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Psychological Impact of the 2023 Kahramanmaraş Earthquakes on Non-Victims 2023 年卡赫拉曼马拉什地震对非灾民的心理影响
Pub Date : 2024-08-01 DOI: 10.1101/2024.07.31.24311268
Metin Çınaroğlu, Eda Yılmazer, Zeynep Alpugan, Gökben Hızlı Sayar
The 2023 Kahramanmaraş earthquakes, with magnitudes of 7.7 and 7.6, caused extensive destruction and psychological distress across southeastern Turkey. This study explores the psychological impact on non-victims, particularly Istanbul residents, focusing on mental health outcomes and coping mechanisms. A cross-sectional survey was conducted from March to May 2024 with 721 participants from various Turkish cities, including a significant portion from Istanbul. Validated psychological scales such as the Beck Depression Inventory-II (BDI-II), Beck Anxiety Inventory (BAI), Warwick-Edinburgh Mental Well-being Scale (WEMWBS), and PTSD Checklist for DSM-5 (PCL-5) measured depression, anxiety, well-being, and PTSD symptoms. Sociodemographic factors like age, gender, occupation, income, education level, and previous earthquake experience were also analyzed.Results showed significant psychological distress among non-victims: 51.9% reported high levels of distress, with 24% meeting PTSD criteria, 30% exhibiting moderate to severe depression, and 28% experiencing significant anxiety. Higher income and education levels correlated with better mental health outcomes. Higher education levels were linked to lower PTSD risk (β = -0.20, p < 0.01) and fewer depression symptoms (β = -0.15, p < 0.05). Higher income was associated with lower depression scores (β = -0.20, p < 0.01) and fewer PTSD symptoms (β = -0.15, p < 0.05). Age positively correlated with well-being (r = 0.68, p < 0.001) and negatively with PTSD symptoms (r = -0.15, p < 0.05).Comparisons with victim studies of major earthquakes, such as the 1995 Great Hanshin-Awaji earthquake, the 1999 Marmara earthquake, the 2008 Wenchuan earthquake, and the 2000 Iceland earthquakes, revealed similar profound psychological impacts. This highlights the need for comprehensive mental health interventions for both direct and indirect exposures. This study underscores the necessity for inclusive mental health strategies to enhance resilience and well-being, ensuring robust recovery after catastrophic events.
2023 年的卡赫拉曼马拉什地震(震级分别为 7.7 级和 7.6 级)在土耳其东南部造成了广泛的破坏和心理困扰。本研究探讨了地震对非灾民(尤其是伊斯坦布尔居民)的心理影响,重点关注心理健康结果和应对机制。2024 年 3 月至 5 月期间,我们对来自土耳其多个城市的 721 名参与者进行了横向调查,其中很大一部分来自伊斯坦布尔。经过验证的心理量表,如贝克抑郁量表-II(BDI-II)、贝克焦虑量表(BAI)、沃里克-爱丁堡心理健康量表(WEMWBS)和 DSM-5 创伤后应激障碍清单(PCL-5),对抑郁、焦虑、健康和创伤后应激障碍症状进行了测量。结果显示,非灾民中存在严重的心理困扰:51.9%的人表示存在严重困扰,其中24%的人符合创伤后应激障碍标准,30%的人表现出中度至重度抑郁,28%的人存在严重焦虑。较高的收入和教育水平与较好的心理健康结果相关。较高的教育水平与较低的创伤后应激障碍风险(β = -0.20,p < 0.01)和较少的抑郁症状(β = -0.15,p < 0.05)相关。收入越高,抑郁得分越低(β = -0.20,p < 0.01),创伤后应激障碍症状越少(β = -0.15,p < 0.05)。年龄与幸福感呈正相关(r = 0.68,p <0.001),与创伤后应激障碍症状呈负相关(r = -0.15,p <0.05)。与 1995 年阪神淡路大地震、1999 年马尔马拉大地震、2008 年汶川大地震和 2000 年冰岛大地震等大地震的受害者研究相比,发现了类似的深刻心理影响。这凸显了对直接和间接暴露进行全面心理健康干预的必要性。这项研究强调,有必要制定包容性的心理健康战略,以提高抗灾能力和幸福感,确保在灾难性事件发生后实现强有力的恢复。
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引用次数: 0
Plasma Glial Fibrillary Acidic Protein and Neurofilament Light are Elevated in Bipolar Disorder: Evidence for Neuroprogression and Astrocytic Activation 躁郁症患者血浆胶质纤维酸性蛋白和神经丝蛋白升高:神经发育和星形胶质细胞激活的证据
Pub Date : 2024-07-31 DOI: 10.1101/2024.07.30.24311203
Matthew JY Kang, Dhamidhu Eratne, Olivia Dean, Michael Berk, Adam J Walker, Cassandra Wannan, Charles B Malpas, Claudia Cicognola, Shorena Janelidze, Oskar Hansson, Jasleen Grewal, Philip B Mitchell, Malcolm Hopwood, Christos Pantelis, Alexander F Santillo, Dennis Velakoulis
ABSTRACT Importance: Recent methodological developments allow us to measure small amounts of brain-specific proteins in the blood, including neurofilament light chain (NfL), a marker of axonal pathology, and glial fibrillary acidic protein (GFAP), a marker of astrocytic activation. Given the evidence of potential astroglial pathology and neuronal dysfunction in bipolar disorder, these markers may provide further insight into its pathophysiology. Objective: We investigated plasma NfL and GFAP levels in people with bipolar depression and compared them with unaffected individuals.Design, Setting, and Participants: This cross-sectional study included 216 individuals, of which 120 participants