suicidality

自杀
  • 文章类型: Journal Article
    在经济合作与发展组织国家中,韩国的自杀率最高;中学生和高中生的自杀企图呈上升趋势。各种因素导致青少年自杀的风险,对自杀预防的看法已经成为一个重要因素。本研究旨在调查中学生情绪和行为困难与自杀预防观念之间的关系,并探讨不同年龄的自杀观念差异。
    在社区中学生和高中生中进行了一项调查,包括530名参与者,从2020年到2021年。使用韩语版本的优势和困难问卷评估情绪和行为困难,参与者被要求填写一份关于预防自杀的重要性和可能性的问卷.使用相关检验和方差分析来检验变量之间的关系,和自杀意识根据年龄进行比较。
    显示较高力量或较低难度的参与者更有可能对自杀预防措施做出积极反应。他们还表现出高强度和低难度水平,因此同意预防自杀的重要性。关于与年龄相关的自杀观念,20-29岁的成年人报告自杀预防的可能性最低.
    自杀观念影响自杀发生率。因此,通过自杀预防运动和相关教育进行积极的社会参与对于改善这种观念至关重要。需要持续的关注和支持来解决这一问题。
    UNASSIGNED: South Korea has the highest suicide rate among Organisation for Economic Co-operation and Development countries; there is an increasing trend in suicide attempts among middle and high school students. Various factors contribute to the risk of suicide among adolescents, and the perception of suicide prevention has emerged as a significant factor. This study aimed to investigate the association between emotional and behavioral difficulties among middle and high school students and their perceptions of suicide prevention and to explore differences in suicide perception according to age.
    UNASSIGNED: A survey was conducted among community middle and high school students, including 530 participants, between 2020 and 2021. Emotional and behavioral difficulties were assessed using the Strengths and Difficulties Questionnaire-Korean version, and participants were asked to complete a questionnaire on the importance and possibility of suicide prevention. A correlation test and analysis of variance were used to examine the relationships between the variables, and suicide awareness was compared according to age.
    UNASSIGNED: The participants who displayed higher strength or lower difficulty were more likely to respond positively to suicide prevention measures. They also exhibited high strength and low difficulty levels, thus agreeing with the importance of suicide prevention. Regarding age-related perceptions of suicide, adults aged 20-29 years reported the lowest probability of suicide prevention.
    UNASSIGNED: Suicide perceptions influence the incidence of suicide. Therefore, active societal engagement through suicide prevention campaigns and related education is essential to improve such perceptions. Continuous attention and support are required to address this issue.
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  • 文章类型: Journal Article
    背景:证据表明患有慢性身体疾病(CPI;例如,哮喘,糖尿病,和癫痫)是自杀的独立危险因素(即,自杀意念或企图)在年轻人中。关于CPI和自杀联系的机制知之甚少。一些证据表明精神疾病(例如,抑郁和焦虑)或神经发育障碍(例如,注意力缺陷/多动障碍)介导或缓和CPI-自杀关联。知识库中缺少有关同时发生的CPI与年轻人自杀的精神疾病或神经发育障碍(MIND)之间的关联的信息。
    目的:本研究使用来自2019年加拿大儿童和青少年健康调查(CHSCY)的流行病学数据来研究CPI,心灵,和年轻时的自杀。我们将估计患病率,确定预测因子,并调查患有CPI-MIND合并症的青年与其他发病率组的社会心理和服务使用结果(即,健康,仅限CPI,只有心灵)。
    方法:由加拿大统计局执行,CHSCY收集了47,850名儿童(1-17岁)及其主要照顾父母的数据.青年消费物价指数的衡量标准,心灵,家庭环境,和社会人口统计数据可以使用青年和家长线人。有关精神病服务使用的信息可通过家长报告以及与国家门诊护理报告系统和出院摘要数据库中发现的国家行政健康数据的链接获得,允许对医院精神卫生服务进行调查(例如,急诊部门的访问,住院治疗,和住院时间)。关于自杀的问题仅限于15-17岁的年轻人(n=6950),形成我们的分析样本。基于加权回归的分析将解释复杂的调查设计。
    结果:我们的研究始于2023年11月,由美国自杀预防基金会(SRG-0-008-22)资助。对链接的CHSCY微数据文件的访问权限于2024年5月获得。对CHSCY数据的初步检查显示,大约20%(1390/6950)的年轻人有CPI,7%(490/6950)有想法,7%(490/6950)在过去一年中认真考虑过自杀,3%(210/6950)在其一生中曾尝试过自杀。
    结论:研究结果将提供对患有CPI-MIND合并症的年轻人的自杀倾向的估计,这将为干预计划提供信息,以防止这一弱势群体的生命损失。自杀性的建模关联将促进对多个层面因素的相对和联合影响的理解-针对预防工作和服务所需的信息。了解精神病服务的使用方式对于了解服务的获取和障碍至关重要。这将通知是否使用匹配需要,确定机会,向政策制定者提供上游资源的建议,以防止自杀。重要的是,调查结果将提供关于青少年CPI-MIND合并症与自杀倾向之间联系的可靠基线信息,未来的研究可用于解决与COVID-19大流行的影响以及相关对策在这一脆弱青年人群中的相关问题。
