Depressive Disorder, Major

抑郁障碍,Major
  • 文章类型: Journal Article
    背景:重度抑郁症(MDD)是全球范围内健康和认知领域的主要残疾原因,影响整体生活质量。大约三分之一的抑郁症患者对治疗没有完全反应(例如,常规抗抑郁药,心理治疗)和替代策略是必要的。最近的早期试验表明,psilocybin可能是具有快速作用的抗抑郁药特性的安全有效的干预措施。Psilocybin被认为通过改变大脑网络连接和诱导持续数周的神经可塑性变化来发挥治疗作用。尽管早期临床结果令人鼓舞,psilocybin对神经可塑性的急性神经生物学效应尚未得到充分研究。我们的目标是首次研究psilocybin急性(日内)和亚急性(周)如何改变与抑郁症有关的功能性大脑网络。
    方法:将从三级情绪障碍诊所招募50名被诊断患有MDD或持续性抑郁障碍(PDD)的参与者,并将其1:1随机分为实验组或对照组。参与者将被给予25mgpsilocybin或25mg微晶纤维素(MCC)安慰剂作为第一次治疗。三周后,那些在控制臂将过渡到接受25毫克psilocybin。我们将研究治疗是否与急性和亚急性时间点的动脉自旋标记和血液氧合水平依赖性对比神经影像学评估的变化有关。主要结果包括:与安慰剂相比,psilocybin在与情绪调节和抑郁相关的网络中是否表现出(1)脑血流量和(2)功能性脑活动的急性变化。与安慰剂相比,MADRS评分随时间的变化。次要结果包括互补临床精神病学的变化,认知,以及从基线到最终随访的功能量表。将在基线和随访时收集血清周围神经营养和炎症生物标志物,以检查与临床反应的关系。和神经影像学测量。
    结论:本研究将使用先进的系列神经成像方法,研究迷迭香素对抑郁症影响的脑网络的急性和亚急性神经可塑性作用。结果将提高我们对psilocybin抗抑郁机制与安慰剂反应的理解,以及脑功能的生物学指标是否可以提供治疗反应的早期预测因子。
    背景:ClinicalTrials.gov标识符:NCT06072898。2023年10月6日注册。
    BACKGROUND: Major depressive disorder (MDD) is a leading cause of disability worldwide across domains of health and cognition, affecting overall quality of life. Approximately one third of individuals with depression do not fully respond to treatments (e.g., conventional antidepressants, psychotherapy) and alternative strategies are needed. Recent early phase trials suggest psilocybin may be a safe and efficacious intervention with rapid-acting antidepressant properties. Psilocybin is thought to exert therapeutic benefits by altering brain network connectivity and inducing neuroplastic changes that endure for weeks post-treatment. Although early clinical results are encouraging, psilocybin\'s acute neurobiological effects on neuroplasticity have not been fully investigated. We aim to examine for the first time how psilocybin acutely (intraday) and subacutely (weeks) alters functional brain networks implicated in depression.
    METHODS: Fifty participants diagnosed with MDD or persistent depressive disorder (PDD) will be recruited from a tertiary mood disorders clinic and undergo 1:1 randomization into either an experimental or control arm. Participants will be given either 25 mg psilocybin or 25 mg microcrystalline cellulose (MCC) placebo for the first treatment. Three weeks later, those in the control arm will transition to receiving 25 mg psilocybin. We will investigate whether treatments are associated with changes in arterial spin labelling and blood oxygenation level-dependent contrast neuroimaging assessments at acute and subacute timepoints. Primary outcomes include testing whether psilocybin demonstrates acute changes in (1) cerebral blood flow and (2) functional brain activity in networks associated with mood regulation and depression when compared to placebo, along with changes in MADRS score over time compared to placebo. Secondary outcomes include changes across complementary clinical psychiatric, cognitive, and functional scales from baseline to final follow-up. Serum peripheral neurotrophic and inflammatory biomarkers will be collected at baseline and follow-up to examine relationships with clinical response, and neuroimaging measures.
    CONCLUSIONS: This study will investigate the acute and additive subacute neuroplastic effects of psilocybin on brain networks affected by depression using advanced serial neuroimaging methods. Results will improve our understanding of psilocybin\'s antidepressant mechanisms versus placebo response and whether biological measures of brain function can provide early predictors of treatment response.