had bipolar depression and 96 healthy controls. The blood samples were analysed between November 2023 and April 2024.Main outcomes and measures: We used bootstrapped general linear models (GLM) to compare plasma NfL and GFAP levels between people with bipolar depression and healthy controls, adjusted adjusting for age, sex, and weight. We examined associations between these biomarkers and clinical variables, including mood symptom severity, past psychiatric history, and functioning, adjusting for multiple comparisons. For additional sensitivity analyses, predictors were evaluated using Bayesian model averaging (BMA).Results: GFAP and NfL levels in plasma were elevated in people with bipolar depression (n = 120) compared to healthy controls (n = 96) after adjusting for age, sex and weight. The duration of illness was positively associated with NfL. The BMA analysis also identified duration of illness as a strong predictor of NfL (Posterior Inclusion Probability, PIP = 0.85). Age of onset was positively associated with GFAP. The BMA analysis similarly found age of onset to be a moderately strong predictor (PIP = 0.67).Conclusions and Relevance: This study found elevated levels of plasma NfL and GFAP in bipolar depression compared to unaffected individuals, with significant associations with the duration of illness and age at onset, suggesting a degree of neuronal injury and astrocytic dysfunction in bipolar depression. These biomarkers may reflect specific illness stages, including neuroprogression and the later onset of bipolar disorder.
摘要 重要性:最近的研究方法使我们能够测量血液中少量的脑特异性蛋白,包括轴突病理学标志物神经丝蛋白轻链(NfL)和星形胶质细胞活化标志物胶质纤维酸性蛋白(GFAP)。鉴于有证据表明双相情感障碍可能存在星形胶质细胞病理和神经元功能障碍,这些标记物可能有助于进一步了解双相情感障碍的病理生理学。研究目的我们调查了双相抑郁症患者的血浆NfL和GFAP水平,并与未受影响的患者进行了比较:这项横断面研究包括 216 人,其中 120 人患有躁郁症,96 人为健康对照组。血液样本分析时间为 2023 年 11 月至 2024 年 4 月:我们使用自引导一般线性模型(GLM)比较了双相抑郁症患者和健康对照者的血浆NfL和GFAP水平,并对年龄、性别和体重进行了调整。我们研究了这些生物标志物与临床变量(包括情绪症状严重程度、既往精神病史和功能)之间的关联,并对多重比较进行了调整。为了进行额外的敏感性分析,我们使用贝叶斯模型平均法(BMA)对预测因子进行了评估:结果:在对年龄、性别和体重进行调整后,双相抑郁症患者(120 人)与健康对照组(96 人)相比,血浆中的 GFAP 和 NfL 水平升高。病程与 NfL 呈正相关。BMA 分析也确定病程是 NfL 的有力预测因素(后纳入概率,PIP = 0.85)。发病年龄与 GFAP 呈正相关。BMA 分析同样发现发病年龄是一个中等强度的预测因子(PIP = 0.67):本研究发现,与未受影响的个体相比,双相抑郁症患者的血浆 NfL 和 GFAP 水平升高,且与病程和发病年龄显著相关,这表明双相抑郁症患者存在一定程度的神经元损伤和星形胶质细胞功能障碍。这些生物标志物可能反映了特定的疾病阶段,包括神经退化和躁狂症的晚期发病。
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引用次数: 0
Clinical Response to fMRI-guided Compared to Non-Image Guided rTMS in Depression and PTSD: A Randomized Trial fMRI引导与非图像引导经颅磁刺激治疗抑郁症和创伤后应激障碍的临床反应:随机试验
Pub Date : 2024-07-31 DOI: 10.1101/2024.07.29.24311191
Desmond J Oathes, Almaris Figueroa Gonzalez, Julie Grier, Camille Blaine, Sarai D Garcia, Kristin J Linn
Background: Image-guided brain stimulation is hypothesized to enhance clinical outcomes but head-to-head comparisons favoring image-guidance are so far lacking. Methods: PTSD/MDD patients were randomized (N=51) to a two-condition sequence in a two period cross-over design. For the first condition, patients were randomized to 10-session rTMS treatment to either a subgenual cingulate (sgACC) functional connectivity cortical target (fMRI-guided) or standard scalp-based target. Additionally, patients were randomized to either watch a nature video or perform a demanding cognitive task with rTMS administration. Patients crossed over to the two conditions not received in period one. rTMS was delivered in an intermittent theta burst (iTBS) pattern with 2400 pulses per session. Among N=49 patients analyzed, 60% identified as female and average age was 34. Results: Compared with the scalp-based target, fMRI-guided rTMS was superior in improving depression symptoms (F(1,43.92)=5.933, p=0.019) as well as PTSD hyperarousal (F(1,40.78)=5.076, p=0.030). The median level of symptom change for fMRI-guided targets exceeded 60% improvement across both scales. Symptom improvements at 6-mo follow-up were durable and both favored fMRI-guidance. For patients reporting symptoms at this timepoint, depression improved by 70% (N13); the PCL improved by 69% with Hyperarousal (N14) and Avoidance (N12) subscales improving by 78% and 79%, respectively, for the fMRI-guided target. Conclusions: We demonstrated preliminary evidence for the clinical superiority of a new fMRI-guided target which should be followed up with larger comparative effectiveness studies that include imaging and clinical outcomes.
