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Developing an individual depression risk score based on traditional risk factors and routine biochemical markers 根据传统风险因素和常规生化指标制定个人抑郁风险评分。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-12 DOI: 10.1016/j.jad.2024.11.027
Simeng Ma , Dan Xiang , Zhiyi Hu , Honggang Lv , Qian Gong , Jun Yang , Zhongchun Liu

Background

Early identification of individuals at high risk for depression is essential for effective implementation of interventions. This study utilized the UK Biobank database to construct an individual depression risk score using nomogram and explored the potential of traditional risk factors and routine biochemical markers for the auxiliary diagnosis of individual depression.

Methods

A total of 369,407 participants were included in the study and divided into training and testing sets. LASSO regression was employed to select predictive variables for depression from 16 traditional risk factors and 28 routine biochemical markers. Following variable selection, two multivariable logistic regression models were constructed. Nomograms were then generated to visualize the relationships between these variables and depression risk, and to facilitate the calculation of individual depression risk scores.

Results

Twelve traditional risk factors and nine biochemical markers were selected for model building. Model 1, using only traditional risk factors, achieved the area under the curve (AUC) of 0.913 (95 % CI: 0.910–0.915), while Model 2, incorporating both traditional and routine biochemical markers, yielded an AUC of 0.914 (95 % CI: 0.912–0.917). Based on optimal cut-off values, Model 1 exhibited a sensitivity of 81.99 % and a specificity of 83.76 %, while Model 2 demonstrated a sensitivity of 81.54 % and a specificity of 84.31 %.

Limitations

External validation is still needed to confirm the model's generalizability.

Conclusions

While the depression risk scoring model built using traditional risk factors effectively identifies high-risk individuals for depression and demonstrates good clinical performance, incorporating routine biochemical markers did not significantly improve the model's performance.
背景:早期识别抑郁症高危人群对于有效实施干预措施至关重要。本研究利用英国生物库数据库,使用提名图构建了个人抑郁风险评分,并探索了传统风险因素和常规生化指标辅助诊断个人抑郁的潜力:研究共纳入 369,407 名参与者,分为训练集和测试集。采用 LASSO 回归从 16 个传统风险因素和 28 个常规生化指标中筛选出抑郁症的预测变量。选择变量后,构建了两个多变量逻辑回归模型。然后生成提名图,以直观显示这些变量与抑郁风险之间的关系,并方便计算个人抑郁风险分数:结果:我们选择了 12 个传统风险因素和 9 个生化指标来建立模型。仅使用传统风险因素的模型 1 的曲线下面积(AUC)为 0.913(95 % CI:0.910-0.915),而包含传统和常规生化指标的模型 2 的曲线下面积(AUC)为 0.914(95 % CI:0.912-0.917)。根据最佳临界值,模型 1 的灵敏度为 81.99%,特异度为 83.76%,而模型 2 的灵敏度为 81.54%,特异度为 84.31%:局限性:仍需外部验证以确认模型的可推广性:结论:使用传统风险因素建立的抑郁症风险评分模型能有效识别抑郁症高危人群,并显示出良好的临床表现,但纳入常规生化指标并不能显著提高模型的表现。
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引用次数: 0
Transitioning to fatherhood: Prospective effects of wellbeing on future depression symptoms. 向父亲过渡:幸福感对未来抑郁症状的前瞻性影响。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-12 DOI: 10.1016/j.jad.2024.10.102
E J O'Connor, I Zajac, E Brindal, Naomi Kakoschke

Background: Becoming a father is a critical period of life transition. Evidence suggests that lifetime history of mental health disorder/s and elevated depressive symptoms prior to conception increase risk for men's postnatal depression. Less is understood about the role of positive mental health, or wellbeing, as a protective factor for future depressive outcomes during the transition to fatherhood. The present study investigated whether men's post-natal depressive outcomes were associated with pre-conception levels of wellbeing and whether wellbeing during the post-natal period predicted depressive outcomes post-infancy.

Methods: Secondary analysis of data from a national, longitudinal cohort study of men's health, namely, The Ten to Men Study (TTM), was conducted. Participants in the pre-conception sample were n = 350 men for whom data were available at both a pre-conception baseline and post-natal follow-up. The post-natal sample were n = 427 men with post-natal baseline data and post-infancy follow-up. Multivariate negative binomial regressions and logistic regression models were used to determine pre-conception and post-natal predictors of future depressive outcomes.

Results: Men's pre-conception depressive symptoms were the best predictor of post-natal depressive symptoms (IRR = 1.089, p < 0.001) and risk of moderate-severe depression (IRR = 1.193, p = 0.005) the latter of which was also predicted by a previous mental health diagnosis (IRR = 3.079, p = 0.029). Similarly, post-natal depressive symptoms were the best predictor of post-infancy depressive symptoms (IRR = 1.089, p < 0.001) and risk of moderate-severe depression (IRR = 1.193, p = 0.005) alongside lifetime prevalence of a mental health disorder (symptoms: IRR = 1.317, p = 0.011; moderate-severe depression: IRR = 2.606, p = 0.023). Preconception levels of wellbeing predicted lower post-natal depressive symptoms (IRR = 0.988, p < 0.001) and reduced risk of moderate-severe depression (IRR = 0.940, p = 0.002) after controlling for baseline symptoms and sociodemographic and behavioural confounds; however, wellbeing during the post-natal period did not predict either depressive outcome post-infancy.

Limitations: Fatherhood-specific risk factors for mental health outcomes (e.g., conception difficulties, maternal postnatal mental health) were not assessed in the present study, and only one aspect of wellbeing was captured.

Conclusions: Screening for history of common mental health disorders and current symptoms is recommended to inform preventative approaches to paternal mental health care during early fatherhood. Inclusion of wellbeing in such screening procedures may be beneficial, however, further research is required to elucidate the prospective associations between wellbeing and depressive symptoms during the transition to fatherhood.