    BACKGROUND: ClinicalTrials.gov Identifier: NCT06072898. Registered on 6 October 2023.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    观察性研究报告了多种常见皮肤病与精神疾病之间的关系。评估3种皮肤病(牛皮癣,湿疹,和荨麻疹)和4种精神疾病(双相情感障碍,精神分裂症,重度抑郁症,和焦虑)在欧洲人口中,我们使用孟德尔随机化(MR)分析,这为因果推断提供了明确的证据。使用全基因组关联研究数据库筛选皮肤病和精神疾病的合格单核苷酸多态性。我们进行了双向,使用与银屑病相关的工具变量进行2样本MR分析,湿疹,和荨麻疹作为暴露因素,和双相情感障碍,精神分裂症,严重的抑郁症,和焦虑作为结果。双相情感障碍的反向MR分析,精神分裂症,严重的抑郁症,焦虑和牛皮癣,湿疹,和荨麻疹作为结果也进行了,并使用方差反加权(IVW)分析因果关系,MR-Egger,和加权中位数方法。为了彻底评估因果关系,使用IVW进行敏感性分析,MR-PRESSO,和MR-Egger方法。结果显示,双相情感障碍增加了银屑病的发病率(比值比=1.271,95%置信区间=1.003-1.612,P=.047),在IVW中使用CochranQ检验进行的异质性检验显示P值>.05,(P=.302),多重检验中的MR-Pleiotropy和MR-PRESSO(异常值方法)显示P值>.05,(P=.694;P=.441),和MR-Pleiotropy证据显示没有明显的截距(截距=-0.060;SE=0.139;P=.694)。重度抑郁症增加了患湿疹的风险(比值比=1.002,95%置信区间=1.000-1.004,P=.024),异质性检验显示P值>.05,(P=.328),多重性检测显示P值>.05,(P=.572;P=.340),和MR-Pleiotropy证据显示没有明显的截距(截距=-0.099;SE=0.162;P=.572)。上述结果的敏感性分析是可靠的,没有发现异质性或多重性。这项研究表明,双相情感障碍和牛皮癣之间存在统计学上显著的因果关系,严重的抑郁症,和欧洲人口的湿疹,这可以为医生在常见皮肤疾病的临床管理提供重要信息。
    Observational studies have reported a relationship between multiple common dermatoses and mental illness. To assess the potential bidirectional causality between 3 skin disorders (psoriasis, eczema, and urticaria) and 4 psychiatric disorders (bipolar disorder, schizophrenia, major depressive disorder, and anxiety) in the European population, we used Mendelian randomization (MR) analysis, which provides definitive evidence for causal inference. Eligible single nucleotide polymorphisms were screened for dermatological and psychiatric disorders using a genome-wide association study database. We conducted bidirectional, 2-sample MR analysis using instrumental variables related to psoriasis, eczema, and urticaria as exposure factors, and bipolar disorder, schizophrenia, major depression, and anxiety as outcomes. Reverse MR analysis with bipolar disorder, schizophrenia, major depression, and anxiety as exposure and psoriasis, eczema, and urticaria as outcomes were also performed, and the causality was analyzed using inverse-variance weighting (IVW), MR-Egger, and weighted median methods. To thoroughly assess causality, sensitivity analyses were conducted using the IVW, MR-PRESSO, and MR-Egger methods. The results showed that bipolar disorder increased the incidence of psoriasis (odds ratio = 1.271, 95% confidence interval = 1.003-1.612, P = .047), heterogeneity test with Cochran Q test in the IVW showed P value > .05, (P = .302), the MR-Pleiotropy and MR-PRESSO (outlier methods) in the multiplicity test showed P value > .05, (P = .694; P = .441), and MR-Pleiotropy evidence showed no apparent intercept (intercept = -0.060; SE = 0.139; P = .694). Major depression increased the risk of eczema (odds ratio = 1.002, 95% confidence interval = 1.000-1.004, P = .024), heterogeneity test showed P value > .05, (P = .328), multiplicity detection showed P value > .05, (P = .572; P = .340), and MR-Pleiotropy evidence showed no apparent intercept (intercept = -0.099; SE = 0.162; P = .572). Sensitivity analyses of the above results were reliable, and no heterogeneity or multiplicity was found. This study demonstrated a statistically significant causality between bipolar disorder and psoriasis, major depression, and eczema in a European population, which could provide important information for physicians in the clinical management of common skin conditions.