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Emotion dysregulation and impulsivity as overlapping symptoms in adult Attention-Deficit/Hyperactivity Disorder and Borderline Personality Disorder: severity profiles and associations with childhood traumatization and personality functioning. 情绪失调和冲动是成人注意力缺陷/多动障碍和边缘型人格障碍的重叠症状:严重程度概况及其与儿童创伤和人格功能的关系
IF 3.6 3区 医学 Q1 PSYCHIATRY Pub Date : 2025-01-13 DOI: 10.1186/s12991-024-00540-y
Eszter Kenézlői, Lívia Balogh, Szilvia Somogyi, Evelyn E Lévay, Zsuzsa Halmai, Zsófia Nemoda, Zsolt S Unoka, János M Réthelyi

Background: Increased levels of emotion dysregulation and impulsive behavior are overlapping symptoms in adult Attention-Deficit/Hyperactivity Disorder (aADHD) and Borderline Personality Disorder (BPD), both symptom domains reflecting on inhibitory control, although from different angles. Our aims were to describe their differences in the above conditions, investigate their associations with childhood traumatization, and to explore the potential mediation of emotion dysregulation and impulsivity between childhood traumas and personality functioning.

Methods: Young adults between 18 and 36 years diagnosed with aADHD (n = 100) and BPD (n = 63) were investigated with structured clinical interviews, while age-matched healthy controls (n = 100) were screened for psychiatric disorders. Patients with aADHD-BPD comorbidity were excluded from further analyses. The Difficulties in Emotion Regulation Scale, the Barratt Impulsiveness Scale, the Level of Personality Functioning Scale, and the Childhood Trauma Questionnaire-Short Form were administered to investigate trait measures and childhood traumatization, respectively. Behavioral impulsivity and delay aversion were assessed using selected tests of the Cambridge Neuropsychological Test Automated Battery, and a computerized decision-making paradigm based on the Rogers decision-making task, respectively.

Results: Significantly higher levels of emotion dysregulation and impulsivity were present both in the aADHD and BPD groups, however with different profiles. Waiting and stopping impulsivity was selectively higher among aADHD patients compared to healthy controls. The BPD group reported higher levels of emotion dysregulation in all domains, and demonstrated increased delay aversion among uncertain conditions in decision-making. Higher levels of childhood trauma were associated with emotion dysregulation, trait impulsivity, and delay aversion across groups. Emotion regulatory capacity played a significant mediating role between childhood traumatization and the level of personality functioning.

Conclusions: Inhibitory control profiles of the aADHD and BPD groups were divergent. Childhood traumatization was associated with lower levels of personality functioning in adulthood, independently of diagnosis, an effect mediated more by emotion dysregulation, rather than impulsivity. These findings have various clinical implications for the treatment of aADHD and BPD, including psychoeducation, pharmacological interventions, and psychotherapy targeting specific symptom domains.

背景:成人注意力缺陷/多动障碍(aADHD)和边缘型人格障碍(BPD)的情绪失调和冲动行为水平升高是重叠的症状,这两个症状域都反映了抑制性控制,尽管从不同的角度。我们的目的是描述他们在上述条件下的差异,研究他们与童年创伤的联系,并探讨童年创伤与人格功能之间情绪失调和冲动性的潜在中介作用。方法:采用结构化临床访谈法对诊断为aADHD (n = 100)和BPD (n = 63)的18 - 36岁年轻人进行调查,同时对年龄匹配的健康对照(n = 100)进行精神障碍筛查。患有adhd - bpd合并症的患者被排除在进一步的分析之外。分别采用情绪调节困难量表、Barratt冲动性量表、人格功能水平量表和童年创伤问卷-简表来考察特质测量和童年创伤。行为冲动和延迟厌恶分别采用剑桥神经心理测试自动化测试和基于罗杰斯决策任务的计算机决策范式进行评估。结果:aADHD组和BPD组均存在较高水平的情绪失调和冲动,但具有不同的特征。与健康对照组相比,aADHD患者的等待和停止冲动的选择性更高。BPD组在所有领域的情绪失调水平都较高,并且在决策的不确定条件下表现出更多的延迟厌恶。高水平的童年创伤与情绪失调、特质性冲动和延迟厌恶有关。情绪调节能力在童年创伤与人格功能水平之间起着显著的中介作用。结论:aADHD组与BPD组抑制控制谱存在差异。童年创伤与成年后较低水平的人格功能有关,独立于诊断,这种影响更多地由情绪失调介导,而不是冲动。这些发现对adhd和BPD的治疗具有多种临床意义,包括心理教育、药物干预和针对特定症状域的心理治疗。
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引用次数: 0
Approaches for difficult-to-induce-seizures electroconvulsive therapy cases (DEC): a Japanese expert consensus. 难治性癫痫电痉挛治疗方法:日本专家共识。
IF 3.6 3区 医学 Q1 PSYCHIATRY Pub Date : 2025-01-12 DOI: 10.1186/s12991-024-00543-9
Yoshiteru Takekita, Taro Suwa, Kazuyuki Yasuda, Hirotsugu Kawashima, Wataru Omori, Naoki Kurimoto, Takashi Tsuboi, Takamasa Noda, Nobuatsu Aoki, Ken Wada, Ken Inada, Minoru Takebayash