背景介绍成为父亲是人生转变的关键时期。有证据表明,受孕前的终生精神疾病史和抑郁症状升高会增加男性产后抑郁的风险。人们对积极的心理健康或幸福感在向父亲角色过渡期间作为未来抑郁结果的保护因素所起的作用了解较少。本研究调查了男性产后抑郁结果是否与孕前的健康水平有关,以及产后期间的健康水平是否能预测婴儿出生后的抑郁结果:对一项全国性男性健康纵向队列研究(即 "男性十项研究"(TTM))的数据进行了二次分析。孕前样本中的参与者有 350 名男性,他们在孕前基线和产后随访中都有数据。产后样本为 n = 427 名有产后基线数据和婴儿出生后随访数据的男性。多变量负二项回归和逻辑回归模型用于确定孕前和产后预测未来抑郁结果的因素:结果:男性的孕前抑郁症状是预测产后抑郁症状的最佳指标(IRR = 1.089,p 局限性:本研究未对父亲特有的心理健康风险因素(如受孕困难、母亲产后心理健康)进行评估,且只采集了一个方面的幸福感:结论:建议对常见精神疾病的病史和当前症状进行筛查,以便为早期父亲心理保健的预防方法提供信息。将幸福感纳入此类筛查程序可能是有益的,但还需要进一步研究,以阐明在向父亲角色过渡期间,幸福感与抑郁症状之间的前瞻性关联。
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引用次数: 0
Family dysfunction and risk of suicidal behavior in adolescents: A systematic review and meta-analysis 家庭功能障碍与青少年自杀行为的风险:系统回顾和荟萃分析。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-12 DOI: 10.1016/j.jad.2024.11.025
Mengjia Pu , Lijie Guo , Huiping Zhu , Peixia Cheng , Qi Gao
IMPORTANCE.
Adolescents are at high risk for the occurrence of suicide. Previous meta-studies have mostly focused on the correlation between childhood maltreatment adversity and adolescent suicidal behavior, ignoring in-depth analyses of different categories of family dysfunction adversity.

Objective

To conduct a systematic review and meta-analysis of cohort studies examining the association between family dysfunction and adolescent suicide, and to select the categories of family dysfunction that have the greatest impact on adolescent suicidal behavior.

Data source

Embase, PubMed, Science Direct, Scopus, and Web of Science databases were searched between inception and November 2023.

Study selection

Population-based cohort studies investigating family dysfunction and adolescent suicidal behavior.

Data extraction and synthesis

This systematic review and meta-analysis was performed following the Preferred Reporting Items for Systematic Review and Meta-analysis guidelines. The review protocol was prospectively registered in PROSPERO. Pooled odds ratios (ORs) and 95 % CIs were derived from meta-analysis using STATA 17.0, and subgroup and sensitivity analyses were performed.

Main outcomes and measures

The primary outcome was adolescent suicide symptoms. Measured by database data records, suicide scales, or adolescent self-reports.

Results

12 cohort studies were included, with sample sizes ranging from 352 to 618,970 individuals. Adolescents experiencing family dysfunction a substantially higher risk of suicidal behaviors than those in the normal family functioning (pooled OR = 1.94; 95 % CI: 1.73–2.16). Specifically, parental suicide or attempted suicide had the greatest impact on adolescent suicidal behavior (OR = 2.70, 95 % CI:2.12–3.29) compared with parental mental disorders, imprisonment of a parent or family member.

Conclusions and relevance

Family dysfunction, especially parental suicide or attempted suicide, is associated with an increased risk of adolescent suicidal behavior. The results of this study suggest that early screening and intervention for family functioning is important in preventing adolescent suicide.
重要性:青少年是自杀的高危人群。以往的荟萃研究大多关注儿童虐待逆境与青少年自杀行为之间的相关性,忽视了对不同类别家庭功能障碍逆境的深入分析:对研究家庭功能障碍与青少年自杀之间关系的队列研究进行系统回顾和荟萃分析,并筛选出对青少年自杀行为影响最大的家庭功能障碍类别:数据来源:检索了从开始到 2023 年 11 月期间的 Embase、PubMed、Science Direct、Scopus 和 Web of Science 数据库:研究选择:调查家庭功能障碍和青少年自杀行为的人群队列研究:本系统综述和荟萃分析按照《系统综述和荟萃分析首选报告项目》指南进行。综述方案已在 PROSPERO 上进行了前瞻性注册。使用 STATA 17.0 进行的荟萃分析得出了汇总的几率比(ORs)和 95 % CIs,并进行了亚组和敏感性分析:主要结果是青少年自杀症状。通过数据库数据记录、自杀量表或青少年自我报告进行测量:共纳入了 12 项队列研究,样本量从 352 人到 618 970 人不等。与家庭功能正常的青少年相比,家庭功能失调的青少年出现自杀行为的风险要高得多(汇总 OR = 1.94;95 % CI:1.73-2.16)。具体而言,与父母精神失常、父母或家庭成员入狱相比,父母自杀或自杀未遂对青少年自杀行为的影响最大(OR = 2.70,95 % CI:2.12-3.29):家庭功能失调,尤其是父母自杀或自杀未遂,与青少年自杀行为风险增加有关。本研究结果表明,早期筛查和干预家庭功能对于预防青少年自杀非常重要。
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引用次数: 0
Emotional and behavioral problems are associated with hypothalamic development from childhood to adolescence: Findings from a longitudinal cohort study. 情绪和行为问题与儿童至青少年时期的下丘脑发育有关:一项纵向队列研究的结果。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-12 DOI: 10.1016/j.jad.2024.11.014
Yanpei Wang, Leilei Ma, Jiali Wang, Ningyu Liu, Weiwei Men, Shuping Tan, Jia-Hong Gao, Shaozheng Qin, Yong He, Qi Dong, Sha Tao

Background: Despite the pivotal role of the hypothalamus in regulating various physiological processes, our understanding of its developmental trajectory and subregional organization during childhood and adolescence remains limited, as well as how emotional and behavioral problems can impact hypothalamic development, potentially leading to neurodevelopmental disorders.