    DERR1-10.2196/57103。
    BACKGROUND: Evidence suggests that having a chronic physical illness (CPI; eg, asthma, diabetes, and epilepsy) is an independent risk factor for suicidality (ie, suicidal ideation or attempts) among youth. Less is known about the mechanisms linking CPI and suicidality. Some evidence suggests that mental illness (eg, depression and anxiety) or neurodevelopmental disorder (eg, attention-deficit/hyperactivity disorder) mediates or moderates the CPI-suicidality association. Missing from the knowledge base is information on the association between having co-occurring CPI and mental illness or neurodevelopmental disorder (MIND) on youth suicidality.
    OBJECTIVE: This study uses epidemiological data from the 2019 Canadian Health Survey of Children and Youth (CHSCY) to study the intersection of CPI, MIND, and suicidality in youth. We will estimate prevalence, identify predictors, and investigate psychosocial and service use outcomes for youth with CPI-MIND comorbidity versus other morbidity groups (ie, healthy, CPI only, and MIND only).
    METHODS: Conducted by Statistics Canada, the CHSCY collected data from 47,850 children (aged 1-17 years) and their primary caregiving parent. Measures of youth CPI, MIND, family environment, and sociodemographics are available using youth and parent informants. Information on psychiatric services use is available via parent report and linkage to national administrative health data found in the National Ambulatory Care Reporting System and the Discharge Abstract Database, which allow the investigation of hospital-based mental health services (eg, emergency department visits, hospitalizations, and length of stay in hospital). Questions about suicidality were restricted to youths aged 15-17 years (n=6950), which form our analytic sample. Weighted regression-based analyses will account for the complex survey design.
    RESULTS: Our study began in November 2023, funded by the American Foundation for Suicide Prevention (SRG-0-008-22). Access to the linked CHSCY microdata file was granted in May 2024. Initial examination of CHSCY data shows that approximately 20% (1390/6950) of youth have CPI, 7% (490/6950) have MIND, 7% (490/6950) seriously considered suicide in the past year, and 3% (210/6950) had attempted suicide anytime during their life.
    CONCLUSIONS: Findings will provide estimates of suicidality among youth with CPI-MIND comorbidity, which will inform intervention planning to prevent loss of life in this vulnerable population. Modeling correlates of suicidality will advance understanding of the relative and joint effects of factors at multiple levels-information needed to target prevention efforts and services. Understanding patterns of psychiatric service use is vital to understanding access and barriers to services. This will inform whether use matches need, identifying opportunities to advise policy makers about upstream resources to prevent suicidality. Importantly, findings will provide robust baseline of information on the link between CPI-MIND comorbidity and suicidality in youth, which can be used by future studies to address questions related to the impact of the COVID-19 pandemic and associated countermeasures in this vulnerable population of youth.
    UNASSIGNED: DERR1-10.2196/57103.