背景:图像引导下的脑刺激疗法被认为能提高临床疗效,但迄今为止还缺乏有利于图像引导的头对头比较。研究方法创伤后应激障碍/并发症患者(N=51)被随机分为两个条件序列,采用两期交叉设计。在第一种情况下,患者被随机分配接受为期 10 个疗程的经颅磁刺激治疗,治疗对象为扣带下 (sgACC) 功能连接皮质目标(fMRI 引导)或标准头皮目标。此外,患者还被随机分配观看自然视频或在接受经颅磁刺激的同时执行一项高难度认知任务。经颅磁刺激以间歇θ脉冲串(iTBS)模式进行,每次治疗2400个脉冲。在接受分析的 49 名患者中,60% 为女性,平均年龄为 34 岁。结果显示与基于头皮的目标相比,fMRI 引导的经颅磁刺激在改善抑郁症状(F(1,43.92)=5.933, p=0.019)和创伤后应激障碍过度焦虑(F(1,40.78)=5.076, p=0.030)方面更具优势。在两个量表中,fMRI 引导目标的症状变化中位数都超过了 60%。随访6个月时,症状的改善是持久的,并且都有利于fMRI引导。在这一时间点报告症状的患者中,抑郁症改善了 70% (N13);PCL 改善了 69%,其中过度焦虑 (N14) 和回避 (N12) 分量表分别改善了 78% 和 79%。结论:我们初步证明了一种新的 fMRI 引导靶点的临床优越性,后续应开展包括成像和临床结果在内的更大规模的比较有效性研究。
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引用次数: 0
A Habenula Neural Biomarker Simultaneously Tracks Weekly and Daily Symptom Variations during Deep Brain Stimulation Therapy for Depression 一种哈贝纳拉神经生物标记物能同时追踪脑深部刺激疗法治疗抑郁症期间每周和每日的症状变化
Pub Date : 2024-07-31 DOI: 10.1101/2024.07.29.24310966
Shi Liu, Yu Qi, Shaohua Hu, Ning Wei, Jianmin Zhang, Junming Zhu, Hemmings Wu, Hailan Hu, Yuxiao Yang, Yueming Wang
Deep brain stimulation (DBS) targeting the lateral habenula (LHb) is a promising therapy for treatment-resistant depression (TRD) but its clinical effect has been variable, which can be improved by adaptive DBS (aDBS) guided by a neural biomarker of depression symptoms. A clinically-viable neural biomarker is desired to classify depression symptom states, track both slow and fast symptom variations during the treatment, and respond to DBS parameter alterations, which is currently lacking. Here, we conducted a study on one TRD patient who achieved remission following a 41-week LHb DBS treatment, during which we assessed slow symptom variations using weekly clinical ratings and fast variations using daily self-reports. We recorded daily LHb local field potentials (LFP) concurrently with the reports during the entire treatment process. We then used machine learning methods to identify a personalized depression neural biomarker from spectral and temporal LFP features. The identified neural biomarker classified high and low depression symptom severity states with a cross-validated accuracy of 0.97. It further simultaneously tracked both weekly (slow) and daily (fast) depression symptom variation dynamics, achieving test data explained variance of 0.74 and 0.63, respectively. It finally responded to DBS frequency alterations. Our results hold promise to identify clinically-viable neural biomarkers to facilitate future aDBS for treating TRD.