Background: Seizure threshold increases with age and the frequency of electroconvulsive therapy (ECT). Therefore, therapeutic seizures can be difficult to induce, even at maximum stimulus charge with available ECT devices. Such cases are known as difficult-to-induce-seizures electroconvulsive therapy cases (DECs). However, no clinical guidelines exist for DECs; thus, clinicians often face difficulties determining treatment strategies. This study aimed to obtain a consensus among clinical experts regarding the treatment of DECs.

Methods: We asked Japanese ECT experts to rate 14 approaches under six conditions of DECs on a 9-point Likert scale (1 = "disagree" to 9 = "agree"). Based on responses from 195 experts, the approaches were classified as first-line (95% confidence interval mean ≥ 6.5), second-line (mean, 3.5-6.5), or third-line strategies (mean < 3.5). Approaches rated 9 points by at least 50% of the respondents were considered "treatments of choice."

Results: To avoid difficult seizure induction, dose reduction of benzodiazepine receptor agonist (BZRA) (8.33 ± 1.25), dose reduction or discontinuation of antiepileptic drugs (AEDs) or other drugs that may make seizure induction difficult (8.16 ± 1.18), and ensure hyperventilation (7.95 ± 1.47) were classified as treatments of choice. First-line treatment strategies were BRZA discontinuation (7.89 ± 1.45), stimulation timing adjustment (7.00 ± 2.00), and anesthetic dose reduction (6.93 ± 1.94). Dose reduction or discontinuation of AEDs or other drugs that might make seizure induction difficult and ensure hyperventilation were the treatments of choice across all patient conditions. The results of rating approaches for patients with mood disorders and schizophrenia were similar, with differences observed among the approaches for patients with catatonia, high risk of cognitive impairment, and cardiovascular events.

Conclusions: ECT expert recommendations are useful and can assist in clinical decision-making. Our results suggest that while some strategies are applicable across all conditions, others should be tailored to meet the specific needs of patients. These recommendations should be further evaluated in future clinical studies.

背景:癫痫发作阈值随着年龄和电休克治疗(ECT)频率的增加而增加。因此,治疗性癫痫很难诱发,即使在最大的刺激电荷与可用的电痉挛装置。这些病例被称为难以诱发癫痫发作的电痉挛治疗病例(DECs)。然而,尚无针对DECs的临床指南;因此,临床医生经常面临确定治疗策略的困难。本研究旨在获得临床专家对DECs治疗的共识。方法:我们请日本电痉挛专家按照9分李克特量表(1 =“不同意”至9 =“同意”)对6种情况下的14种方法进行评分。根据195名专家的反馈,将方法分为一线(95%置信区间平均值≥6.5)、二线(平均值,3.5-6.5)和三线策略(平均值)。为避免癫痫难以诱导发作,可选择减少苯二氮卓受体激动剂(BZRA)剂量(8.33±1.25),减少或停用抗癫痫药物(aed)或其他可能导致癫痫难以诱导发作的药物(8.16±1.18),并确保过度通气(7.95±1.47)。一线治疗策略为BRZA停药(7.89±1.45),调整刺激时间(7.00±2.00),减少麻醉剂量(6.93±1.94)。减少剂量或停用aed或其他可能使癫痫难以诱导并确保过度通气的药物是所有患者情况下的治疗选择。对情绪障碍和精神分裂症患者的评分方法结果相似,但对紧张症、认知障碍高风险和心血管事件患者的评分方法存在差异。结论:ECT专家建议是有用的,可以帮助临床决策。我们的研究结果表明,虽然一些策略适用于所有情况,但其他策略应量身定制以满足患者的特定需求。这些建议应在未来的临床研究中进一步评估。
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引用次数: 0
Bilingual side effect: a case of foreign language syndrome following chlorpromazine-induced neuroleptic malignant syndrome. 氯丙嗪致抗精神病药恶性综合征后外语综合征1例。
IF 3.6 3区 医学 Q1 PSYCHIATRY Pub Date : 2025-01-02 DOI: 10.1186/s12991-024-00538-6
Sanja Andric Petrovic, Nadja P Maric

Background: Foreign language syndrome is a rare neuropsychiatric phenomenon typically following general anesthesia. To date, foreign language syndrome has not been associated with neuroleptic malignant syndrome (NMS) in the literature. This case aims to broaden the clinical understanding of NMS by presenting an atypical manifestation of foreign language syndrome and emphasizing the need for prompt recognition of such presentations for accurate diagnosis and management.