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  • 文章类型: Journal Article
    背景:失眠已被确定为自杀的潜在危险因素。然而,到目前为止,很少有使用纵向设计的研究检查了这种关系的潜在机制。基于弹性的观点,这项研究旨在调查失眠之间的动态纵向关系,弹性,和自杀。
    方法:从中国大学生的大规模健康相关队列中抽取了5785名新生。这项研究跨越了六个浪潮,涵盖2020年至2022年期间。使用从T1到T4的数据,因为没有在基线(T0)和T5测量弹性。交叉滞后面板模型和潜在生长曲线中介模型用于检验失眠之间的纵向动态关系,弹性,和自杀。
    结果:结果显示失眠症状和自杀倾向相互预测,弹性在连接失眠症状和自杀方面起着纵向中介作用。
    结论:鉴于韧性在失眠症状和自杀之间的关系中起中介作用,一些以韧性为导向的预防和干预计划将有助于降低大学生自杀风险。
    BACKGROUND: Insomnia has been identified as a potential risk factor for suicidality. However, to date, few studies using the longitudinal-design have examined the underlying mechanism of this relationship. Based on a resilience perspective, this study aimed to investigate the dynamic longitudinal relationships between insomnia, resilience, and suicidality.
    METHODS: A total of 5785 freshmen were sampled from a large-scale health-related cohort among Chinese college students. This study spanned six waves, covering the period from 2020 to 2022. Data from T1 to T4 were used because resilience was not measured at baseline (T0) and T5. The cross-lagged panel models and the latent growth curve mediation model were used to examine the longitudinal dynamic relationships between insomnia, resilience, and suicidality.
    RESULTS: The results showed that insomnia symptoms and suicidality mutually predicted each other, and resilience played a longitudinal mediating role in linking insomnia symptoms and suicidality.
    CONCLUSIONS: Given that resilience served as a mediator in the relation between insomnia symptoms and suicidality, some resilience-oriented prevention and intervention programs will be helpful in reducing the risk of suicide among university students.
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  • 文章类型: Journal Article
    生活压力事件(SLE)和自杀意念(SI)在重度抑郁症(MDD)患者中普遍存在。关于失眠症状在SLE和SI之间的关联中的潜在作用知之甚少。这项三波前瞻性队列研究试图调查SLE之间的纵向关联,失眠症状,和SI在MDD患者中。研究人群包括511名MDD患者(平均年龄[SD],28.7[6.7]岁;67.1%为女性)。利用广义估计方程(GEE)来探索SLE暴露之间的前瞻性关联,失眠症状,和SI。此外,采用结构方程模型(SEM)估计失眠症状在SLE与SI关系中的纵向中介作用。我们的研究表明,在MDD患者中,累积SLE与SI纵向相关。我们进一步观察到SLE和SI之间的关联是由失眠症状显著介导的。临床医生评估MDD患者,尤其是那些有SLE历史的人,可以仔细评估并及时治疗失眠症状,作为对其抑郁症的个性化评估的一部分,从而实现对MDD患者自杀行为的早期预防和干预。
    Stressful life events (SLEs) and suicidal ideation (SI) are prevalent in persons with major depression disorder (MDD). Less is known about the underlying role of insomnia symptoms in the association between SLEs and SI. This three-wave prospective cohort study sought to investigate the longitudinal association among SLEs, insomnia symptoms, and SI in persons with MDD. The study population included 511 persons with MDD (mean [SD] age, 28.7 [6.7] years; 67.1% were females). Generalized estimated equations (GEEs) were utilized to explore prospective association among exposure of SLEs, insomnia symptoms, and SI. Additionally, a structural equation model (SEM) was employed to estimate the longitudinal mediating effect of insomnia symptoms in the relationship between SLEs and SI. Our study demonstrated that cumulative SLEs were determined to be longitudinally associated with SI in persons with MDD. We further observed that the association between SLEs and SI was significantly mediated by insomnia symptoms. Clinicians assessing persons with MDD, especially those with the history of SLE, could carefully evaluate and promptly treat insomnia symptoms as part of personalized assessment of their depressive illness, thereby achieving early prevention and intervention for suicidal behaviors in persons with MDD.
