/j.jad.2026.121437","url":null,"abstract":"<p><strong>Objective: </strong>To assess the impact of cardiorespiratory fitness (CRF) and muscle strength on depression and individual depression symptoms.</p><p><strong>Methods: </strong>Mendelian randomisation (MR) analysis was conducted in up to 341,326 participants of European ancestry from UK Biobank (aged 37-73 years). Genetic variants from previous genome-wide association studies (GWAS) of CRF and grip strength (to proxy overall muscle strength) were utilised to instrument exposures. A broad depression phenotype based on self-report and hospital records, as well as individual measures of depression symptoms from the Patient Health Questionnaire-9 (PHQ-9) were used as outcomes. Analysis was repeated stratifying by sex and using summary statistics from a major depressive disorder (MDD) GWAS.</p><p><strong>Results: </strong>There was no clear evidence for association between CRF and any depression outcome. There was robust evidence suggesting greater grip was associated with lower odds of broad depression (OR per 0.1 kg increase in weight adjusted grip: 0.86, 95% CI:0.80,0.93), as well as the PHQ-9 items appetite changes (OR:0.56, 95% CI:0.49,0.65), and anhedonia (OR:0.79, 95% CI:0.69,0.90), a core symptom of depression. There was also some evidence for associations between greater grip and lower odds of depressed mood (OR:0.85, 95% CI:0.74,0.97), psychomotor changes (OR:0.79, 95% CI:0.64,0.97), fatigue (OR:0.83, 95% CI:0.74,0.93) and concentration problems (OR:0.85, 95% CI:0.74,0.98) in the MR-inverse variance weighted analysis. Effects were mostly driven by stronger associations in females and results replicated in the two-sample MR for MDD.</p><p><strong>Conclusion: </strong>Muscle strength may represent an important modifiable factor for preventing and treating depression and several specific symptoms, including core symptoms such as anhedonia.</p>","PeriodicalId":14963,"journal":{"name":"Journal of affective disorders","volume":" ","pages":"121437"},"PeriodicalIF":4.9,"publicationDate":"2026-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146219606","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Discrimination and microaggression experiences concurrently and prospectively predict defeat in sexual minority college students reporting suicidal ideation. 歧视和微攻击经历同时预测性少数大学生自杀意念的失败。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-16 DOI: 10.1016/j.jad.2026.121406
Emma J O'Brien, Mikayla M BergWood, Jackson Bolner, Raymond P Tucker, Ryan M Hill

Introduction: Sexual minority college students experience elevated discrimination and microaggressions, as well as increased levels of defeat and suicidal ideation (SI). These experiences are believed to be highly variable, but little research has investigated the occurrences of these experiences on a momentary basis in sexual minority college students reporting SI.

Methods: We investigated concurrent and prospective relationships between discrimination (Everyday Discrimination Scale), microaggressions (Sexual Orientation Microaggression Inventory), and defeat in sexual minority college students reporting SI via ambulatory surveys. We hypothesized discrimination and microaggressions would be concurrently and prospectively associated with defeat. Further, due to the importance of examining reverse directional effects when establishing temporal associations, reverse directional models were also examined.

Results: Participants were N = 49 sexual minority college students reporting SI with an average age of 19.27 years who were primarily White, Black, or multi-racial, and bisexual or pansexual, cisgender women. Participants completed M = 41.39 ambulatory responses (SD = 11.85). Results indicate discrimination and microaggressions were concurrently and prospectively associated with defeat. Defeat also prospectively predicted discrimination and microaggressions. There was a significant autoregressive effect of defeat.

Conclusions: Findings suggest discrimination, microaggressions, and defeat may be appropriate intervention targets for sexual minority college students who have experienced recent SI. Further research should investigate these relationships in other minority groups and develop interventions to disrupt self-perpetuating defeat in these individuals.