Case presentation: A 34-year-old Caucasian male with a history of schizoaffective disorder and recurrent psychiatric hospitalizations was admitted for a depressive episode. His condition worsened hours after the administration of intramuscular chlorpromazine, leading to NMS characterized by agitation, muscle rigidity, hyperthermia, autonomic instability, abnormal laboratory findings, and altered mental status, including foreign language syndrome. Management included the discontinuation of the prior psychopharmacotherapy, intravenous hydration, and medications (biperiden, lorazepam). The patient showed significant improvement, with resolution of NMS symptoms and normalized sleep patterns by the time of discharge.

Conclusion: Foreign language syndrome is an exceptionally rare occurrence, with only nine documented cases to date, all involving male patients. This case presents a novel instance of foreign language syndrome in the context of NMS in a male patient, providing insight into the potential sex-specific mechanisms underlying this rare phenomenon. This case adds valuable evidence to the understanding of the clinical spectrum of NMS and highlights the importance of recognizing atypical presentations in managing patients with neuropsychiatric conditions.

背景:外语综合征是一种罕见的神经精神现象,通常发生在全身麻醉之后。迄今为止,文献中尚未发现外语综合征与神经性恶性综合征(NMS)有关。本病例旨在通过介绍外语综合征的非典型表现,拓宽临床对NMS的认识,并强调及时识别此类表现以进行准确诊断和治疗的必要性:一名 34 岁的白种男性因抑郁发作入院,他有精神分裂症和反复精神病住院史。在肌肉注射氯丙嗪数小时后,他的病情恶化,出现以躁动、肌肉僵硬、高热、自主神经不稳定、实验室检查结果异常和精神状态改变(包括外语综合征)为特征的 NMS。治疗包括停止之前的精神药物治疗、静脉补液和药物治疗(比哌利登、劳拉西泮)。患者病情明显好转,出院时NMS症状消失,睡眠模式恢复正常:结论:外语综合征极为罕见,迄今为止仅有九例记录在案,且均为男性患者。本病例是一名男性患者在 NMS 的背景下出现外语综合征的新病例,为这一罕见现象的潜在性别特异性机制提供了见解。本病例为人们了解 NMS 的临床范围增添了宝贵的证据,并强调了在管理神经精神疾病患者时识别非典型表现的重要性。
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引用次数: 0
Effectiveness of a social cognition remediation intervention for patients with schizophrenia: a randomized-controlled study. 精神分裂症患者社会认知修复干预的有效性:一项随机对照研究。
IF 3.6 3区 医学 Q1 PSYCHIATRY Pub Date : 2024-12-28 DOI: 10.1186/s12991-024-00535-9
Luigi Giuliani, Pasquale Pezzella, Armida Mucci, Davide Palumbo, Edoardo Caporusso, Giuseppe Piegari, Giulia Maria Giordano, Pietro Blasio, Claudio Mencacci, Sara Torriero, Silvana Galderisi

This randomized-controlled study evaluates the effectiveness of a newly developed social cognition rehabilitation intervention, the modified Social Cognition Individualized Activity Lab (mSoCIAL), in improving social cognition and clinical and functional outcomes of persons with schizophrenia recruited in two Italian sites: University of Campania "Luigi Vanvitelli" in Naples and ASST Fatebenefratelli-Sacco in Milan. mSoCIAL consists of a social cognitive training module focusing on different domains of social cognition and of a narrative enhancement module. We assessed changes in social cognition, clinical characteristics and functional variables in patients with schizophrenia who participated in 10 weekly sessions of mSoCIAL or received treatment as usual (TAU). A paired-sample t test and a repeated-measures MANOVA were used to investigate respectively within and between-group differences. Twenty people with schizophrenia were blindly assigned to mSoCIAL and 20 to TAU. After 10 weeks, mSoCIAL significantly improved disorganization, emotion recognition, functional capacity and real-life functioning. As compared to TAU, the mSoCIAL group showed a significant improvement in minimal and enriched social inference domain of theory of mind, and in key domains of real-life functioning (interpersonal relationships, everyday life skills, and work skills). mSoCIAL improved social cognition and real-life functioning of people with schizophrenia. These results highlight the importance of social cognition deficit treatment in schizophrenia and the necessity for these interventions to be multifaced and personalized. Such an approach ensures that improvements in social cognition translate into enhanced functional outcomes.Trial registration NCT05130853, registered on 24 November 2021.