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  • 文章类型: Journal Article
    背景:由于少数族裔压力的经历,变性人和非二元(TNB)个体相对于顺性人而言,面临更大的心理健康问题风险。因此,确定可能具有保护作用和缓冲少数群体压力影响的因素至关重要。这项研究检查了TNB少数民族压力对抑郁症状和自杀意念的浪漫关系参与和质量缓冲作用。
    方法:大量国际样本(n=1156)的TNB成年人(n=654合作;n=502单)报告了少数民族压力经历,关系地位和质量,和心理健康结果(即,抑郁症状和自杀意念)。
    结果:在伴侣个体中,受害和排斥对抑郁症状和自杀意念的影响减弱。然而,一旦考虑到关系质量,关系参与的缓冲作用仅适用于关系更令人满意的人;在陷入困境的关系中没有观察到压力缓冲作用。尤其重要的是,一般人际满意度并不充当少数人的压力缓冲,这表明在令人满意的浪漫关系中可能对抑郁症状和自杀意念有独特的压力缓冲作用。
    结论:本研究的横断面性质排除了关于因果关系的明确结论。
    结论:这些研究结果表明,浪漫的参与可能对成人TNB起到缓解压力的作用,但只有当这些关系令人满意时。我们的研究结果具有重要的理论和临床意义,需要进一步的研究来调查关系干预措施的效用,以缓冲TNB少数民族压力对抑郁症状和自杀倾向的影响。
    BACKGROUND: Transgender and non-binary (TNB) individuals are at greater risk of mental health concerns relative to their cisgender peers due to experiences of minority stress. Thus, it is critically important to identify factors that may be protective and buffer the effects of minority stress. This study examined whether romantic relationship involvement and quality buffered effects of TNB minority stress on depressive symptoms and suicidal ideation.
    METHODS: A large international sample (n = 1156) of TNB adults (n = 654 partnered; n = 502 single) reported on minority stress experiences, relationship status and quality, and mental health outcomes (i.e., depressive symptoms and suicidal ideation).
    RESULTS: The effects of victimization and rejection on depressive symptoms and suicidal ideation were attenuated among partnered individuals. However, once relationship quality was considered, the buffering effects of relationship involvement applied only to those in more satisfying relationships; the stress-buffering effects were not observed among those in distressed relationships. Of particular importance, general interpersonal satisfaction did not act as a minority stress buffer, suggesting there may be unique stress-buffering effects of being in a satisfying romantic relationship on depressive symptoms and suicidal ideation.
    CONCLUSIONS: The cross-sectional nature of the current study precludes definitive conclusions regarding causation.
    CONCLUSIONS: These findings suggest that romantic involvement may serve a stress-buffering role for TNB adults, but only when these relationships are satisfying. Our results have important theoretical and clinical implications, and further research is needed to investigate the utility of relationship interventions to buffer the effects of TNB minority stress on depressive symptoms and suicidality.
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  • 文章类型: Journal Article
    重复的证据表明,氯胺酮和艾氯胺酮降低了难治性抑郁症(TRD)患者的自杀率。仍然不确定易感个体是否会经历与任何一种代理的先前存在的自杀倾向的恶化。
    从1970年和2019年至2023年9月30日搜索了食品和药物管理局不良事件报告系统(FAERS)数据库中的自杀意念报告,抑郁症自杀,自杀行为,与氯胺酮和艾氯胺酮接触相关的自杀企图和完全自杀,分别。我们使用报告优势比(ROR)来呈现我们的数据,并且当95%置信区间(CI)的下限超过1.0时确定显著性。使用锂作为控制剂。
    这里,我们观察到使用艾氯胺酮的自杀意念(ROR7.58,95%CI6.34-9.07)和抑郁症自杀(ROR14.19,95%CI1.80-112.07)的ROR较高.氯胺酮(ROR0.15,95%CI0.11-0.21)和艾氯胺酮(ROR0.57,95%CI0.48-0.67)的自杀未遂的ROR显着降低。
    用氯胺酮和艾氯胺酮观察到在自杀性方面的混合ROR。FAERS数据库的局限性阻止了对将新发病的自杀性与任一代理联系起来的因果效应的任何确定。氯胺酮和艾氯胺酮自杀未遂的ROR较低,但不能,鉴于数据库的局限性,被解释为直接的治疗效果。
    UNASSIGNED: Replicated evidence indicates that ketamine and esketamine reduce measures of suicidality in persons with treatment-resistant depression (TRD). It remains uncertain whether individuals experience worsening of preexisting suicidality with either agent.