以外侧哈文脑(LHb)为靶点的深部脑刺激(DBS)是治疗耐药抑郁症(TRD)的一种很有前景的疗法,但其临床效果一直参差不齐。临床上需要一种可行的神经生物标志物来对抑郁症状进行分类,跟踪治疗过程中缓慢和快速的症状变化,并对 DBS 参数的改变做出反应,而目前还缺乏这种生物标志物。在此,我们对一名TRD患者进行了研究,该患者在接受了为期41周的LHb DBS治疗后病情得到缓解,在此期间,我们通过每周的临床评分来评估症状的缓慢变化,并通过每日的自我报告来评估症状的快速变化。在整个治疗过程中,我们每天记录 LHb 局部场电位(LFP),并与报告同步进行。然后,我们使用机器学习方法从 LFP 的频谱和时间特征中识别出个性化的抑郁神经生物标志物。识别出的神经生物标记对抑郁症状严重程度的高低进行了分类,交叉验证的准确率为 0.97。它还能同时跟踪每周(慢)和每天(快)抑郁症状的变化动态,测试数据的解释方差分别为 0.74 和 0.63。它最终对 DBS 频率变化做出了反应。我们的研究结果有望鉴定出临床上可行的神经生物标志物,以促进未来的 aDBS 治疗 TRD。
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引用次数: 0
Cognitive Enhancement in Bipolar Disorder: A Double-Blind, Randomized Controlled Trial Utilizing a Novel DTI-Guided Multimodal Neuro-stimulation Protocol 增强双相情感障碍患者的认知能力:利用新型 DTI 引导的多模态神经刺激方案的双盲随机对照试验
Pub Date : 2024-07-27 DOI: 10.1101/2024.07.25.24311037
Minmin Wang, Xiaomei Zhang, Hetong Zhou, Qianfeng Chen, Qiqi Tong, Qiai Han, Xudong Zhao, Dandan Wang, Jianbo Lai, Hongjian He, Shaomin Zhang, Shaohua Hu
Background: Traditional neuromodulation strategies for enhancing cognitive abilities in bipolar disorder (BD) patients have shown promise, yet there remains a need for novel intervention modalities to improve therapeutic outcomes.Methods: This study introduces a novel multi-modal neuro-stimulaton (MNS) protocol using individualized DTI data to identify fiber tracts between the DLPFC and dACC. The highest structural connectivity point is selected as the individualized stimulation target, which is targeted using a combination of optimized tACS and robot-assisted navigated rTMS. A double-blind randomized controlled trial (Trial registration number: NCT05964777) was conducted to investigate the clinical efficacy of this innovative neuromodulation approach on cognitive abilities in BD patients. One hundred BD patients were randomly assigned to four groups: Group A (Active tACS-Active rTMS (MNS Protocol)), Group B (Sham tACS-Active rTMS), Group C (Active tACS-Sham rTMS ), and Group D (Sham tACS-Sham rTMS). Participants underwent 15 sessions over three weeks. Cognitive assessments (THINC integrated tool) were conducted at baseline (Week 0), post-treatment (Week 3), and follow-up (Week 8).Results: Sixty-six participants completed all 15 sessions. Group A (MNS Protocol) showed superior improvements in Spotter CRT, TMT, and DSST scores compared to other groups at Week 3, with sustained cognitive enhancement in Spotter CRT at Week 8 (P < 0.01). Only Group A exhibited significant activation in the left frontal region post-MNS intervention. The novel MNS protocol was well tolerated, with no significant side effects observed.Conclusions: DTI-guided multimodal neuro-stimulation mode significantly improves cognitive impairments and is safe for BD patients.
背景:传统的神经调节策略在提高双相情感障碍(BD)患者的认知能力方面取得了良好的效果,但仍然需要新的干预模式来改善治疗效果:传统的神经调控策略在提高双相情感障碍(BD)患者的认知能力方面取得了良好的效果,但仍然需要新的干预方式来改善治疗效果:本研究介绍了一种新型多模态神经刺激(MNS)方案,利用个体化 DTI 数据识别 DLPFC 和 dACC 之间的纤维束。选择结构连通性最高的点作为个体化刺激目标,并结合使用优化的 tACS 和机器人辅助导航经颅磁刺激。一项双盲随机对照试验(试验注册号:NCT05964777)旨在研究这种创新的神经调控方法对 BD 患者认知能力的临床疗效。100 名 BD 患者被随机分配到四组:A组(主动tACS-主动经颅磁刺激(MNS协议))、B组(假tACS-主动经颅磁刺激)、C组(主动tACS-Sham经颅磁刺激)和D组(假tACS-Sham经颅磁刺激)。参与者在三周内接受了 15 次治疗。分别在基线(第 0 周)、治疗后(第 3 周)和随访(第 8 周)进行认知评估(THINC 综合工具):结果:66 名参与者完成了全部 15 个疗程。第 3 周时,A 组(MNS 方案)的 Spotter CRT、TMT 和 DSST 分数与其他组相比有明显改善,第 8 周时,Spotter CRT 的认知能力持续增强(P < 0.01)。只有A组在MNS干预后表现出左额叶区域的明显激活。新型 MNS 方案的耐受性良好,未观察到明显的副作用:结论:DTI引导下的多模态神经刺激模式可明显改善BD患者的认知障碍,且对患者安全。
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引用次数: 0
Patterns of Immune Dysregulation in Bipolar Disorder 双相情感障碍的免疫失调模式
Pub Date : 2024-07-27 DOI: 10.1101/2024.07.26.24311078
Benney MR Argue, Lucas G Casten, Shaylah McCool, Aysheh Alrfooh, Jenny Gringer Richards, John A Wemmie, Vincent A Magnotta, Aislinn J Williams, Jake J Michaelson, Jess G Fiedorowicz, Sabrina M Scroggins, Marie Elizabeth Gaine