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:重度抑郁症(MDD)的患病率在全球范围内呈上升趋势,使用抗抑郁药物治疗通常不会导致完全缓解。然而,体育锻炼和心理治疗相结合治疗MDD可提高患者的完全缓解率。这个三臂,平行组,双盲随机对照试验(RCT)旨在评估和比较exergame与接受和承诺治疗(e-ACT)方案相结合的效果,仅ACT和照常治疗(TAU)对照组对抑郁和焦虑症状的严重程度,经验性回避程度和生活质量(QoL)以及抑郁症生物标志物的血清水平(例如脑源性神经营养因子,C反应蛋白和血管内皮生长因子)在三个时间点的MDD患者中。
    方法:本次RCT将招募126名MDD患者,使用分层排列区组随机化方法将其随机分为三组,这是合并的电子行动方案,仅ACT和TAU控制组的分配比例为1:1:1。e-ACT和仅ACT干预组的参与者将每周接受一次干预会议,为期8周。评估将在三个时间点进行,例如干预前评估(T0),在完成干预后8周(t1)立即进行评估,并在完成干预后24周进行评估(t2)。在每次评估中,要评估的主要结果包括抑郁症状的严重程度,而要评估的次要结果是焦虑症状的严重程度,经验性回避,QoL和抑郁生物标志物。
    背景:这项研究的批准来自马来西亚大学人类研究伦理委员会(USM/JEPeM/PP/23050420)。这项研究的结果将发表在学术同行评审的期刊上。
    背景:NCT05812001(ClinicalTrials.gov)。2023年4月12日注册。
    BACKGROUND: The prevalence of major depressive disorder (MDD) is on the rise globally, and the use of antidepressant medications for its treatment does not usually result in full remission. However, the combination of physical exercise and psychotherapy for the treatment of MDD increase the rate of full remission among patients. This three-armed, parallel-group, double-blinded randomised controlled trial (RCT) aims to assess and compare the effects between the combination of exergame and acceptance and commitment therapy (e-ACT) programme, ACT only and treatment-as-usual (TAU) control groups on the severity of depression and anxiety symptoms, the degree of experiential avoidance and quality of life (QoL) and the serum levels of depression biomarkers (such as brain-derived neurotrophic factor, C-reactive protein and vascular endothelial growth factor) among patients with MDD across three time points.
    METHODS: This RCT will recruit 126 patients with MDD who will be randomised using stratified permuted block randomisation into three groups, which are the combined e-ACT programme, ACT-only and TAU control groups in a 1:1:1 allocation ratio. The participants in the e-ACT and ACT-only intervention groups will undergo once a week intervention sessions for 8 weeks. Assessments will be carried out through three time points, such as the pre-intervention assessment (t0), assessment immediately after completion of the intervention at 8 weeks (t1) and assessment at 24 weeks after completion of the intervention (t2). During each assessment, the primary outcome to be assessed includes the severity of depression symptoms, while the secondary outcomes to be assessed are the severity of anxiety symptoms, experiential avoidance, QoL and depression biomarkers.
    BACKGROUND: Approval of this study was obtained from the Human Research Ethics Committee of Universiti Sains Malaysia (USM/JEPeM/PP/23050420). The findings of the study will be published in academic peer-reviewed journals.