    UNASSIGNED: The Food and Drug Administration Adverse Event Reporting System (FAERS) database was searched from 1970 and 2019 to 30 September 2023 for reports of suicidal ideation, depression suicidal, suicidal behavior, suicidal attempt, and completed suicide in association with ketamine and esketamine exposure, respectively. We present reporting odds ratios (ROR) significance was determined when the lower limit of the 95% confidence interval (CI) exceeded 1.0. Lithium was used as the control agent.
    UNASSIGNED: Observed a higher ROR for suicidal ideation (ROR 7.58, 95% CI 6.34-9.07) and depression suicidal (ROR 14.19, 95% CI 1.80-112.07) with esketamine. Significantly lower RORs were observed for suicide attempt with ketamine (ROR 0.15, 95% CI 0.11-0.21) and esketamine (ROR 0.57, 95% CI 0.48-0.67).
    UNASSIGNED: Mixed RORs across aspects of suicidality were observed with ketamine and esketamine. Limitations of the FAERS database prevent any determination of causal effects new onset suicidality to either agent. The lower RORs for suicide attempt with ketamine and esketamine is noted but cannot be interpreted as a direct therapeutic effect.
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  • 文章类型: Journal Article
    确定报告自杀想法和行为(STB)的大学生中与正式和非正式心理健康寻求帮助意图相关的因素。
    2018-2020年健康思想研究中患有STB的大学生。
    使用逻辑回归进行横截面二次分析,以确定人口统计学(年龄,性别,种族,宗教,和财务)和社会心理因素(心理健康,对心理健康的看法有帮助,和障碍)与正式的寻求帮助的意图有关。
    所有寻求帮助的意图的积极显著因素,包括在一段浪漫的关系中,Christian,焦虑的症状,或关于治疗效果的积极信念和知识。抑郁症状,黑人/非洲裔美国人,心理僵化,低感知需求,和障碍是负相关的。非正式寻求帮助与西班牙裔/拉丁裔和个人对心理健康的污名呈负相关。正式寻求帮助与亚裔/亚裔美国人呈正相关,与财务压力呈负相关。
    独特的因素与有STB的大学生的正式或非正式的求助意图有关。
    UNASSIGNED: Identify factors associated with formal and informal mental health help-seeking intentions among college students reporting suicidal thoughts and behaviors (STBs).
    UNASSIGNED: College students with STBs in the 2018-2020 Healthy Minds Study.
    UNASSIGNED: Cross-sectional secondary analysis using logistic regressions to determine whether demographic (age, sex, race, religion, and finances) and psychosocial factors (mental health, perceptions about mental health help, and barriers) are associated with (in)formal help-seeking intentions.
    UNASSIGNED: Positive significant factors for all help-seeking intentions included being in a romantic relationship, Christian, symptoms of anxiety, or positive beliefs and knowledge about therapy efficacy. Depressive symptoms, Black/African American, psychological inflexibility, low perceived need, and barriers were negatively associated. Informal help-seeking was negatively associated with Hispanic/Latinx and personal stigma toward mental health. Formal help-seeking was positively associated with Asian/Asian American and negatively associated with financial stress.
    UNASSIGNED: Unique factors were associated with formal or informal help-seeking intentions in college students with STBs.