这项随机对照研究评估了一种新开发的社会认知康复干预的有效性,即改良的社会认知个性化活动实验室(mSoCIAL),在改善意大利两个地点招募的精神分裂症患者的社会认知和临床和功能结果:那不勒斯的坎帕尼亚大学“Luigi Vanvitelli”和米兰的Fatebenefratelli-Sacco。mSoCIAL包括侧重于不同社会认知领域的社会认知训练模块和叙事增强模块。我们评估了参加每周10次mSoCIAL治疗或接受常规治疗(TAU)的精神分裂症患者的社会认知、临床特征和功能变量的变化。使用配对样本t检验和重复测量方差分析分别调查组内和组间差异。20名精神分裂症患者被盲目地分配到mSoCIAL组,20名分配到TAU组。10周后,mSoCIAL显著改善了混乱、情绪识别、功能能力和现实生活功能。与TAU相比,mSoCIAL组在心智理论的最小和丰富的社会推理领域以及现实生活功能的关键领域(人际关系,日常生活技能和工作技能)方面表现出显着改善。mSoCIAL改善精神分裂症患者的社会认知和现实生活功能。这些结果强调了社会认知缺陷治疗在精神分裂症中的重要性,以及这些干预措施必须是多方面和个性化的。这种方法确保社会认知的改善转化为增强的功能结果。试验注册NCT05130853,于2021年11月24日注册。
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引用次数: 0
Can dissociative amnesia be a residual symptom of prolonged complex post-traumatic stress disorder? 解离性健忘症是长期复杂创伤后应激障碍的残留症状吗?
IF 3.6 3区 医学 Q1 PSYCHIATRY Pub Date : 2024-12-19 DOI: 10.1186/s12991-024-00536-8
İzzet Çağrı Metin, Selman Yıldırım, Aykut Karahan

Background: Dissociative amnesia, a disorder characterized by impairments in multiple memory areas, is frequently associated with trauma. Complex post-traumatic stress disorder (CPTSD) is marked by mood dysregulation, negative self-concept, and impaired interpersonal relationships, in addition to the classic symptoms of post-traumatic stress disorder (PTSD). The relationship between CPTSD and dissociative amnesia, as well as whether CPTSD should be considered a dissociative subtype, remains uncertain in the literature. Individuals diagnosed with CPTSD tend to exhibit higher levels of dissociative symptoms than those diagnosed with PTSD.

Clinical presentation: We present the clinical report of a 42-year-old male who, after a car accident, exhibited core symptoms of PTSD along with symptoms of self-organization disorders. While these symptoms persisted, the patient developed dissociative amnesia years after the trauma. Neuroimaging studies, psychometric tests, reviewed hospital records, and clinical interviews were conducted to speculate on the differential diagnosis of organic psychiatric conditions and potential diagnoses. The possible relationship between dissociative amnesia and complex post-traumatic stress disorder was examined.

Conclusion: This case demonstrates the complexity of differentiating dissociative amnesia from organic conditions. Discussing the possible shared mechanisms between CPTSD and dissociative amnesia could contribute to a better understanding of both conditions.

背景:解离性健忘症是一种以多个记忆区域受损为特征的疾病,通常与创伤有关。复杂创伤后应激障碍(CPTSD)除了具有创伤后应激障碍(PTSD)的典型症状外,还表现为情绪失调、消极的自我概念和人际关系受损。CPTSD与分离性遗忘之间的关系,以及CPTSD是否应被视为分离性亚型,在文献中仍不确定。被诊断为CPTSD的个体往往比被诊断为PTSD的个体表现出更高水平的解离症状。临床表现:我们报告一位42岁男性车祸后,表现出创伤后应激障碍的核心症状以及自组织障碍的症状。虽然这些症状持续存在,但患者在创伤多年后出现了解离性健忘症。神经影像学研究、心理测试、回顾医院记录和临床访谈被用来推测器质性精神疾病的鉴别诊断和潜在的诊断。探讨了分离性遗忘与复杂创伤后应激障碍之间可能存在的关系。结论:本病例显示了分离性遗忘与器质性疾病区分的复杂性。讨论CPTSD和分离性健忘症之间可能的共同机制有助于更好地理解这两种疾病。
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引用次数: 0
Mood instability and risk of gastrointestinal diseases - a univariable and multivariable mendelian randomization study. 情绪不稳定与胃肠道疾病风险-单变量和多变量孟德尔随机化研究。
IF 3.6 3区 医学 Q1 PSYCHIATRY Pub Date : 2024-12-19 DOI: 10.1186/s12991-024-00537-7
Rui-Lin Liu, Qing-Chun Song, Li-Ming Liu, Yi-Feng Yang, Wei-Hong Zhu

Background: Mood instability, characterized by sudden and unpredictable mood shifts, is prevalent in psychiatric disorders and as a personality trait. Its association with gastrointestinal diseases has been recognized but remains poorly understood in terms of causality.

Methods: This study aims to investigate the causal relationship between mood instability and a spectrum of gastrointestinal diseases by univariable and multivariable mendelian randomization analysis. The exposure and outcome data were retrieved from the IEU open GWAS database, the UK biobank and the FinnGen study. Instrumental variables were selected to meet relevance, independence, and exclusion restriction criteria. GWAS datasets for mood instability and 28 gastrointestinal diseases were utilized, incorporating diverse populations and genders. Univariable and multivariable Mendelian randomization analyses were conducted using R software. MR statistics from different datasets for the same disease were meta-analyzed to maximize the study population.