    BACKGROUND: NCT05812001 (ClinicalTrials.gov). Registered on 12 April 2023.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    重度抑郁症(MDD)是一种使人衰弱的疾病,包括抑郁情绪。重复经颅磁刺激(rTMS)是一种用于治疗MDD的治疗方法。这项研究的目的是评估神经营养因子,和MDD患者的氧化应激水平,并评估rTMS治疗后这些参数的变化。研究包括25名MDD患者和26名具有相同人口统计学特征的健康志愿者。脑源性神经营养因子用市售试剂盒进行光度测定。通过光度法测量氧化应激参数。用数学公式计算氧化应激指数(OSI)和二硫化物(DIS)水平。在这项研究中,总抗氧化剂状态(TAS),总硫醇(TT),和天然硫醇(NT)抗氧化剂参数和脑源性神经营养因子(BDNF),胶质细胞系源性神经营养因子(GDNF),与健康对照组相比,rTMS前的别孕烷醇酮(ALLO)水平降低;TOS,OSI,DIS,和S100钙结合蛋白B(S100B)水平均显著升高(p<0.01)。此外,由于TMS治疗;TAS,TT,NT,BDNF,GDNF,与rTMS前相比,ALLO水平增加,而DIS,TOS,OSI,和S100B水平显著降低(p<0.01)。rTMS治疗减少MDD患者的氧化应激并恢复硫醇-二硫化物平衡。此外,rTMS调节神经营养因子和神经活性类固醇,表明其作为抗抑郁治疗的潜力。评估的生物标志物的变化可能有助于确定用rTMS疗法治疗MDD的更具体的方法。
    Major depressive disorder (MDD) is a debilitating illness that includes depressive mood. Repetitive Transcranial Magnetic Stimulation (rTMS) is a therapy method used in the treatment of MDD. The purpose of this study was to assess neurotrophic factors, and oxidative stress levels in MDD patients and evaluate the changes in these parameters as a result of rTMS therapy. Twenty-five patients with MDD and twenty-six healthy volunteers with the same demographic characteristics were included in the study. Brain-derived neurotrophic factors were measured photometrically with commercial kits. Oxidative stress parameters were measured by the photometric method. Oxidative stress index (OSI) and disulfide (DIS) levels were calculated with mathematical formulas. In this study, total antioxidant status (TAS), total thiol (TT), and native thiol (NT) antioxidant parameters and brain-derived neurotrophic factor (BDNF), glial cell line-derived neurotrophic factor (GDNF), and allopregnanolone (ALLO) levels were reduced in pre-rTMS with regard to the healthy control group; TOS, OSI, DIS, and S100 calcium-binding protein B (S100B) levels were increased statistically significantly (p < 0.01). Moreover, owing to TMS treatment; TAS, TT, NT, BDNF, GDNF, and ALLO levels were increased compared to pre-rTMS, while DIS, TOS, OSI, and S100B levels were decreased significantly (p < 0.01). The rTMS treatment reduces oxidative stress and restores thiol-disulfide balance in MDD patients. Additionally, rTMS modulates neurotrophic factors and neuroactive steroids, suggesting its potential as an antidepressant therapy. The changes in the biomarkers evaluated may help determine a more specific approach to treating MDD with rTMS therapy.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    目的:测试艾司美沙酮(REL-1017)作为对标准抗抑郁药反应不足的重度抑郁症(MDD)患者的辅助治疗。
    方法:在此阶段3,双盲,安慰剂对照试验,在2020年12月至2022年12月之间,MDD(DSM-5)门诊患者被随机分为每日口服艾司美沙酮(第1天75mg,然后在第2天至第28天每天25mg)或安慰剂组.主要疗效指标是蒙哥马利-阿斯伯格抑郁量表(MADRS)评分从基线(CFB)到第28天的变化。意向治疗(ITT)人群包括所有随机参与者。符合方案(PP)群体包括没有影响评估的主要方案偏差的完成者。事后分析包括患有重度抑郁症(基线MADRS评分≥35)的参与者。
    结果:对于ITT分析(n=227),艾司美沙酮(n=113)的平均CFB为15.1(SD11.3),安慰剂(n=114)的平均CFB为12.9(SD10.4),平均差异(MD)为2.3,无统计学意义(P=.154;科恩效应大小[ES]=0.21)。缓解率分别为22.1%和13.2%(P=0.076),艾司美沙酮和安慰剂的缓解率分别为39.8%和27.2%(P=0.044),分别。对于PP分析(n=198),艾司美沙酮(n=101)的平均CFB为15.6(SD11.2),安慰剂(n=97)的平均CFB为12.5(SD9.9),MD为3.1(P=.051;ES=0.29)。在ITT人群中基线MADRS≥35的患者的事后分析中(n=112),MD为6.9;P=.0059;ES=0.57,对于PP群体(n=98),MD为7.9;P=.0015;ES=0.69。不良事件(AE)主要是轻度或中度和短暂的,组间无显著差异。
    结论:未达到主要终点。依美沙酮在PP中显示出比在ITT分析中更强的功效,差异不归因于影响治疗依从性的AE。在对重度抑郁症患者的事后分析中出现了显着疗效。美沙酮耐受性良好,与以前的研究一致。
    试验注册:ClinicalTrials.gov标识符:NCT04688164。
    Objective: To test esmethadone (REL-1017) as adjunctive treatment in patients with major depressive disorder (MDD) and inadequate response to standard antidepressants.