Methods: This population-based longitudinal cohort study utilized data from a representative sample of 702 children, who were followed two to five times. Emotional and behavioral problems were assessed using the Strengths and Difficulties Questionnaire (SDQ). Linear mixed models were employed to delineate developmental trajectories and behavioral regulation.

Results: Using an automated segmentation technique, we quantified the volumes and asymmetries of the hypothalamus and its subregions in a large longitudinal sample of 702 subjects aged 6-15 years with 1371 MRI scans, and mapped their developmental trajectories. Our findings indicate that while the anterior and posterior regions of the hypothalamus exhibit a tendency toward decline, the tubular region demonstrates a linear increase which is influenced by lateralization, sex, and intracranial volume. Furthermore, emotional and behavioral problems - particularly emotional symptoms and peer relationship problems - are related to faster development in superior tubular and anterior-superior regions.

Conclusions: In this study, we initially delineated the developmental trajectories of the hypothalamus and its subregions from childhood to adolescence based on a longitudinal cohort study. Our findings revealed that the development of hypothalamus followed the pattern of "lateral early to medial late, and dorsomedial early to ventromedial late", and the emotional and behavioral problems are associated with faster hypothalamic development. This study provides preliminary evidence regarding the impact of emotional and behavioral problems on the dynamic development of the hypothalamus, offering a crucial foundation for future prevention and intervention strategies targeting cognitive and emotional behavioral problems.

背景:尽管下丘脑在调节各种生理过程中起着关键作用,但我们对其在儿童和青少年时期的发育轨迹和亚区域组织的了解仍然有限,也不清楚情绪和行为问题会如何影响下丘脑的发育,从而可能导致神经发育障碍:这项基于人群的纵向队列研究利用了702名儿童的代表性样本数据,对这些儿童进行了2至5次跟踪调查。研究人员使用优势与困难问卷(SDQ)对儿童的情绪和行为问题进行了评估。研究采用线性混合模型来描述发展轨迹和行为调节:利用自动分割技术,我们通过 1371 次核磁共振成像扫描,对 702 名 6-15 岁受试者的下丘脑及其亚区的体积和不对称性进行了量化,并绘制了他们的发育轨迹图。我们的研究结果表明,下丘脑的前部和后部区域呈现出衰退趋势,而管状区域则呈现出线性增长,这受到侧位、性别和颅内容积的影响。此外,情绪和行为问题--尤其是情绪症状和同伴关系问题--与管状上区和前上区的快速发育有关:在这项研究中,我们基于一项纵向队列研究,初步描绘了下丘脑及其亚区从儿童期到青春期的发育轨迹。我们的研究结果显示,下丘脑的发育遵循 "外侧早期到内侧晚期,背内侧早期到腹内侧晚期 "的模式,而情绪和行为问题与下丘脑的快速发育有关。这项研究为情绪和行为问题对下丘脑动态发育的影响提供了初步证据,为未来针对认知和情绪行为问题的预防和干预策略奠定了重要基础。
{"title":"Emotional and behavioral problems are associated with hypothalamic development from childhood to adolescence: Findings from a longitudinal cohort study.","authors":"Yanpei Wang, Leilei Ma, Jiali Wang, Ningyu Liu, Weiwei Men, Shuping Tan, Jia-Hong Gao, Shaozheng Qin, Yong He, Qi Dong, Sha Tao","doi":"10.1016/j.jad.2024.11.014","DOIUrl":"https://doi.org/10.1016/j.jad.2024.11.014","url":null,"abstract":"<p><strong>Background: </strong>Despite the pivotal role of the hypothalamus in regulating various physiological processes, our understanding of its developmental trajectory and subregional organization during childhood and adolescence remains limited, as well as how emotional and behavioral problems can impact hypothalamic development, potentially leading to neurodevelopmental disorders.</p><p><strong>Methods: </strong>This population-based longitudinal cohort study utilized data from a representative sample of 702 children, who were followed two to five times. Emotional and behavioral problems were assessed using the Strengths and Difficulties Questionnaire (SDQ). Linear mixed models were employed to delineate developmental trajectories and behavioral regulation.</p><p><strong>Results: </strong>Using an automated segmentation technique, we quantified the volumes and asymmetries of the hypothalamus and its subregions in a large longitudinal sample of 702 subjects aged 6-15 years with 1371 MRI scans, and mapped their developmental trajectories. Our findings indicate that while the anterior and posterior regions of the hypothalamus exhibit a tendency toward decline, the tubular region demonstrates a linear increase which is influenced by lateralization, sex, and intracranial volume. Furthermore, emotional and behavioral problems - particularly emotional symptoms and peer relationship problems - are related to faster development in superior tubular and anterior-superior regions.</p><p><strong>Conclusions: </strong>In this study, we initially delineated the developmental trajectories of the hypothalamus and its subregions from childhood to adolescence based on a longitudinal cohort study. Our findings revealed that the development of hypothalamus followed the pattern of \"lateral early to medial late, and dorsomedial early to ventromedial late\", and the emotional and behavioral problems are associated with faster hypothalamic development. This study provides preliminary evidence regarding the impact of emotional and behavioral problems on the dynamic development of the hypothalamus, offering a crucial foundation for future prevention and intervention strategies targeting cognitive and emotional behavioral problems.</p>","PeriodicalId":14963,"journal":{"name":"Journal of affective disorders","volume":" ","pages":""},"PeriodicalIF":4.9,"publicationDate":"2024-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142619884","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
Transcriptional evidence of HPA axis dysregulation in adolescent females: Unique contributions of chronic early-life stressor exposure and maternal depression history. 青春期女性 HPA 轴失调的转录证据:早期慢性生活压力暴露和母亲抑郁史的独特贡献
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-10 DOI: 10.1016/j.jad.2024.11.024
Summer Mengelkoch, Jenna C Alley, Steven W Cole, George M Slavich

Background: Depression risk increases dramatically for adolescent females following the pubertal transition. Although chronic early-life stressor exposure and a maternal history of depression are established risk factors for depression onset in this population, we know little about the biological mechanisms underlying these associations.