Background: Bipolar disorder is a debilitating mood disorder associated with a high risk of suicide and characterized by immune dysregulation. In this study, we used a multi-faceted approach to better distinguish the pattern of dysregulation of immune profiles in individuals with BD. Methods: We analyzed peripheral blood mononuclear cells (bipolar disorder N=39, control N=30), serum cytokines (bipolar disorder N=86, control N=58), whole blood RNA (bipolar disorder N=25, control N=25), and whole blood DNA (bipolar disorder N=104, control N=66) to identify immune-related differences in participants diagnosed with bipolar disorder compared to controls. Results: Flow cytometry revealed a higher proportion of monocytes in participants with bipolar disorder together with a lower proportion of T helper cells. Additionally, the levels of 18 cytokines were significantly elevated, while two were reduced in participants with bipolar disorder. Most of the cytokines altered in individuals with bipolar disorder were proinflammatory. Forty-nine genes were differentially expressed in our bipolar disorder cohort and further analyses uncovered several immune-related pathways altered in these individuals. Genetic analysis indicated variants associated with inflammatory bowel disease also influences bipolar disorder risk.Discussion: Our findings indicate a significant immune component to bipolar disorder pathophysiology and genetic overlap with inflammatory bowel disease. This comprehensive study supports existing literature, whilst also highlighting novel immune targets altered in individuals with bipolar disorder. Specifically, multiple lines of evidence indicate differences in the peripheral representation of monocytes and T cells are hallmarks of bipolar disorder.
背景:躁郁症是一种使人衰弱的情绪障碍,与自杀的高风险有关,其特点是免疫失调。在本研究中,我们采用了一种多层面的方法,以更好地区分躁郁症患者免疫特征失调的模式。研究方法我们分析了外周血单核细胞(躁郁症患者39人,对照组患者30人)、血清细胞因子(躁郁症患者86人,对照组患者58人)、全血RNA(躁郁症患者25人,对照组患者25人)和全血DNA(躁郁症患者104人,对照组患者66人),以确定被诊断为躁郁症的患者与对照组患者在免疫方面的差异。结果显示流式细胞术显示,躁郁症患者的单核细胞比例较高,T辅助细胞比例较低。此外,双相情感障碍患者体内有 18 种细胞因子的水平显著升高,而有两种细胞因子的水平降低。躁郁症患者体内发生变化的细胞因子大多具有促炎作用。在我们的双相情感障碍患者队列中,有 49 个基因的表达出现了差异,进一步的分析发现,这些患者体内有几种与免疫相关的通路发生了改变。遗传分析表明,与炎症性肠病相关的变异也会影响躁郁症的风险:讨论:我们的研究结果表明,双相情感障碍的病理生理学中存在重要的免疫成分,并且与炎症性肠病存在遗传重叠。这项综合研究支持了现有的文献,同时也强调了双相情感障碍患者体内发生改变的新型免疫靶点。具体来说,多种证据表明,单核细胞和T细胞在外周表现上的差异是躁狂症的特征。
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引用次数: 0
Longitudinal Dynamics and Pluripotentiality of Polysymptomatic Clustering in Adolescent Mental Health. 青少年心理健康中多症状集群的纵向动态和多能性。
Pub Date : 2024-07-27 DOI: 10.1101/2024.07.25.24311024
Michelle Frances Kennedy, Paul Schwenn, Amanda Boyes, Lia Mills, Taliah Prince, Marcella Parker, Daniel F Hermens
Background: Adolescence represents a sensitive developmental period characterised by an increased incidence of emerging mental health symptoms and formal diagnostic onset. These conditions can remain a significant burden throughout life. The Longitudinal Adolescent Brain Study (LABS) commenced in 2018 to track the onset and trajectory of mental health symptoms among general population participants. This research aims to identify polysymptomatic clusters of emerging mental health symptoms in adolescents and examine how these clusters vary by age and change over time, providing insights into the pluripotentiality of disorder development.Methods: LABS participants aged 12-17 years (n=166) completed the Mini International Neuropsychiatric Interview (MINI Kid) approximately every 4 months, with up to 15 timepoints. Due to this high dimensional dataset, the data was first processed using a dimensionality reduction step (uniform manifold approximation and projection; UMAP). Following this, the data was clustered using Bayesian model averaging of k-means, gaussian mixture model and hierarchical clustering to identify distinct symptom clusters. Symptom clusters were described in terms of the original neuropsychiatric interview responses using separate XGBoost classifier models. Symptom cluster dynamics were analysed using Markov chain transition probability matrices and longitudinal analysis. To explore the relationship between symptom clusters and psychological distress and wellbeing, correlational analyses were conducted using scores from the Kessler Psychological Distress Scale (K10) and the COMPAS-W Wellbeing Scale.Outcomes: Six symptom-based clusters (states) were identified: attention, anxiety, depression, manic episode - heritability, anhedonia, and well. Depression and anxiety clusters had the greatest pluripotentiality. Analysis of psychological distress and wellbeing demonstrated an inverse relationship between the states: those with greater psychological distress had more symptoms, conversely those with greater wellbeing had fewer symptoms.Interpretations: Mapping polysymptomatic clusters of mental health symptoms and their pluripotential and transitory trajectories in adolescents enables more effective targeting of preventive interventions. This approach moves beyond categorical classifications to mitigate the progression of early symptoms into enduring psychiatric disorders.