    Methods: In this phase 3, double-blind, placebo-controlled trial, outpatients with MDD (DSM-5) were randomized to daily oral esmethadone (75 mg on day 1, followed by 25 mg daily on days 2 through 28) or placebo between December 2020 and December 2022. The primary efficacy measure was change from baseline (CFB) to day 28 in the Montgomery-Asberg Depression Rating Scale (MADRS) score. The intent-to-treat (ITT) population included all randomized participants. The per-protocol (PP) population included completers without major protocol deviations impacting assessment. Post hoc analyses included participants with severe depression (baseline MADRS score ≥35).
    Results: For the ITT analysis (n = 227), mean CFB was 15.1 (SD 11.3) for esmethadone (n = 113) and 12.9 (SD 10.4) for placebo (n = 114), with a mean difference (MD) of 2.3, which was not statistically significant (P = .154; Cohen effect size [ES] = 0.21). Remission rates were 22.1% and 13.2% (P = .076), and response rates were 39.8% and 27.2% (P = .044) with esmethadone and placebo, respectively. For the PP analysis (n = 198), mean CFB was 15.6 (SD 11.2) for esmethadone (n = 101) and 12.5 (SD 9.9) for placebo (n = 97), with an MD of 3.1 (P = .051; ES =0.29). In post hoc analyses of patients with baseline MADRS ≥35 in the ITT population (n = 112), MD was 6.9; P = .0059; ES = 0.57, and for the PP population (n = 98), MD was 7.9; P = .0015; ES = 0.69. Adverse events (AEs) were predominantly mild or moderate and transient, with no significant differences between groups.
    Conclusions: The primary end point was not met. Esmethadone showed stronger efficacy in PP than in ITT analyses, with the discrepancy not attributable to AEs impacting treatment adherence. Significant efficacy occurred in post hoc analyses of patients with severe depression. Esmethadone was well tolerated, consistent with prior studies.
    Trial Registration: ClinicalTrials.gov identifier: NCT04688164.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:多发病率的全面管理可以从促进基于价值的干预措施的先进健康风险评估工具中获得显着益处,允许评估和预测疾病进展。我们的研究提出了一种新的方法,多症调整的残疾评分(MADS),它将疾病轨迹方法与先进的技术相结合,用于评估并发疾病之间的相互依存关系。这种方法旨在更好地评估相关疾病集群的临床负担,并增强我们预测疾病进展的能力。从而可能告知有针对性的预防性护理干预措施。
    目的:本研究旨在评估MADS根据患者的多发病率情况将患者分为临床相关风险组的有效性。这准确地反映了他们的临床复杂性和发展新的相关疾病的可能性。
    方法:在一项回顾性多中心队列研究中,我们通过分析疾病轨迹并应用贝叶斯统计来确定疾病-疾病概率,并结合确定的残疾权重,开发了MADS.我们使用重度抑郁症(MDD)作为此评估的主要病例研究。我们将患者分层为不同的风险水平,对应于MADS分布的不同百分位数。我们统计评估了MADS风险等级与死亡率的关系,医疗保健资源的使用,来自西班牙的100万人的疾病进展,联合王国,和芬兰。
    结果:结果显示,评估结果在MADS风险等级中的分布差异很大,包括死亡率;初级保健就诊;专业护理门诊咨询;精神卫生专业中心就诊;急诊室就诊;住院;药理学和非药理学支出;以及抗精神病药物的分配,抗焦虑药,镇静剂,和抗抑郁药(所有病例P<.001)。此外,相邻风险等级之间的成对比较的结果说明了死亡率上升的实质性和渐进的模式,加强医疗保健的使用,增加医疗保健支出,随着个体从较低的MADS风险层发展到较高的风险层,药理学负担增加。分析还显示,高危人群多发病进展的风险增加,与MDD相关疾病新发发病率较高。
    结论:MADS似乎是预测与多症相关的健康风险的一种有前途的方法。它可以通过为相关疾病集群的定制流行病学影响分析提供有价值的见解,并通过准确评估多疾病进展风险来补充当前的风险评估最新工具。这项研究为创新的数字发展铺平了道路,以支持先进的健康风险评估策略。除了MDD的初始案例研究之外,还需要进一步的验证来推广其使用。
    BACKGROUND: Comprehensive management of multimorbidity can significantly benefit from advanced health risk assessment tools that facilitate value-based interventions, allowing for the assessment and prediction of disease progression. Our study proposes a novel methodology, the Multimorbidity-Adjusted Disability Score (MADS), which integrates disease trajectory methodologies with advanced techniques for assessing interdependencies among concurrent diseases. This approach is designed to better assess the clinical burden of clusters of interrelated diseases and enhance our ability to anticipate disease progression, thereby potentially informing targeted preventive care interventions.