Results: In univariable MR analysis, genetic predisposition to mood instability showed significant associations with increased risk for several gastrointestinal diseases, including: gastroesophageal reflux disease, gastric ulcer, acute gastritis, irritable bowel syndrome, internal hemorrhoids, cirrhosis, cholecystitis, cholelithiasis, acute pancreatitis, chronic pancreatitis. In multivariable MR analysis, after adjusting for major depression, bipolar disorder, anxiety disorder, and schizophrenia, associations with the following gastrointestinal diseases remained statistically significant: internal hemorrhoids, cirrhosis, acute pancreatitis, chronic pancreatitis.

Conclusion: This study provides compelling evidence for a potential causal relationship between mood instability and certain gastrointestinal diseases underscoring the importance of considering mood instability as a potential risk factor for gastrointestinal diseases as well as the positive role of maintaining mood stability in the prevention of gastrointestinal disorders.

背景:情绪不稳定,以突然和不可预测的情绪变化为特征,在精神疾病中普遍存在,并作为一种人格特征。它与胃肠道疾病的关系已得到承认,但在因果关系方面仍知之甚少。方法:采用单变量和多变量孟德尔随机分析方法,探讨情绪不稳定与一系列胃肠道疾病的因果关系。暴露量和结果数据从IEU开放GWAS数据库、英国生物银行和FinnGen研究中检索。选择工具变量以满足相关性、独立性和排除限制标准。使用了情绪不稳定和28种胃肠道疾病的GWAS数据集,纳入了不同的人群和性别。采用R软件进行单变量和多变量孟德尔随机化分析。对同一疾病不同数据集的MR统计数据进行荟萃分析,以最大限度地扩大研究人群。结果:在单变量MR分析中,情绪不稳定的遗传易感性显示出与几种胃肠道疾病风险增加的显著关联,包括:胃食管反流病、胃溃疡、急性胃炎、肠易激综合征、内痔、肝硬化、胆囊炎、胆石症、急性胰腺炎、慢性胰腺炎。在多变量MR分析中,在调整了重度抑郁症、双相情感障碍、焦虑症和精神分裂症后,与以下胃肠道疾病的关联仍然具有统计学意义:内痔、肝硬化、急性胰腺炎、慢性胰腺炎。结论:本研究为情绪不稳定与某些胃肠道疾病之间的潜在因果关系提供了令人信服的证据,强调了将情绪不稳定视为胃肠道疾病的潜在危险因素的重要性,以及保持情绪稳定在预防胃肠道疾病中的积极作用。
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引用次数: 0
Study protocol and preliminary baseline characteristics of a VA multi-site, mixed methods, randomized controlled study evaluating supported employment provided to veterans with opioid use disorder. 一项评估阿片类药物使用障碍退伍军人就业支持的VA多地点、混合方法、随机对照研究的研究方案和初步基线特征
IF 3.6 3区 医学 Q1 PSYCHIATRY Pub Date : 2024-12-18 DOI: 10.1186/s12991-024-00533-x
Mercy Mumba, Teresa Granger, George Mugoya, Stephen Brackett, Junfei Lu, Emily Lund, Charles Lynn, Anchal Ghera, Whitney Gay, Lori Davis

Opioid Use Disorder (OUD) is a pervasive and devastating public health crisis that continues to take a heavy toll on individuals and communities across the United States. In 2021, approximately 473,000 veterans misused opioids in the past year. In the context of their military service and post-service life, Veterans with OUD often encounter unique barriers to recovery, including the reintegration into civilian society and the pursuit of stable, meaningful employment. The path to recovery from OUD is inextricably linked to the restoration of a stable and purposeful life, a fact underscored by the interplay of substance use, mental health, and employment outcomes. These factors necessitate a comprehensive approach to treatment that extends beyond mere pharmacological interventions. One such approach is Individual Placement and Support (IPS), a well-established evidence-based practice that focuses on supporting individuals with severe mental illness in their pursuit of competitive employment. The primary objective of this manuscript is to describe a two-arm, multi-site RCT designed to rigorously evaluate the efficacy of IPS when provided to veterans with OUD and provide the baseline demographics and characteristics of the participants who have enrolled to date. The central hypothesis guiding this research is that IPS can significantly improve vocational, psychosocial, and treatment outcomes of veterans in recovery from OUD, ultimately leading to a more successful reintegration into civilian life. Our study is timely as the VA has expanded IPS services to veterans with SUD this past year. Thus, this study is one of the first to examine IPS in a subpopulation of veterans with a SUD and may provide actionable data to support sustainment of IPS with this population.