Method: To investigate, we examined how chronic early-life stressor exposure and maternal depression history were associated with stress-related gene expression patterns, using a high-risk family design in 48 psychiatrically healthy adolescent females, 20 of whom had a mother with a lifetime history of depression. Lifetime chronic stressor exposure was assessed using the STRAIN and gene expression patterns were estimated using transcriptional profiling of whole blood.

Results: Consistent with hypotheses, we found that adolescent females with greater chronic stressor exposure had higher NR3C1 expression levels compared to those with less chronic stressor exposure. Additionally, youth with a depressed mother had lower levels of FKBP5 expression compared to those without a depressed mother. Levels of FKBP5 expression, in turn, interacted with chronic stressor exposure to predict NR3C1 expression. Specifically, for those with low chronic stressor exposure, levels of FKBP5 and NR3C1 expression were strongly interrelated, whereas for those with high chronic stressor exposure, NR3C1 expression was high regardless of levels of FKBP5 expression.

Limitations: This study was correlational, the sample size was limited, and additional research is needed to elucidate the underlying mechanisms and predict who subsequently develops depression.

Conclusions: Notwithstanding these limitations, these data indicate that having low FKBP5 expression, alongside high NR3C1 expression, may be a potential preclinical marker of depression risk in adolescent females that warrants additional investigation.

背景青春期过渡后,青少年女性患抑郁症的风险急剧增加。虽然早期生活中的慢性压力暴露和母亲的抑郁症病史是这一人群中抑郁症发病的既定风险因素,但我们对这些关联的生物机制知之甚少:为了进行研究,我们采用高风险家庭设计,对 48 名精神健康的青少年女性(其中 20 人的母亲有终生抑郁症病史)进行了研究,探讨了早期生活中的慢性压力暴露和母亲抑郁症病史与压力相关基因表达模式的关系。我们使用STRAIN评估了终生慢性压力暴露,并通过全血转录谱分析估算了基因表达模式:结果:与假设一致,我们发现与长期暴露于压力较小的青少年女性相比,长期暴露于压力较大的青少年女性的 NR3C1 表达水平较高。此外,与没有抑郁母亲的青少年相比,母亲抑郁的青少年的FKBP5表达水平较低。FKBP5 的表达水平反过来又与慢性压力暴露相互作用,从而预测 NR3C1 的表达。具体来说,对于长期暴露于低压力的人群,FKBP5和NR3C1的表达水平密切相关,而对于长期暴露于高压力的人群,无论FKBP5的表达水平如何,NR3C1的表达水平都很高:本研究为相关性研究,样本量有限,需要进行更多的研究来阐明潜在的机制并预测哪些人随后会患上抑郁症:尽管存在这些局限性,但这些数据表明,FKBP5的低表达和NR3C1的高表达可能是青少年女性抑郁症风险的潜在临床前标志物,值得进一步研究。
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引用次数: 0
Negative emotions among Chinese primary and middle school students and association with screen time: A network analysis 中国中小学生的消极情绪及与屏幕时间的关系:网络分析
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.jad.2024.11.030
Changqing Sun , Bo Hu , Peijia Zhang , Tiantian Wu , Lianke Wang , Wei Xue , Yunqiang Fu , Nan Wang , Zihui Yao , Yu Wang , Yuanli Guo , Qiang Zhang

Background

Psychological health is crucial for the physical and mental well-being of primary and secondary school students, however, the research on the interrelationships among negative emotions is still limited. This study aims to investigate the network structure of depression, anxiety, and stress, and explore their correlation with screen time in these populations.

Method

This study was conducted from March to July 2022 in 157 counties across 18 cities in Henan Province. The Depression Anxiety Stress Scale (DASS-21) was used to assess the negative emotions experienced by students. Firstly, “Expected Influence” and “Bridge Expected Influence” were considered as key indicators within the symptom network to depict the structure of depressive, anxiety and stress symptoms. Secondly. a case-dropping bootstrap procedure was applied to assess the stability of the network. Finally, this study identified the central and bridge symptoms in the network, and explored their relationships with screen time.

Results

The study included 52,782 students with an average age of 11.23±2.56 years. Network analysis showed that feelings of worthlessness, panic, and agitation are the predominant symptoms in the negative emotional networks. Depression, anxiety, and stress were interconnected through feelings of low mood, overreaction, and trembling. Additionally, lack of initiative and dry mouth exhibited the most significant direct associations with screen time.

Conclusion

The central and bridge symptoms identified in the negative emotion networks can serve as potential focal points for future research on negative emotions among primary and secondary school students.
背景:心理健康对中小学生的身心健康至关重要,但对负面情绪之间相互关系的研究仍然有限。本研究旨在调查这些人群中抑郁、焦虑和压力的网络结构,并探讨它们与屏幕时间的相关性:本研究于 2022 年 3 月至 7 月在河南省 18 个地市的 157 个县进行。采用抑郁焦虑压力量表(DASS-21)评估学生的负面情绪。首先,将 "预期影响 "和 "桥接预期影响 "作为症状网络中的关键指标,以描述抑郁、焦虑和压力症状的结构。其次,本研究还采用了 "个案挖掘"(case-dropping bootstrap)程序来评估网络的稳定性。最后,本研究确定了网络中的中心症状和桥梁症状,并探讨了它们与屏幕时间的关系:研究共纳入 52782 名学生,平均年龄为(11.23±2.56)岁。网络分析显示,无价值感、恐慌和烦躁是负面情绪网络中的主要症状。抑郁、焦虑和压力通过情绪低落、反应过度和颤抖等感觉相互关联。此外,缺乏主动性和口干与屏幕时间的直接关联最为显著:结论:负面情绪网络中发现的中心症状和桥梁症状可作为未来研究中小学生负面情绪的潜在焦点。
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引用次数: 0
Speech based suicide risk recognition for crisis intervention hotlines using explainable multi-task learning 利用可解释多任务学习为危机干预热线提供基于语音的自杀风险识别。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.jad.2024.11.022
Zhong Ding , Yang Zhou , An-Jie Dai , Chen Qian , Bao-Liang Zhong , Chen-Ling Liu , Zhen-Tao Liu