背景:青春期是一个敏感的发育期,其特点是新出现的精神健康症状和正式诊断发病率增加。这些症状可能终生造成重大负担。青少年脑纵向研究(LABS)于 2018 年启动,旨在追踪普通人群参与者中精神健康症状的发病情况和轨迹。这项研究旨在确定青少年新出现的精神健康症状的多症状群,并研究这些群如何随年龄而变化,以及随着时间的推移而变化,从而深入了解失调发展的多能性:12-17岁的LABS参与者(166人)大约每4个月完成一次迷你国际神经精神访谈(MINI Kid),时间点多达15个。由于数据集维度较高,因此首先使用降维步骤(统一流形逼近和投影;UMAP)对数据进行处理。然后,使用贝叶斯平均模型、高斯混合模型和分层聚类对数据进行聚类,以识别不同的症状群。使用单独的 XGBoost 分类器模型,根据原始神经精神病学访谈回答对症状群进行描述。使用马尔可夫链转换概率矩阵和纵向分析对症状群的动态进行了分析。为了探究症状群与心理困扰和幸福感之间的关系,使用凯斯勒心理困扰量表(K10)和 COMPAS-W 幸福感量表的得分进行了相关分析:确定了六个基于症状的群组(状态):注意力、焦虑、抑郁、躁狂发作-遗传性、失乐症和健康。抑郁和焦虑群组具有最大的多能性。对心理困扰和健康状况的分析表明,这些状态之间存在反比关系:心理困扰越严重的人症状越多,反之,健康状况越好的人症状越少:解读:绘制青少年心理健康症状的多症状群及其多能性和过渡性轨迹图,可以更有效地确定预防干预措施的目标。这种方法超越了分类的范畴,可减轻早期症状发展为持久性精神障碍的情况。
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引用次数: 0
Suicide Risk in Borderline Personality Disorder: a Machine Learning Tool based on Clinical and MRI Data 边缘型人格障碍的自杀风险:基于临床和核磁共振成像数据的机器学习工具
Pub Date : 2024-07-26 DOI: 10.1101/2024.07.25.24310985
Claudio Crema, Alberto Boccali, Alessandra Martinelli, Silvia De Francesco, Serena Meloni, Cesare Michele Baronio, laura Pedrini, Mariangela Lanfredi, Damiano Archetti, Alberto Redolfi, Roberta Rossi
Borderline Personality Disorder (BPD) is a complex mental condition. Individuals with BPD have an average of three lifetime suicide attempts, and 10% of them die by suicide. Understanding risk factors linked to suicidal behaviors is crucial for effective intervention strategies. In recent years, machine learning (ML) approaches for predicting suicide risk in persons with mental disorders have been developed, but a reliable, BPD-specific tool is lacking. In this work, we developed DRAMA-BPD (Detecting Risk factors for suicide Attempts with Machine learning Approaches in Borderline Personality Disorder), a second-opinion tool to assess suicide risk in individuals with BPD. DRAMA-BPD, built upon a Support Vector Machine (SVM) classifier, is trained on the CLIMAMITHE (CLM) dataset, which encompasses sociodemographic, clinical, emotional assessments, and MRI data. Feature selection revealed that 6 out of the 7 most important features are MRI-derived, and a comprehensive review was conducted to ensure consistency with existing scientific literature. The classifier achieved an overall Area Under the Curve (AUC) of 0.73, Precision (P) of 0.75, Recall (R) of 0.70, and F1-score of 0.72. Tests were conducted on the independent SUDMEX_CONN dataset, yielding an AUC of 0.59, P of 0.46, R of 0.92, and F1 of 0.62. While there is a significant imbalance between Precision and Recall, these results demonstrate the potential utility of the proposed model.