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  • 文章类型: Journal Article
    非自杀性自我伤害(NSSI)既可以发生在自杀企图(SA)之前,也可以同时发生。已经提出了导致NSSI青年过渡到SA的潜在机制/因素(包括社会认知的作用),尽管他们应该得到证实。因此,该研究旨在探索心理理论在根据SA的存在区分NSSI青少年样本(15-24岁)中的作用。我们使用故意自我伤害量表(DSHI)和哥伦比亚自杀严重程度等级量表(C-SSRS)将样本分为4组:对照组(非NSSInotSA),无SA的NSSI(NSSInotSA),NSSI与SA(NSSIplusSA),和SA没有NSSI(SAonly)。NSSIplusSA患者显示出比NSSInotSA(p=0.0016)和SAonly组(p=0.0198)更高的眼睛阅读测验(RMET)得分(指示ToM能力),而SAonly患者的RMET评分低于对照组(p=0.0214)。用于区分NSSInotSA和NSSIplusSA的多元回归模型发现RMET与LOSCS-CSC(自我批评量表-比较自我批评水平)之间存在显着关联(pC=0.0802,pD=0.0016,pG=0.0053)。我们的发现支持以下假设:肥厚性情感ToM可能与青年NSSI中SA的发生有关。进一步更大的纵向研究应该证实这些初步发现,通过探索所有的社会认知维度。
    Non-suicidal self-injury (NSSI) can both precede and co-occur with suicidal attempts (SA). Underlying mechanisms/factors leading to the transition to SA in NSSI youths have been proposed (including the role of social cognition), despite they should be yet confirmed. Therefore, the study aims at exploring the role of the Theory of Mind in the differentiation of a sample of NSSI youngsters (aged 15-24) according to the presence of SA. We divided the sample into 4 groups using the Deliberate Self Harm Inventory (DSHI) and Columbia Suicide Severity Rating Scale (C-SSRS): control group (notNSSInotSA), NSSI without SA (NSSInotSA), NSSI with SA (NSSIplusSA), and SA without NSSI (SAonly). NSSIplusSA patients displayed higher Reading the Mind in the Eyes Test (RMET) scores (indicative of ToM abilities) than both the NSSInotSA (p=0.0016) and SAonly groups (p=0.0198), while SAonly patients showed lower RMET scores compared to the control group (p=0.0214). Multiple regression models used to differentiate NSSInotSA and NSSIplusSA found a significant association between RMET and LOSCS-CSC (Level Of Self-Criticism Scale-Comparative Self-Criticism) (pC=0.0802, pD=0.0016, pG=0.0053). Our findings supported the hypothesis that a hypertrophic affective ToM may possibly be associated with the occurrence of SA in youth NSSI. Further larger and longitudinal studies should confirm these preliminary findings, by exploring all social cognition dimensions.
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  • 文章类型: Journal Article
    抑郁和焦虑是多发性硬化症(MS)最常见的神经精神症状,自身免疫介导的脱髓鞘神经退行性疾病。他们的患病率为25-65%和20-54%,分别,常伴有慢性疲劳和认知障碍,但通常与运动和其他缺陷无关,提示不同的病理生理机制。这两种疾病通常在MS诊断之前出现,导致更快的残疾和损害生活质量。危险因素是(年轻)年龄,遗传和家族史负担。虽然没有关于MS患者抑郁(和焦虑)的具体神经病理学数据,现代神经影像学研究显示双侧额颞叶,皮质下和边缘萎缩,显微结构白质病变和额顶破坏,边缘和神经内分泌网络。MS中抑郁和焦虑的发病机制与共同机制有关,包括氧化应激,线粒体功能障碍,神经炎症和神经内分泌机制诱导复杂的功能性和结构性脑损伤,但它们也受到社会和其他因素的影响。不幸的是,MS患者焦虑,严重的抑郁症或自杀想法往往被低估和治疗不足。目前的治疗,除了抗抑郁治疗包括经颅磁刺激,认知,放松,必须个性化的饮食和其他医疗保健措施。当前的最新评论是基于对PubMed的系统分析,谷歌学者和科克伦图书馆,直到2024年5月,重点是患病率,临床表现,神经影像数据,免疫机制和治疗方案。MS中的抑郁和焦虑,像许多其他神经免疫疾病一样,是相关的,其中,大脑紊乱的多区域模式和复杂的致病机制值得进一步阐明,作为早期诊断和适当管理的基础,以提高这种致残疾病的生活质量。
    Depression and anxiety are the most frequent neuropsychiatric symptoms of multiple sclerosis (MS), an autoimmune-mediated demyelinating neurodegenerative disease. Their prevalence is 25-65% and 20-54%, respectively, often associated with chronic fatigue and cognitive impairment, but usually not correlated with motor and other deficits, suggesting different pathophysiological mechanisms. Both disorders often arise before MS diagnosis, lead to faster disability and impair the quality of life. Risk factors are (young) age, genetic and family history burden. While no specific neuropathological data for depression (and anxiety) in MS are available, modern neuroimaging studies showed bilateral fronto-temporal, subcortical and limbic atrophies, microstructural white matter lesions and disruption of frontoparietal, limbic and neuroendocrine networks. The pathogenesis of both depression and anxiety in MS is related to shared mechanisms including oxidative stress, mitochondrial dysfunction, neuroinflammation and neuroendocrine mechanisms inducing complex functional and structural brain lesions, but they are also influenced by social and other factors. Unfortunately, MS patients with anxiety, major depression or suicidal thoughts are often underassessed and undertreated. Current treatment, in addition to antidepressant therapy include transcranial magnetic stimulation, cognitive, relaxation, dietary and other healthcare measures that must be individualized. The present state-of- the-art review is based on systematic analysis of PubMed, Google Scholar and Cochrane Library until May 2024, with focus on the prevalence, clinical manifestation, neuroimaging data, immune mechanisms and treatment options. Depression and anxiety in MS, like in many other neuroimmune disorders, are related, among others, to multi-regional patterns of cerebral disturbances and complex pathogenic mechanisms that deserve further elucidation as a basis for early diagnosis and adequate management to improve the quality of life in this disabling disease.