Background

Crisis Intervention Hotline can effectively reduce suicide risk, but suffer from low connectivity rates and untimely crisis response. By integrating speech signals and deep learning to assist in crisis assessment, it is expected to enhanced the effectiveness of crisis intervention hotlines.

Methods

In this study, a crisis intervention hotline suicide risk speech dataset was constructed, and the speech was labeled based on the Modified Suicide Risk Scale. On the dataset, the variability of speech duration between different callers and different speech high-level features were explored across callers. Finally, this study proposed a data-theoretically dual-driven, gender-assisted speech crisis recognition method based on multi-tasking and deep learning, and the results of the model were obtained through five-fold cross-validation.

Results

Analysis of the dataset demonstrated gender differences in callers, with male callers speaking more in crisis calls compared to females. Feature analysis revealed significant differences between crisis callers in terms of emotional intensity of speech, speech rate and texture. The proposed method outperformed other methods with an F1 score of 96 % on the validation data, and feature visualization of the model also demonstrated the validity of the method.

Limitations

The sample size of this study was limited and ignored information from other modalities.

Conclusion

These findings demonstrated the effectiveness of the proposed model in speech crisis recognition, and the statistical data analysis enhanced the Interpretability of the model, while showing that the integration of data and theoretical knowledge facilitates the effectiveness of the method.
背景:危机干预热线可有效降低自杀风险,但存在接通率低、危机响应不及时等问题。通过整合语音信号和深度学习来辅助危机评估,有望提高危机干预热线的有效性:本研究构建了危机干预热线自杀风险语音数据集,并根据修正自杀风险量表对语音进行了标注。在该数据集上,探讨了不同来电者之间的语音时长差异以及不同来电者之间的不同语音高级特征。最后,本研究提出了一种基于多任务和深度学习的数据理论双重驱动的性别辅助语音危机识别方法,并通过五倍交叉验证获得了模型结果:对数据集的分析表明,来电者存在性别差异,男性来电者在危机电话中的发言多于女性。特征分析表明,危机来电者在语音的情感强度、语速和质地方面存在明显差异。在验证数据上,所提出的方法优于其他方法,F1 得分为 96%,模型的特征可视化也证明了该方法的有效性:局限性:本研究的样本量有限,忽略了其他模式的信息:这些研究结果表明了所提出的模型在语音危机识别中的有效性,统计数据分析增强了模型的可解释性,同时表明数据和理论知识的整合促进了该方法的有效性。
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引用次数: 0
Differential patterns of emotion regulation in sexual minority adolescents in residential treatment 接受住院治疗的性少数群体青少年的情绪调节模式差异。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.jad.2024.11.028
Eleanor M. Schuttenberg , Brianna Pastro , Caroline Kelberman , Julia E. Cohen-Gilbert , Elena R. Stein , Maya Rieselbach , Jennifer T. Sneider , Jennifer B. Blossom , Alex S. Keuroghlian , Marisa M. Silveri

Objective

Sexual minority adolescents experience disproportionate mental health problems, including increased anxiety, depression, and suicidal thoughts and behaviors. Minority Stress Theory posits that sexual minority people experience significantly more stress (e.g., via discrimination or prejudice) in their everyday lives, which can underlie these mental health disparities. Though group differences in mental health symptoms are well-documented, there has been less focus on symptom trajectories, which is critical for identifying effective mental health interventions.

Method

Seventy adolescents ages 13–19 years enrolled in a short-term, acute residential psychiatric treatment program provided self-report measures of depressive symptoms, anxiety, and emotion regulation difficulties at baseline, discharge (∼2 weeks), and one-month post-treatment follow-up. Adolescents self-reported sexual orientation and were stratified into sexual minority (SM, n = 37) or heterosexual (n = 33) groups.

Results

Depressive and anxiety symptoms and emotion dysregulation scores were significantly reduced at follow-up, compared to baseline. While there were no significant group x time interactions for depressive and anxiety symptoms, the SM group entered the program with worse emotion dysregulation scores, which improved more over time compared to the heterosexual group.

Conclusion

These findings show that although sexual minority individuals can make substantial gains during residential treatment, emotion regulation difficulties are a particularly relevant treatment target. Emotion regulation, a transdiagnostic construct that typically develops substantially during adolescence, might be of critical importance when identifying effective treatment interventions for sexual minority youth.