边缘型人格障碍(BPD)是一种复杂的精神疾病。患有边缘型人格障碍的人一生中平均有三次自杀企图,其中 10% 的人死于自杀。了解与自杀行为相关的风险因素对于制定有效的干预策略至关重要。近年来,预测精神障碍患者自杀风险的机器学习(ML)方法得到了发展,但仍缺乏可靠的、专门针对 BPD 的工具。在这项工作中,我们开发了 DRAMA-BPD(用机器学习方法检测边缘型人格障碍患者自杀未遂的风险因素),这是一种用于评估边缘型人格障碍患者自杀风险的第二意见工具。DRAMA-BPD 基于支持向量机(SVM)分类器,在 CLIMAMITHE(CLM)数据集上进行训练,该数据集包含社会人口学、临床、情绪评估和核磁共振成像数据。特征选择显示,7 个最重要的特征中有 6 个来自核磁共振成像,并进行了全面审查,以确保与现有科学文献保持一致。分类器的总体曲线下面积(AUC)为 0.73,精确度(P)为 0.75,召回率(R)为 0.70,F1 分数为 0.72。在独立的 SUDMEX_CONN 数据集上进行了测试,得出的 AUC 为 0.59,P 为 0.46,R 为 0.92,F1 为 0.62。虽然精确度和召回率之间存在明显的不平衡,但这些结果证明了所提模型的潜在效用。
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引用次数: 0
Time-trends in life expectancy of people with severe mental illness in Scotland, 2000-2019: a population-based study 2000-2019 年苏格兰重性精神病患者预期寿命的时间趋势:基于人口的研究
Pub Date : 2024-07-25 DOI: 10.1101/2024.07.25.24310972
Kelly Fleetwood, Raied Alotaibi, Stine H Scheuer, Daniel J Smith, Sarah H Wild, Caroline A Jackson
Objective To determine time-trends in life expectancy (LE) of people with a severe mental illness (SMI) compared with the general population. Design Observational population-based study. Setting Scotland, 2000-2019. Linked psychiatric hospital admission and death records. Participants Adults with a psychiatric hospital admission record for schizophrenia (28,797), bipolar disorder (16,657) or major depression (72,504) compared with the Scottish population (4.3 million adults in 2011). Main outcome measures Trends over time in life years lost for people with schizophrenia, bipolar disorder or major depression compared with the Scottish population, for all deaths, and natural and unnatural deaths, stratified by sex. Results Among people with SMI, one third died during the study period. Between 2000 and 2019, LE increased in the general Scottish population and the LE gap widened for people with schizophrenia. For 2000-2002, men and women with schizophrenia lost an excess 9.4 (95% CI 8.5 to 10.3) and 8.2 (7.4 to 9.0) life years, respectively, compared to the general population. In 2017-2019, this excess life years lost increased to 11.8 (10.9 to 12.7) and 11.1 (10.0 to 12.1) for men and women, respectively. There was no evidence of a change over time in the LE gap of 5 to 8 years for people with bipolar disorder or major depression. Changes in LE for natural and unnatural causes of death varied by individual SMI and sex. Conclusions The LE gap in people with an SMI persisted or widened in Scotland from 2000-2019. These entrenched disparities reflect intersecting inequalities requiring coordinated solutions at multiple levels to improve LE in this and other marginalised and socially excluded groups.
目标 确定重性精神病患者(SMI)与普通人群相比的预期寿命(LE)的时间趋势。设计 基于人口的观察性研究。研究地点:苏格兰,2000-2019 年。关联精神病院入院和死亡记录。参与者 有精神分裂症(28797 人)、双相情感障碍(16657 人)或重度抑郁症(72504 人)入院记录的成年人与苏格兰人口(2011 年有 430 万成年人)进行比较。主要结果测量与苏格兰人口相比,精神分裂症、双相情感障碍或重度抑郁症患者的生命年损失随时间推移的趋势,包括所有死亡、自然死亡和非自然死亡,并按性别进行分层。结果 在研究期间,三分之一的精神分裂症患者死亡。2000 年至 2019 年期间,苏格兰总人口的平均死亡率有所上升,精神分裂症患者的平均死亡率差距有所扩大。与普通人群相比,2000-2002 年期间,精神分裂症男性和女性患者分别多损失了 9.4(95% CI 8.5 至 10.3)和 8.2(7.4 至 9.0)个生命年。2017-2019 年,男性和女性的这一超额寿命损失分别增至 11.8(10.9 至 12.7)和 11.1(10.0 至 12.1)年。没有证据表明,双相情感障碍或重度抑郁症患者5至8年的寿命损失差距随时间推移而发生变化。自然死亡原因和非自然死亡原因的致死率变化因个体 SMI 和性别而异。结论 2000-2019 年间,苏格兰 SMI 患者的生活质量差距持续存在或有所扩大。这些根深蒂固的差距反映了相互交织的不平等现象,需要在多个层面采取协调的解决方案,以改善这一群体以及其他边缘化和受社会排斥群体的生活质量。
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引用次数: 0
REalist Synthesis Of non-pharmacologicaL interVEntions for antipsychotic-induced weight gain (RESOLVE) in people living with severe mental illness 针对重性精神病患者因抗精神病药引起的体重增加的非药物干预措施(REalist Synthesis Of Non-pharmacologicaL interVEntions)(RESOLVE
Pub Date : 2024-07-25 DOI: 10.1101/2024.07.25.24310979
Maura MacPhee, Jo Howe, Hafsah Habib, Emilia Piwowarczyk, Geoff Wong, Amy Ahern, Gurkiran Birdi, Suzanne Higgs, Sheri Oduola, Alex Kenny, Annabel Walsh, Rachel Upthegrove, Katherine Allen, Max Carlish, Justine Lovell, Ian Maidment
Abstract Introduction Antipsychotic medications are used to treat individuals with severe mental illness. These medications are associated with rapid weight gain and several physical and mental risk factors. Early, proactive weight management is necessary to pre-empt these risk factors. Methods A realist review was conducted to identify contextual factors and underlying mechanisms associated with effective, non-pharmacological weight management interventions for this population. A stakeholder group of practitioners and a stakeholder group of individuals with lived experience and their family carers were integral to the review process. Results The realist review consisted of 58 documents where 41 papers were intervention studies of non-pharmacological weight management interventions for individuals with severe mental illness. Weight management interventions typically included nutrition counseling, physical activity and behaviour therapies offered over different time ranges by combinations of facilitators. Follow-up was rarely reported, and these intervention studies yielded mixed outcomes for weight loss/weight gain prevention, decreased clinical risk indicators and improved physical and mental health. Review documents and stakeholder discussions were used to construct a programme theory and 12 testable context-mechanism-outcome configurations. Review findings emphasise the significant effect of stigma/double stigma on individuals with severe mental illness and weight gain. Therapeutic practitioner relationships, family and peer support contribute to individuals' engagement with healthy behaviours. Conclusions Multi-country non-pharmacological interventions for weight management have had mixed results. This realist review identified characteristics and potential mechanisms that may make a significant, positive difference to individuals with severe mental illness. A realist evaluation with primary data is currently underway.