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  • 文章类型: Journal Article
    背景:为了在现实环境中更多地使用NIMH研究领域标准(RDoC),我们应用大型语言模型从叙述性临床笔记中估计维度精神病理学。
    方法:我们在2008年11月至2015年3月期间,在一家大型学术医疗中心的精神科急诊科,使用18岁或以下的健康记录进行了一项队列研究。结果是入院和急诊科住院时间。使用符合HIPAA的大型语言模型(gpt-4-1106-preview)估计RDoC域,并与先前验证的基于令牌的方法进行了比较。
    结果:该队列包括3,059名个体(中位年龄16(25%-75%13-18);1580(52%)女性,1479(48%)男性;105(3.4%)被确定为亚洲人,329(11%)为黑人,288(9.4%)西班牙裔,474(15%)作为另一个种族,1863年(61%)为白色),其中1695人(55%)被录取。根据Kendall的Tau(0.14-0.22),LLM提取的RDoC得分与基于令牌的得分之间的相关性从小到中等。在针对社会人口统计学和临床特征进行调整的逻辑回归模型中,录取可能性与所有领域的更高分数相关,除了感觉运动,这是反相关的(所有调整后的关联p<.001)。偏倚测试表明,种族之间的阳性效价分数存在适度但具有统计学意义的差异(亚洲人的p<0.05,西班牙裔,和黑人个人)。
    结论:大型语言模型以可解释的方式提取了6个RDoC域的估计值,与临床结局相关。这种方法可以有助于基于维度精神病理学的新一代预测模型或生物学研究。
    BACKGROUND: To enable greater use of NIMH Research Domain Criteria (RDoC) in real-world settings, we applied large language models to estimate dimensional psychopathology from narrative clinical notes.
    METHODS: We conducted a cohort study using health records from individuals age 18 years or younger evaluated in the psychiatric emergency department of a large academic medical center between November 2008 and March 2015. Outcomes were hospital admission and length of emergency department stay. RDoC domains were estimated using a HIPAA-compliant large language model (gpt-4-1106-preview), and compared to a previously-validated token-based approach.
    RESULTS: The cohort included 3,059 individuals (median age 16 (25%-75% 13-18); 1580 (52%) female, 1479 (48%) male; 105 (3.4%) identified as Asian, 329 (11%) as Black, 288 (9.4%) Hispanic, 474 (15%) as another race, and 1863 (61%) as white), of whom 1695 (55%) were admitted. Correlation between LLM-extracted RDoC scores and the token-based scores ranged from small to medium by Kendall\'s Tau (0.14-0.22). In logistic regression models adjusted for sociodemographic and clinical features, admission likelihood was associated with greater scores on all domains, with the exception of sensorimotor, which was inversely associated (p<.001 for all adjusted associations). Tests for bias suggested modest but statistically significant differences in positive valence scores by race (p<.05 for Asian, Hispanic, and Black individuals).
    CONCLUSIONS: A large language model extracted estimates of 6 RDoC domains in an explainable manner, which were associated with clinical outcomes. This approach can contribute to a new generation of prediction models or biological investigations based on dimensional psychopathology.
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