Limitations

Adolescents in this sample demonstrated limited racial diversity and likely displayed a higher degree of psychopathology than the general population.
目的:性取向属于少数群体的青少年会遇到过多的心理健康问题,包括焦虑、抑郁、自杀想法和行为的增加。少数群体压力理论(Minority Stress Theory)认为,性少数群体在日常生活中承受的压力(如歧视或偏见)要大得多,这可能是造成这些心理健康差异的原因。虽然心理健康症状的群体差异已得到充分证实,但对症状轨迹的关注却较少,而这对于确定有效的心理健康干预措施至关重要:方法:70 名年龄在 13-19 岁的青少年参加了一个短期、急性住院精神病治疗项目,他们在基线、出院(约 2 周)和治疗后一个月的随访中提供了关于抑郁症状、焦虑和情绪调节困难的自我报告测量。青少年自我报告了性取向,并被分为性少数群体(SM,n = 37)或异性恋群体(n = 33):结果:与基线相比,随访时的抑郁症状、焦虑症状和情绪失调得分明显降低。虽然在抑郁症状和焦虑症状方面没有明显的组别 x 时间交互作用,但性少数群体组在参加项目时的情绪失调得分较低,而随着时间的推移,他们的情绪失调得分比异性恋组有了更大的改善:这些研究结果表明,虽然性少数群体在住院治疗期间可以取得很大进步,但情绪调节障碍是一个特别相关的治疗目标。情绪调节是一种跨诊断结构,通常在青春期有很大发展,在确定针对性少数群体青少年的有效治疗干预措施时,情绪调节可能至关重要:局限性:该样本中的青少年种族多样性有限,其精神病理学程度可能高于普通人群。
{"title":"Differential patterns of emotion regulation in sexual minority adolescents in residential treatment","authors":"Eleanor M. Schuttenberg ,&nbsp;Brianna Pastro ,&nbsp;Caroline Kelberman ,&nbsp;Julia E. Cohen-Gilbert ,&nbsp;Elena R. Stein ,&nbsp;Maya Rieselbach ,&nbsp;Jennifer T. Sneider ,&nbsp;Jennifer B. Blossom ,&nbsp;Alex S. Keuroghlian ,&nbsp;Marisa M. Silveri","doi":"10.1016/j.jad.2024.11.028","DOIUrl":"10.1016/j.jad.2024.11.028","url":null,"abstract":"<div><h3>Objective</h3><div>Sexual minority adolescents experience disproportionate mental health problems, including increased anxiety, depression, and suicidal thoughts and behaviors. Minority Stress Theory posits that sexual minority people experience significantly more stress (e.g., via discrimination or prejudice) in their everyday lives, which can underlie these mental health disparities. Though group differences in mental health symptoms are well-documented, there has been less focus on symptom trajectories, which is critical for identifying effective mental health interventions.</div></div><div><h3>Method</h3><div>Seventy adolescents ages 13–19 years enrolled in a short-term, acute residential psychiatric treatment program provided self-report measures of depressive symptoms, anxiety, and emotion regulation difficulties at baseline, discharge (∼2 weeks), and one-month post-treatment follow-up. Adolescents self-reported sexual orientation and were stratified into sexual minority (SM, <em>n</em> = 37) or heterosexual (<em>n</em> = 33) groups.</div></div><div><h3>Results</h3><div>Depressive and anxiety symptoms and emotion dysregulation scores were significantly reduced at follow-up, compared to baseline. While there were no significant group x time interactions for depressive and anxiety symptoms, the SM group entered the program with worse emotion dysregulation scores, which improved more over time compared to the heterosexual group.</div></div><div><h3>Conclusion</h3><div>These findings show that although sexual minority individuals can make substantial gains during residential treatment, emotion regulation difficulties are a particularly relevant treatment target. Emotion regulation, a transdiagnostic construct that typically develops substantially during adolescence, might be of critical importance when identifying effective treatment interventions for sexual minority youth.</div></div><div><h3>Limitations</h3><div>Adolescents in this sample demonstrated limited racial diversity and likely displayed a higher degree of psychopathology than the general population.</div></div>","PeriodicalId":14963,"journal":{"name":"Journal of affective disorders","volume":"370 ","pages":"Pages 511-518"},"PeriodicalIF":4.9,"publicationDate":"2024-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142619811","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
Brain connectivity and transcriptomic similarity inform abnormal morphometric similarity patterns in first-episode, treatment-naïve major depressive disorder 大脑连通性和转录组相似性为首次发病、未经治疗的重度抑郁症患者的异常形态计量相似性模式提供了信息。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.jad.2024.11.021
Kaizhong Xue , Feng Liu , Sixiang Liang , Lining Guo , Yi Shan , Huijuan Xu , Jiao Xue , Yifan Jiang , Yong Zhang , Jie Lu

Background

Major depressive disorder (MDD) is associated with disrupted brain structural integration. Morphometric similarity offers a means to capture the coordinated patterns of various structural features. However, it remains unknown whether MDD-related changes can be detected in cortical morphometric similarity through the Morphometric Inverse Divergence (MIND) network. Additionally, the role of brain connectivity in shaping these alterations, and their links to neuroreceptors and gene expression, have yet to be investigated.

Methods

Using the T1-weighted MRI data from 71 patients with first-episode, treatment-naïve MDD and 69 healthy controls, we constructed the MIND network for all participants. We then performed between-group comparisons to investigate abnormalities in the network and spatial relationships between the observed patterns of MIND disruption and the patterns of neuroreceptors were estimated. Network-based spreading was utilized to explore the abnormalities constrained by brain connectivity based on structural, functional, and transcriptional connectome architecture and to further identify potential epicenters of MDD. In addition, partial least squares regression was conducted to examine the associations of gene expression profiles with MIND changes in MDD.

Results

Patients with MDD showed significantly increased MIND in regions associated with sensation and cognition compared with healthy controls, with this altered pattern being influenced by a combination of transcriptional and structural connectivity, and potential epicenters of MDD were identified in the frontal, parietal, and paracentral cortices. Furthermore, the cortical map of case-control differences in MIND was spatially correlated with the cannabinoid CB1 receptor and the brain-wide expression of a weighted combination of genes. These genes were enriched for neurobiologically relevant pathways and preferentially expressed in different cell classes and cortical layers.