    OBJECTIVE: This study aims to evaluate the effectiveness of the MADS in stratifying patients into clinically relevant risk groups based on their multimorbidity profiles, which accurately reflect their clinical complexity and the probabilities of developing new associated disease conditions.
    METHODS: In a retrospective multicentric cohort study, we developed the MADS by analyzing disease trajectories and applying Bayesian statistics to determine disease-disease probabilities combined with well-established disability weights. We used major depressive disorder (MDD) as a primary case study for this evaluation. We stratified patients into different risk levels corresponding to different percentiles of MADS distribution. We statistically assessed the association of MADS risk strata with mortality, health care resource use, and disease progression across 1 million individuals from Spain, the United Kingdom, and Finland.
    RESULTS: The results revealed significantly different distributions of the assessed outcomes across the MADS risk tiers, including mortality rates; primary care visits; specialized care outpatient consultations; visits in mental health specialized centers; emergency room visits; hospitalizations; pharmacological and nonpharmacological expenditures; and dispensation of antipsychotics, anxiolytics, sedatives, and antidepressants (P<.001 in all cases). Moreover, the results of the pairwise comparisons between adjacent risk tiers illustrate a substantial and gradual pattern of increased mortality rate, heightened health care use, increased health care expenditures, and a raised pharmacological burden as individuals progress from lower MADS risk tiers to higher-risk tiers. The analysis also revealed an augmented risk of multimorbidity progression within the high-risk groups, aligned with a higher incidence of new onsets of MDD-related diseases.
    CONCLUSIONS: The MADS seems to be a promising approach for predicting health risks associated with multimorbidity. It might complement current risk assessment state-of-the-art tools by providing valuable insights for tailored epidemiological impact analyses of clusters of interrelated diseases and by accurately assessing multimorbidity progression risks. This study paves the way for innovative digital developments to support advanced health risk assessment strategies. Further validation is required to generalize its use beyond the initial case study of MDD.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    重度抑郁症(MDD)是全球残疾的主要原因,然而,治疗选择仍然通过“反复试验”进行。鉴于MDD的不同表现和治疗反应的异质性,使用机器学习来理解复杂的,数据中的非线性关系可能是治疗个性化的关键。组织良好,来自具有标准化结果测量的临床试验的结构化数据对于训练机器学习模型很有用;然而,跨试验数据的组合带来了许多挑战.人们还一直担心机器学习模型会传播有害的偏见。我们已经创建了一种用于组织和预处理抑郁症临床试验数据的方法,使得跨不同数据集协调的转换变量可以用作特征选择的输入。使用贝叶斯优化,我们确定了一个最佳的多层密集神经网络,该网络使用来自21个临床和社会人口统计学特征的数据作为输入,以便进行差异治疗获益预测.有了这个5032个人和6种药物的组合数据集,我们建立了差别待遇效益预测模型。我们的模型很好地推广到保留的测试集,并在预测二元缓解时在测试和验证集中产生类似的准确性指标,AUC为0.7。为了解决偏置传播的可能性,我们使用偏差测试性能度量来评估与种族相关的有害偏差模型,年龄,或性。我们提供了从数据预处理到模型验证的完整流程,用于创建包含6种治疗方案的MDD的第一个差异治疗效益预测模型。