阿片类药物使用障碍(OUD)是一种普遍存在的破坏性公共卫生危机,继续给美国各地的个人和社区造成沉重打击。在2021年,约有473,000名退伍军人在过去一年中滥用阿片类药物。在服兵役和退役后的生活中,患有OUD的退伍军人往往会遇到独特的康复障碍,包括重新融入平民社会和寻求稳定、有意义的就业。药物使用、心理健康和就业结果的相互作用强调了从OUD中恢复的道路与恢复稳定和有目的的生活密不可分。这些因素需要一种综合的治疗方法,而不仅仅是药物干预。其中一种方法是个人安置和支持(IPS),这是一种行之有效的循证实践,重点是支持患有严重精神疾病的个人寻求有竞争力的就业。本文的主要目的是描述一项双臂、多地点的随机对照试验,旨在严格评估IPS对患有OUD的退伍军人的疗效,并提供迄今为止入组参与者的基线人口统计学和特征。指导本研究的中心假设是,IPS可以显著改善退伍军人从OUD恢复的职业,心理社会和治疗结果,最终导致更成功地重新融入平民生活。我们的研究是及时的,因为退伍军人事务部去年已将IPS服务扩展到患有SUD的退伍军人。因此,本研究是首次在患有SUD的退伍军人亚群中检查IPS的研究之一,并可能为支持该人群的IPS维持提供可操作的数据。
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引用次数: 0
Prediction of non-suicidal self-injury (NSSI) among rural Chinese junior high school students: a machine learning approach. 中国农村初中生非自杀性自伤预测:一种机器学习方法
IF 3.6 3区 医学 Q1 PSYCHIATRY Pub Date : 2024-12-06 DOI: 10.1186/s12991-024-00534-w
Zhongliang Jiang, Yonghua Cui, Hui Xu, Cody Abbey, Wenjian Xu, Weitong Guo, Dongdong Zhang, Jintong Liu, Jingwen Jin, Ying Li

Aims: Non-suicidal self-injury (NSSI) is a serious issue that is increasingly prevalent among children and adolescents, especially in rural areas. Developing a suitable predictive model for NSSI is crucial for early identification and intervention.

Methods: This study included 2090 Chinese rural children and adolescents. Participants' sociodemographic information, symptoms of anxiety as well as depression, personality traits, family environment and NSSI behaviors were collected through a questionnaire survey. Gender, age, grade, and all survey results except sociodemographic information were used as relevant factors for prediction. Support vector machines, decision tree and random forest models were trained and validated by the train set and valid set, respectively. The metrics of each model were tested and compared to select the most suitable one. Furthermore, the mean decrease Gini index was calculated to measure the importance of relevant factors.

Results: The prevalence of NSSI was 38.3%. Out of the 6 models assessed, the random forest model demonstrated the highest suitability in predicting the prevalence of NSSI. It achieved sensitivity, specificity, AUC, accuracy, precision, and F1 scores of 0.65, 0.72, 0.76, 0.70, 0.57, and 0.61, respectively. Anxiety and depression were the top two contributing factors in the prediction model. Neuroticism and conflict were the factors that contributed the most to personality traits and family environment, respectively, in terms of prediction. In addition, demographic factors contributed little to the prediction in this study.

Conclusion: This study focused on Chinese children and adolescents in rural areas and demonstrated the potential of using machine learning approaches in predicting NSSI. Our research complements the application of machine learning methods to psychiatric and psychological problems.

目的:非自杀性自伤(NSSI)是一个严重的问题,在儿童和青少年中越来越普遍,特别是在农村地区。建立一个合适的自伤预测模型是早期识别和干预的关键。方法:以2090名农村儿童青少年为研究对象。通过问卷调查收集被试的社会人口学信息、焦虑和抑郁症状、人格特征、家庭环境和自伤行为。性别、年龄、年级以及除社会人口统计信息外的所有调查结果作为预测的相关因素。支持向量机模型、决策树模型和随机森林模型分别通过训练集和有效集进行训练和验证。对每个模型的指标进行测试和比较,以选择最合适的模型。进一步,计算平均基尼系数,衡量相关因素的重要程度。结果:自伤发生率为38.3%。在评估的6个模型中,随机森林模型在预测自伤发生率方面表现出最高的适用性。其灵敏度、特异度、AUC、准确度、精密度和F1评分分别为0.65、0.72、0.76、0.70、0.57和0.61。焦虑和抑郁是预测模型中最重要的两个因素。神经质和冲突分别对人格特质和家庭环境的预测贡献最大。此外,人口因素对本研究的预测贡献不大。结论:本研究主要关注中国农村地区的儿童和青少年,并展示了使用机器学习方法预测自伤的潜力。我们的研究补充了机器学习方法在精神病学和心理问题上的应用。
{"title":"Prediction of non-suicidal self-injury (NSSI) among rural Chinese junior high school students: a machine learning approach.","authors":"Zhongliang Jiang, Yonghua Cui, Hui Xu, Cody Abbey, Wenjian Xu, Weitong Guo, Dongdong Zhang, Jintong Liu, Jingwen Jin, Ying Li","doi":"10.1186/s12991-024-00534-w","DOIUrl":"10.1186/s12991-024-00534-w","url":null,"abstract":"<p><strong>Aims: </strong>Non-suicidal self-injury (NSSI) is a serious issue that is increasingly prevalent among children and adolescents, especially in rural areas. Developing a suitable predictive model for NSSI is crucial for early identification and intervention.</p><p><strong>Methods: </strong>This study included 2090 Chinese rural children and adolescents. Participants' sociodemographic information, symptoms of anxiety as well as depression, personality traits, family environment and NSSI behaviors were collected through a questionnaire survey. Gender, age, grade, and all survey results except sociodemographic information were used as relevant factors for prediction. Support vector machines, decision tree and random forest models were trained and validated by the train set and valid set, respectively. The metrics of each model were tested and compared to select the most suitable one. Furthermore, the mean decrease Gini index was calculated to measure the importance of relevant factors.</p><p><strong>Results: </strong>The prevalence of NSSI was 38.3%. Out of the 6 models assessed, the random forest model demonstrated the highest suitability in predicting the prevalence of NSSI. It achieved sensitivity, specificity, AUC, accuracy, precision, and F1 scores of 0.65, 0.72, 0.76, 0.70, 0.57, and 0.61, respectively. Anxiety and depression were the top two contributing factors in the prediction model. Neuroticism and conflict were the factors that contributed the most to personality traits and family environment, respectively, in terms of prediction. In addition, demographic factors contributed little to the prediction in this study.</p><p><strong>Conclusion: </strong>This study focused on Chinese children and adolescents in rural areas and demonstrated the potential of using machine learning approaches in predicting NSSI. Our research complements the application of machine learning methods to psychiatric and psychological problems.</p>","PeriodicalId":7942,"journal":{"name":"Annals of General Psychiatry","volume":"23 1","pages":"48"},"PeriodicalIF":3.6,"publicationDate":"2024-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11622475/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142791039","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Psychotropic drug-induced adverse drug reactions in 462,661 psychiatric inpatients in relation to age: results from a German drug surveillance program from 1993-2016. 462,661名精神病住院患者因精神药物引起的药物不良反应与年龄的关系:1993-2016年德国药物监测计划的结果。
IF 3.6 3区 医学 Q1 PSYCHIATRY Pub Date : 2024-11-18 DOI: 10.1186/s12991-024-00530-0
Johanna Seifert, Matthias A Reinhard, Stefan Bleich, Andreas Erfurth, Waldemar Greil, Sermin Toto, Renate Grohmann, Catherine Glocker