引言:性少数大学生经历了更高的歧视和微侵犯,以及更高的失败和自杀意念(SI)水平。这些经历被认为是高度可变的,但很少有研究调查这些经历在报告SI的性少数大学生中的瞬间发生。方法:采用流动问卷调查的方式,对性少数群体大学生的性侵犯行为、性取向微侵犯行为和失败之间的关系进行调查。我们假设歧视和微侵犯可能同时与失败相关。此外,由于在建立时间关联时检查反向效应的重要性,反向模型也进行了检查。结果:参与者为N = 49名报告SI的性少数大学生,平均年龄为19.27 岁,主要是白人,黑人或多种族,双性恋或泛性恋,顺性女性。参与者完成M = 41.39动态应答(SD = 11.85)。结果表明,歧视和微侵犯同时与失败相关。失败也预示着歧视和微侵犯。失败有显著的自回归效应。结论:研究结果表明,歧视、微侵犯和失败可能是最近经历过SI的性少数大学生的适当干预目标。进一步的研究应该在其他少数群体中调查这些关系,并制定干预措施来破坏这些个体的自我延续失败。
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引用次数: 0
Suicide mortality after severe autoimmune disease: A nationwide population-based study. 严重自身免疫性疾病后的自杀死亡率:一项基于全国人群的研究
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-16 DOI: 10.1016/j.jad.2026.121410
Tien-Wei Hsu, Shu-Li Cheng, Shih-Jen Tsai, Ya-Mei Bai, Tung-Ping Su, Tzeng-Ji Chen, Mu-Hong Chen, Chih-Sung Liang

Objective: Previous studies reported higher suicide mortality in severe autoimmune diseases (SADs). However, few studies have comprehensively assessed the suicide mortality and accidental mortality across different types of SADs and their associations with comorbid psychiatric disorders.

Methods: We utilised the nationwide database of Taiwan from 2003 to 2017, linked with the National Death Registry, to identify 1,164,960 individuals, including 232,992 patients with SADs and 931,968 matched controls. Cox-regression was used to estimate the risks of suicide and accidental mortalities. Subgroup analyses were conducted based on sex, ten specific SAD types, and eight psychiatric comorbidities.

Results: Patients with SAD had a 1.54-fold increased risk of suicide mortality (hazard ratio [HR]: 1.54, 95% confidence interval [CI]: 1.36-1.74) compared to controls. Specifically, individuals with systemic lupus erythematosus (2.04; 1.47-2.83), rheumatoid arthritis (1.57; 1.25-1.96), and Sjögren's syndrome (2.32; 1.69-3.18) exhibited higher suicide mortality compared to the controls. The suicide mortality was further higher among SAD individuals with psychiatric comorbidities, including schizophrenia (2.82; 1.94-4.10), major depressive disorder (4.44; 3.79-5.20), and substance use disorder (2.59; 1.74-3.87). Among female patients, comorbid major depressive disorder (5.15; 4.16-6.39), alcohol use disorder (5.17; 2.61-10.24), and substance use disorder (4.50; 2.53-7.99) showed approximately 5-fold increased risk of suicide mortality compared to the controls.

Conclusion: These findings suggest that patients with SADs are at significantly higher risk of suicide, particularly when psychiatric disorders are present. Routine mental health screening and integrated care may be critical in reducing suicide risk in this vulnerable population.

目的:以往的研究报道严重自身免疫性疾病(SADs)的自杀死亡率较高。然而,很少有研究全面评估不同类型sad的自杀死亡率和意外死亡率及其与共病精神障碍的关系。方法:我们利用台湾2003年至2017年的全国数据库,与国家死亡登记处相关联,确定了1,164,960人,其中包括232,992例SADs患者和931,968例匹配对照。cox回归用于估计自杀和意外死亡的风险。亚组分析基于性别、10种特定的SAD类型和8种精神合并症。结果:与对照组相比,SAD患者自杀死亡风险增加1.54倍(风险比[HR]: 1.54, 95%可信区间[CI]: 1.36-1.74)。具体而言,与对照组相比,系统性红斑狼疮(2.04;1.47-2.83)、类风湿关节炎(1.57;1.25-1.96)和Sjögren综合征(2.32;1.69-3.18)患者的自杀死亡率更高。伴有精神合并症的SAD患者自杀死亡率更高,包括精神分裂症(2.82;1.94-4.10)、重度抑郁症(4.44;3.79-5.20)和物质使用障碍(2.59;1.74-3.87)。在女性患者中,共病性重度抑郁症(5.15;4.16-6.39)、酒精使用障碍(5.17;2.61-10.24)和物质使用障碍(4.50;2.53-7.99)的自杀死亡率风险比对照组增加了约5倍。结论:这些发现表明,患有sad的患者自杀的风险明显更高,特别是当精神疾病存在时。常规的心理健康检查和综合护理可能对降低这一弱势群体的自杀风险至关重要。
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引用次数: 0
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Journal of affective disorders
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