    Major depressive disorder (MDD) is the leading cause of disability worldwide, yet treatment selection still proceeds via \"trial and error\". Given the varied presentation of MDD and heterogeneity of treatment response, the use of machine learning to understand complex, non-linear relationships in data may be key for treatment personalization. Well-organized, structured data from clinical trials with standardized outcome measures is useful for training machine learning models; however, combining data across trials poses numerous challenges. There is also persistent concern that machine learning models can propagate harmful biases. We have created a methodology for organizing and preprocessing depression clinical trial data such that transformed variables harmonized across disparate datasets can be used as input for feature selection. Using Bayesian optimization, we identified an optimal multi-layer dense neural network that used data from 21 clinical and sociodemographic features as input in order to perform differential treatment benefit prediction. With this combined dataset of 5032 individuals and 6 drugs, we created a differential treatment benefit prediction model. Our model generalized well to the held-out test set and produced similar accuracy metrics in the test and validation set with an AUC of 0.7 when predicting binary remission. To address the potential for bias propagation, we used a bias testing performance metric to evaluate the model for harmful biases related to ethnicity, age, or sex. We present a full pipeline from data preprocessing to model validation that was employed to create the first differential treatment benefit prediction model for MDD containing 6 treatment options.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    乳腺癌是一个全球性的健康问题,显著影响个人的生活质量(QOL)。本研究旨在全面检查黎巴嫩非转移性乳腺癌患者的生活质量与抑郁之间的相互作用。在这方面研究有限的地区。2018年1月至2023年1月在Hammoud医院-大学医学中心进行了一项横断面研究。数据是通过通过WhatsApp以GoogleForms形式分发的自我管理问卷收集的。共有193名患者患有非转移性乳腺癌。在这些中,获得81个有效响应。患者健康问卷和生活质量量表用于评估抑郁和生活质量,分别。共纳入81例患者,平均年龄54.4岁。结果显示,77.8%的患者经历过暂时性抑郁,35.8%符合重度抑郁症的标准。财务状况和慢性疾病与患重度抑郁症的可能性有关。平均QOL评分为81.14,低于健康个体的平均值。文化程度和慢性病的存在是影响生活质量的重要因素。手术后抑郁症患病率很高,强调整合精神卫生保健的重要性。经济地位和合并症是影响因素,需要有针对性的干预措施。乳腺癌对生活质量的影响是深远的,低于其他慢性病。教育赋予应对能力,而合并症影响生活质量。我们的发现强调了乳腺癌治疗的多维度性质,倡导整体支持和解决情感福祉。
    Breast cancer is a global health concern that significantly impacts the quality of life (QOL) of individuals. This study aims to comprehensively examine the interplay between QOL and depression among nonmetastatic breast cancer patients in Lebanon, a region with limited research in this context. A cross-sectional study was conducted at Hammoud Hospital-University Medical Center from January 2018 to January 2023. Data was collected through a self-administered questionnaire distributed as Google Forms via WhatsApp. A total of 193 patients had non-metastatic breast cancer. Out of these, 81 valid responses were obtained. The Patient Health Questionnaire and Quality of Life Scale were used to assess depression and QOL, respectively. A total of 81 patients were included with mean age 54.4 years. Results revealed that 77.8% of patients experienced provisional depression, with 35.8% meeting criteria for major depressive disorder. Financial status and chronic diseases were associated with the likelihood of developing major depressive disorder. The mean QOL score was 81.14, lower than the average for healthy individuals. Educational level and presence of chronic diseases were significant factors influencing QOL. Postsurgical depression prevalence is substantial, underscoring the importance of integrating mental health care. Economic status and comorbidities are influential factors, necessitating targeted interventions. Breast cancer\'s impact on QOL is profound, falling below that of other chronic conditions. Education empowers coping, while comorbidities impact QOL. Our findings emphasize the multidimensional nature of breast cancer care, advocating for holistic support and addressing emotional well-being.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    目标:工作场所的污名化和歧视是获得就业机会的重大障碍,与其他残疾人相比,精神疾病患者的重返社会和晋升。本文提供了35个国家/地区的重度抑郁症(MDD)患者中预期和经历过的工作场所污名和歧视的定性证据。以及这些经验如何根据各国的人类发展指数(HDI)水平而有所不同。