摘要 导言 抗精神病药物用于治疗严重精神病患者。这些药物会导致体重迅速增加,并带来一些身心风险因素。有必要及早进行积极的体重管理,以预防这些风险因素。方法 我们进行了一次现实主义回顾,以确定与针对该人群的有效、非药物体重管理干预措施相关的背景因素和潜在机制。由从业人员组成的利益相关者小组和由有生活经验的个人及其家庭照顾者组成的利益相关者小组在审查过程中发挥了不可或缺的作用。结果 现实主义审查包括 58 篇文献,其中 41 篇是针对重症精神病患者的非药物体重管理干预研究。体重管理干预通常包括营养咨询、体育锻炼和行为疗法,在不同的时间范围内由不同的促进者组合提供。这些干预研究在预防体重减轻/增加、降低临床风险指标以及改善身心健康方面的结果不一。综述文件和利益相关者的讨论被用来构建一个计划理论和 12 个可检验的背景-机制-结果组合。审查结果强调了污名化/双重污名化对严重精神疾病患者和体重增加的重大影响。治疗师关系、家庭和同伴支持有助于个人参与健康行为。结论 多个国家对体重管理采取的非药物干预措施效果不一。本现实主义研究发现了可能对患有严重精神疾病的人产生重大积极影响的特点和潜在机制。目前正在利用原始数据进行现实主义评估。
{"title":"REalist Synthesis Of non-pharmacologicaL interVEntions for antipsychotic-induced weight gain (RESOLVE) in people living with severe mental illness","authors":"Maura MacPhee, Jo Howe, Hafsah Habib, Emilia Piwowarczyk, Geoff Wong, Amy Ahern, Gurkiran Birdi, Suzanne Higgs, Sheri Oduola, Alex Kenny, Annabel Walsh, Rachel Upthegrove, Katherine Allen, Max Carlish, Justine Lovell, Ian Maidment","doi":"10.1101/2024.07.25.24310979","DOIUrl":"https://doi.org/10.1101/2024.07.25.24310979","url":null,"abstract":"Abstract Introduction Antipsychotic medications are used to treat individuals with severe mental illness. These medications are associated with rapid weight gain and several physical and mental risk factors. Early, proactive weight management is necessary to pre-empt these risk factors. Methods A realist review was conducted to identify contextual factors and underlying mechanisms associated with effective, non-pharmacological weight management interventions for this population. A stakeholder group of practitioners and a stakeholder group of individuals with lived experience and their family carers were integral to the review process. Results The realist review consisted of 58 documents where 41 papers were intervention studies of non-pharmacological weight management interventions for individuals with severe mental illness. Weight management interventions typically included nutrition counseling, physical activity and behaviour therapies offered over different time ranges by combinations of facilitators. Follow-up was rarely reported, and these intervention studies yielded mixed outcomes for weight loss/weight gain prevention, decreased clinical risk indicators and improved physical and mental health. Review documents and stakeholder discussions were used to construct a programme theory and 12 testable context-mechanism-outcome configurations. Review findings emphasise the significant effect of stigma/double stigma on individuals with severe mental illness and weight gain. Therapeutic practitioner relationships, family and peer support contribute to individuals' engagement with healthy behaviours. Conclusions Multi-country non-pharmacological interventions for weight management have had mixed results. This realist review identified characteristics and potential mechanisms that may make a significant, positive difference to individuals with severe mental illness. A realist evaluation with primary data is currently underway.","PeriodicalId":501388,"journal":{"name":"medRxiv - Psychiatry and Clinical Psychology","volume":"25 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141778347","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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medRxiv - Psychiatry and Clinical Psychology
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