Background: Clinical practice suggests that older adults (i.e., ≥ 65 years of age) experience adverse drug reactions (ADRs) more often than younger patients (i.e., < 65 years of age). ADRs such as falls, extrapyramidal symptoms (EPS), metabolic disorders, sedation, and delirium are particularly worrisome and often associated with psychotropic drugs.

Methods: This observational study investigated the risk for psychotropic drug-related ADRs in older (n = 99,099) and younger adults (n = 363,562) in psychiatric inpatients using data from the German pharmacovigilance program "Arzneimittelsicherheit in der Psychiatrie" (AMSP) from 1993-2016. The aim was to assess whether age influenced the risk of specific ADR types and if certain psychotropic drugs posed particular concerns.

Results: The risk for ADRs did not differ between older and younger patients (relative risk 0.98, 95% confidence interval 0.92-1.05). However, older patients had a higher risk for delirium (2.35, 1.85-2.99), hyponatremia (3.74, 2.85-4.90), and orthostatic syncope (2.37, 1.72-3.26), as well as certain types of EPS, e.g., parkinsonism (1.89, 1.45-2.48) and Pisa-/metronome syndrome (3.61, 2.51-5.18). The risk for other ADRs, such as acute dystonia (0.20, 0.10-0.37), akathisia (0.47, 0.29-0.76), liver dysfunction (0.63, 0.48-0.82), weight gain (0.07, 0.04-0.14), sexual dysfunction (0.03, CI 0.00-0.25), and hyperprolactinemia/galactorrhea (0.05, 0.02-0.17) was significantly lower for older patients. Older patients treated with any type of antidepressant drug (1.33, 1.26-1.40)-especially selective serotonin reuptake inhibitors (1.57, 1.26-1.40) and selective serotonin-norepinephrine reuptake inhibitors (2.03, 1.80-2.29)-and lithium (1.74, 1.52-2.00) had a higher ADR risk than younger patients. Second-generation antipsychotic drugs had a lower (0.74, 0.71-0.77) and low-potency first-generation antipsychotic drugs a higher (1.19, 1.07-1.33) ADR risk in older patients. The risk for ADRs involving multiple drugs was higher in older patients (1.28, 1.22-1.34). ADRs in older patients were 6.4 times more likely to result in death.

Conclusions: Clinicians and pharmacists should be aware of the types of ADRs and high-risk drugs across age groups and provide appropriate monitoring. Pharmacovigilance is crucial in psychiatric patients of all ages and should not be neglected, even for drugs generally considered "safe".