Conclusion

These results highlight the abnormal pattern of morphometric similarity observed in MDD, shedding light on the complex interplay between disrupted macroscale coordinated morphology and microscale molecular organization in MDD.
背景:重度抑郁障碍(MDD)与大脑结构整合紊乱有关。形态计量相似性提供了一种捕捉各种结构特征协调模式的方法。然而,能否通过形态计量反向发散(MIND)网络检测到大脑皮层形态计量相似性中与 MDD 相关的变化,目前仍是未知数。此外,大脑连通性在形成这些改变中的作用及其与神经受体和基因表达的联系也有待研究:方法:利用 71 名初次发病、未经治疗的 MDD 患者和 69 名健康对照者的 T1 加权 MRI 数据,我们为所有参与者构建了 MIND 网络。然后,我们进行了组间比较,以调查网络中的异常情况,并估计了观察到的 MIND 干扰模式与神经受体模式之间的空间关系。基于结构、功能和转录的连接组架构,我们利用基于网络的扩展来探索受大脑连接制约的异常情况,并进一步确定 MDD 的潜在震中。此外,还进行了偏最小二乘法回归,以研究 MDD 基因表达谱与 MIND 变化之间的关联:结果:与健康对照组相比,多发性硬化症患者在感觉和认知相关区域的MIND明显增加,这种改变模式受到转录和结构连接的综合影响,并在额叶、顶叶和旁中心皮层发现了多发性硬化症的潜在震中。此外,MIND 病例对照差异的皮质图谱与大麻素 CB1 受体和全脑加权基因组合的表达存在空间相关性。这些基因富集于神经生物学相关通路,并优先表达于不同的细胞类别和皮质层:这些结果突显了在 MDD 中观察到的形态计量相似性异常模式,揭示了 MDD 中宏观协调形态破坏与微观分子组织之间复杂的相互作用。
{"title":"Brain connectivity and transcriptomic similarity inform abnormal morphometric similarity patterns in first-episode, treatment-naïve major depressive disorder","authors":"Kaizhong Xue ,&nbsp;Feng Liu ,&nbsp;Sixiang Liang ,&nbsp;Lining Guo ,&nbsp;Yi Shan ,&nbsp;Huijuan Xu ,&nbsp;Jiao Xue ,&nbsp;Yifan Jiang ,&nbsp;Yong Zhang ,&nbsp;Jie Lu","doi":"10.1016/j.jad.2024.11.021","DOIUrl":"10.1016/j.jad.2024.11.021","url":null,"abstract":"<div><h3>Background</h3><div>Major depressive disorder (MDD) is associated with disrupted brain structural integration. Morphometric similarity offers a means to capture the coordinated patterns of various structural features. However, it remains unknown whether MDD-related changes can be detected in cortical morphometric similarity through the Morphometric Inverse Divergence (MIND) network. Additionally, the role of brain connectivity in shaping these alterations, and their links to neuroreceptors and gene expression, have yet to be investigated.</div></div><div><h3>Methods</h3><div>Using the T1-weighted MRI data from 71 patients with first-episode, treatment-naïve MDD and 69 healthy controls, we constructed the MIND network for all participants. We then performed between-group comparisons to investigate abnormalities in the network and spatial relationships between the observed patterns of MIND disruption and the patterns of neuroreceptors were estimated. Network-based spreading was utilized to explore the abnormalities constrained by brain connectivity based on structural, functional, and transcriptional connectome architecture and to further identify potential epicenters of MDD. In addition, partial least squares regression was conducted to examine the associations of gene expression profiles with MIND changes in MDD.</div></div><div><h3>Results</h3><div>Patients with MDD showed significantly increased MIND in regions associated with sensation and cognition compared with healthy controls, with this altered pattern being influenced by a combination of transcriptional and structural connectivity, and potential epicenters of MDD were identified in the frontal, parietal, and paracentral cortices. Furthermore, the cortical map of case-control differences in MIND was spatially correlated with the cannabinoid CB<sub>1</sub> receptor and the brain-wide expression of a weighted combination of genes. These genes were enriched for neurobiologically relevant pathways and preferentially expressed in different cell classes and cortical layers.</div></div><div><h3>Conclusion</h3><div>These results highlight the abnormal pattern of morphometric similarity observed in MDD, shedding light on the complex interplay between disrupted macroscale coordinated morphology and microscale molecular organization in MDD.</div></div>","PeriodicalId":14963,"journal":{"name":"Journal of affective disorders","volume":"370 ","pages":"Pages 519-531"},"PeriodicalIF":4.9,"publicationDate":"2024-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142619648","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
Identification of lncRNA in circulating exosomes as potential biomarkers for MCI among the elderly 将循环外泌体中的 lncRNA 鉴定为老年人 MCI 的潜在生物标记物。
IF 4.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.jad.2024.11.029
Jian Gao , Peiliang Chen , Zhihao Li , Wenfang Zhong , Qingmei Huang , Xiru Zhang , Yishi Zhong , Yinru Wu , Yingjun Chen , Weiqi Song , Fangfei You , Shangjie Li , Fen Liang , Ying Nan , Jiaojiao Ren , Xiaomeng Wang , Qiaoqiao Shen , Qi Fu , Xiaoxia Zhang , Yijiang Ouyang , Chen Mao

Background

The abnormal expression of lncRNA in elderly patients with mild cognitive impairment (MCI), and the ability of exosomes to stably carry non-coding RNAs provide a reliable physiological basis for exosomal lncRNA in plasma as a biomarker of MCI.

Methods

This case-control study enrolled 155 patients with MCI and 155 healthy controls from a community-based population aged≥60 years. The expression profiles of lncRNA and mRNA in plasma exosomes were analyzed and validated using high-throughput RNA sequencing and qRT-PCR. Pathway enrichment analysis were performed on differentially expressed transcripts to screen for target lncRNAs and genes. Multivariate logistic regression models were used to construct clinical predictive models. The receiver operating characteristic curve was used to analyze the predictive value, with an 184-sample external database validated.