背景:临床实践表明,老年人(即年龄≥ 65 岁)比年轻患者(即年龄≥ 65 岁)更容易发生药物不良反应(ADR):这项观察性研究利用德国药物警戒项目 "Arzneimittelsicherheit in der Psychiatrie"(AMSP)1993-2016年间的数据,调查了精神病住院患者中老年人(n = 99,099 人)和年轻人(n = 363,562 人)发生精神药物相关不良反应的风险。研究的目的是评估年龄是否会影响特定ADR类型的风险,以及某些精神药物是否会引起特别关注:老年患者和年轻患者的 ADR 风险没有差异(相对风险为 0.98,95% 置信区间为 0.92-1.05)。然而,老年患者发生谵妄(2.35,1.85-2.99)、低钠血症(3.74,2.85-4.90)和正压性晕厥(2.37,1.72-3.26)以及某些类型的 EPS(如帕金森氏症(1.89,1.45-2.48)和比萨/麦特隆综合征(3.61,2.51-5.18)的风险较高。老年患者发生急性肌张力障碍(0.20,0.10-0.37)、运动障碍(0.47,0.29-0.76)、肝功能异常(0.63,0.48-0.82)、体重增加(0.07,0.04-0.14)、性功能障碍(0.03,CI 0.00-0.25)和高催乳素血症/半乳症(0.05,0.02-0.17)等其他 ADR 的风险明显较低。接受任何类型抗抑郁药物(1.33,1.26-1.40)治疗的老年患者--尤其是选择性5-羟色胺再摄取抑制剂(1.57,1.26-1.40)和选择性5-羟色胺-去甲肾上腺素再摄取抑制剂(2.03,1.80-2.29)--以及锂(1.74,1.52-2.00)患者的ADR风险高于年轻患者。老年患者服用第二代抗精神病药物的 ADR 风险较低(0.74,0.71-0.77),服用低效第一代抗精神病药物的 ADR 风险较高(1.19,1.07-1.33)。老年患者服用多种药物的 ADR 风险更高(1.28,1.22-1.34)。老年患者发生 ADR 并导致死亡的几率是正常人的 6.4 倍:临床医生和药剂师应了解各年龄组的 ADR 类型和高风险药物,并提供适当的监测。药物警戒对所有年龄段的精神病患者都至关重要,即使是被普遍认为 "安全 "的药物也不应忽视。
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引用次数: 0
Clinical patterns of metabolic syndrome in young, clinically stable, olanzapine-exposed patients with schizophrenia. 年轻、临床稳定、接触过奥氮平的精神分裂症患者代谢综合征的临床模式。
IF 3.6 3区 医学 Q1 PSYCHIATRY Pub Date : 2024-11-13 DOI: 10.1186/s12991-024-00532-y
Jun Ma, Lin Zhang, Zhengyuan Huang, Gaohua Wang

Background: Schizophrenia (SCZ) is a chronic, disabling mental illness with a high disease burden and is often comorbid with metabolic syndrome (MetS). The aim of this study was to determine the prevalence of MetS in young, clinically stable, olanzapine-exposed patients with SCZ and to explore predictive factors affecting the development and severity of MetS.

Methods: A total of 274 patients with SCZ who met the inclusion criteria were enrolled in this study, and their demographic data and general clinical information were collected. Concurrently, patients were assessed for psychopathology, illness severity, and antipsychotic drug-related adverse effects.

Results: The prevalence of MetS in the target population was 35.77%, and the MetS subtype of abdominal obesity + high triglycerides + low level of high-density lipoprotein cholesterol accounted for the majority of patients in the MetS subgroup. Binary logistic regression showed that body mass index (BMI), uric acid (UA), thyroid-stimulating hormone, and QT-c interval could significantly and positively predict the development of MetS. Multiple linear regression showed that olanzapine concentration, BMI, and UA could significantly and positively predict higher MetS scores.

Conclusion: This study reports the clinical patterns of MetS in young, clinically stable, olanzapine-exposed patients with SCZ and identifies the correlations influencing the development and severity of MetS. These findings could potentially be applied toward the prevention of and intervention in MetS.

背景:精神分裂症(SCZ)是一种慢性致残性精神疾病,具有很高的疾病负担,通常合并代谢综合征(MetS)。本研究旨在确定年轻、临床病情稳定、服用过奥氮平的SCZ患者中MetS的患病率,并探讨影响MetS发展和严重程度的预测因素:本研究共纳入了274名符合纳入标准的SCZ患者,并收集了他们的人口统计学数据和一般临床信息。同时,还对患者的精神病理学、病情严重程度和抗精神病药物相关不良反应进行了评估:目标人群中 MetS 患病率为 35.77%,MetS 亚型中腹部肥胖 + 甘油三酯高 + 高密度脂蛋白胆固醇水平低的患者占大多数。二元逻辑回归显示,体重指数(BMI)、尿酸(UA)、促甲状腺激素和 QT-c 间期可显著正向预测 MetS 的发生。多元线性回归结果显示,奥氮平浓度、体重指数和尿酸可显著正向预测较高的 MetS 评分:本研究报告了临床稳定的年轻奥氮平暴露 SCZ 患者的 MetS 临床模式,并确定了影响 MetS 发展和严重程度的相关因素。这些发现可用于预防和干预 MetS。
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引用次数: 0
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Annals of General Psychiatry
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