Results

132 lncRNAs and 459 mRNAs were significantly changed in plasma exosomes of MCI patients compared to healthy controls. LINC001380, ENST00000484033, and ENST00000531087 were screened as candidate exo-lncRNAs for predicting MCI. In logistic regression models, odds ratios and 95%CI for target exo-IncRNAs in MCI patients compared to healthy controls were 1.15(1.03–1.28) for LINC001380, 1.21(1.10–1.34) for ENST00000484033, and 1.23(1.08–1.40) for ENST00000531087, respectively. ROC curve analysis showed that the AUC of the combined predicted probability of target lncRNAs was 70.0 %(64.1 %–76.0 %). In the external database, the AUC for the target genes ATP2A2 and PSEN1 was 69.5 %(61.8 %–77.15 %).

Conclusion

This study provided evidence for the specific expression of plasma exosomal lncRNAs in MCI and its possible biological mechanism. The combined detection of the expression levels of lncRNA-LINC001380, lncRNA-ENST00000484033, and lncRNA-ENST00000531087 in plasma exosomes may provide early diagnosis and prevention of cognitive impairment.
背景:lncRNA在老年轻度认知障碍(MCI)患者中的异常表达以及外泌体稳定携带非编码RNA的能力为血浆中的外泌体lncRNA作为MCI的生物标志物提供了可靠的生理基础:这项病例对照研究从年龄≥60岁的社区人群中招募了155名MCI患者和155名健康对照者。采用高通量RNA测序和qRT-PCR技术分析并验证了血浆外泌体中lncRNA和mRNA的表达谱。对差异表达的转录本进行通路富集分析,以筛选目标lncRNA和基因。多变量逻辑回归模型用于构建临床预测模型。利用接收者操作特征曲线分析预测价值,并通过184个样本的外部数据库进行验证:与健康对照组相比,MCI患者血浆外泌体中的132个lncRNA和459个mRNA发生了显著变化。LINC001380、ENST00000484033和ENST00000531087被筛选为预测MCI的候选外泌体lncRNA。在逻辑回归模型中,与健康对照组相比,MCI患者的目标外显子核糖核酸的几率比和95%CI分别为:LINC001380为1.15(1.03-1.28),ENST00000484033为1.21(1.10-1.34),ENST00000531087为1.23(1.08-1.40)。ROC曲线分析表明,目标lncRNA的综合预测概率的AUC为70.0%(64.1%-76.0%)。在外部数据库中,靶基因ATP2A2和PSEN1的AUC为69.5%(61.8%-77.15%):该研究为血浆外泌体 lncRNA 在 MCI 中的特异性表达及其可能的生物学机制提供了证据。联合检测血浆外泌体中lncRNA-LINC001380、lncRNA-ENST00000484033和lncRNA-ENST00000531087的表达水平可为认知障碍的早期诊断和预防提供依据。
{"title":"Identification of lncRNA in circulating exosomes as potential biomarkers for MCI among the elderly","authors":"Jian Gao ,&nbsp;Peiliang Chen ,&nbsp;Zhihao Li ,&nbsp;Wenfang Zhong ,&nbsp;Qingmei Huang ,&nbsp;Xiru Zhang ,&nbsp;Yishi Zhong ,&nbsp;Yinru Wu ,&nbsp;Yingjun Chen ,&nbsp;Weiqi Song ,&nbsp;Fangfei You ,&nbsp;Shangjie Li ,&nbsp;Fen Liang ,&nbsp;Ying Nan ,&nbsp;Jiaojiao Ren ,&nbsp;Xiaomeng Wang ,&nbsp;Qiaoqiao Shen ,&nbsp;Qi Fu ,&nbsp;Xiaoxia Zhang ,&nbsp;Yijiang Ouyang ,&nbsp;Chen Mao","doi":"10.1016/j.jad.2024.11.029","DOIUrl":"10.1016/j.jad.2024.11.029","url":null,"abstract":"<div><h3>Background</h3><div>The abnormal expression of lncRNA in elderly patients with mild cognitive impairment (MCI), and the ability of exosomes to stably carry non-coding RNAs provide a reliable physiological basis for exosomal lncRNA in plasma as a biomarker of MCI.</div></div><div><h3>Methods</h3><div>This case-control study enrolled 155 patients with MCI and 155 healthy controls from a community-based population aged≥60 years. The expression profiles of lncRNA and mRNA in plasma exosomes were analyzed and validated using high-throughput RNA sequencing and qRT-PCR. Pathway enrichment analysis were performed on differentially expressed transcripts to screen for target lncRNAs and genes. Multivariate logistic regression models were used to construct clinical predictive models. The receiver operating characteristic curve was used to analyze the predictive value, with an 184-sample external database validated.</div></div><div><h3>Results</h3><div>132 lncRNAs and 459 mRNAs were significantly changed in plasma exosomes of MCI patients compared to healthy controls. LINC001380, ENST00000484033, and ENST00000531087 were screened as candidate <em>exo</em>-lncRNAs for predicting MCI. In logistic regression models, odds ratios and 95%CI for target exo-IncRNAs in MCI patients compared to healthy controls were 1.15(1.03–1.28) for LINC001380, 1.21(1.10–1.34) for ENST00000484033, and 1.23(1.08–1.40) for ENST00000531087, respectively. ROC curve analysis showed that the AUC of the combined predicted probability of target lncRNAs was 70.0 %(64.1 %–76.0 %). In the external database, the AUC for the target genes ATP2A2 and PSEN1 was 69.5 %(61.8 %–77.15 %).</div></div><div><h3>Conclusion</h3><div>This study provided evidence for the specific expression of plasma exosomal lncRNAs in MCI and its possible biological mechanism. The combined detection of the expression levels of lncRNA-LINC001380, lncRNA-ENST00000484033, and lncRNA-ENST00000531087 in plasma exosomes may provide early diagnosis and prevention of cognitive impairment.</div></div>","PeriodicalId":14963,"journal":{"name":"Journal of affective disorders","volume":"370 ","pages":"Pages 401-411"},"PeriodicalIF":4.9,"publicationDate":"2024-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142620268","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
期刊
Journal of affective disorders
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