    方法:混合方法横断面调查。
    定性数据是作为合并的欧盟反污名计划欧洲网络和全球国际歧视和污名结果研究的一部分收集的,用于研究35个国家的MDD患者的污名和歧视。使用歧视和污名量表版本12(DISC-12)评估了预期和经历的污名和歧视。这项研究使用了对与就业有关的开放式DISC-12问题的回答。采用框架分析法对数据进行分析。
    结果:对141名参与者的定性数据进行的框架分析确定了6个关键框架,探索(1)参与者报告了工作场所污名和歧视的经历;(2)经历过的工作场所污名和歧视的影响;(3)预期的工作场所污名和歧视;(4)应对方式;(5)积极的工作经验和(6)工作场所污名和歧视的情境化。总的来说,来自非常高的人类发展指数国家的参与者报告说,与其他人类发展指数群体相比,预期和经历的歧视水平更高(例如,理解和支持较少,被更多的避免/回避,由于期望和对歧视的恐惧而阻止自己寻找工作)。此外,来自中/低人类发展指数国家的参与者更有可能报告积极的工作场所经验.
    结论:这项研究对MDD患者的工作场所污名和歧视做出了重大贡献,仍然是一个研究不足的心理健康诊断。这些发现阐明了国家/背景与污名和歧视之间可能存在的重要关系,确定来自非常高的人类发展指数国家的个人更有可能报告预期和经历的工作场所歧视。
    OBJECTIVE: Workplace stigmatisation and discrimination are significant barriers to accessing employment opportunities, reintegration and promotion in the workforce for people with mental illnesses in comparison to other disabilities. This paper presents qualitative evidence of anticipated and experienced workplace stigma and discrimination among individuals with major depressive disorder (MDD) in 35 countries, and how these experiences differ across countries based on their Human Development Index (HDI) level.
    METHODS: Mixed-method cross-sectional survey.
    UNASSIGNED: The qualitative data were gathered as part of the combined European Union Anti-Stigma Programme European Network and global International Study of Discrimination and Stigma Outcomes for Depression studies examining stigma and discrimination among individuals with MDD across 35 countries. Anticipated and experienced stigma and discrimination were assessed using the Discrimination and Stigma Scale version 12 (DISC-12). This study used responses to the open-ended DISC-12 questions related to employment. Data were analysed using the framework analysis method.
    RESULTS: The framework analysis of qualitative data of 141 participants identified 6 key \'frames\' exploring (1) participants reported experiences of workplace stigma and discrimination; (2) impact of experienced workplace stigma and discrimination; (3) anticipated workplace stigma and discrimination; (4) ways of coping; (5) positive work experiences and (6) contextualisation of workplace stigma and discrimination. In general, participants from very high HDI countries reported higher levels of anticipated and experienced discrimination than other HDI groups (eg, less understanding and support, being more avoided/shunned, stopping themselves from looking for work because of expectation and fear of discrimination). Furthermore, participants from medium/low HDI countries were more likely to report positive workplace experiences.
    CONCLUSIONS: This study makes a significant contribution towards workplace stigma and discrimination among individuals with MDD, still an under-researched mental health diagnosis. These findings illuminate important relationships that may exist between countries/contexts and stigma and discrimination, identifying that individuals from very high HDI countries were more likely to report anticipated and experienced workplace discrimination.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:认知功能障碍是重度抑郁症(MDD)患者的常见症状之一。已分别研究了重复经颅磁刺激(rTMS)和经颅直流电刺激(tDCS)在MDD患者认知功能障碍的治疗中。我们旨在探讨rTMS联合tDCS作为改善MDD患者神经认知障碍的新疗法的有效性和安全性。
    方法:在这短暂的2周,双盲,随机化,和假对照试验,共有550名患者接受了筛查,240例MDD住院患者随机分为四组(活动性rTMS+活动性tDCS,活动rTMS+假tDCS,假rTMS+活动tDCS,假rTMS+假tDCS)。最后,203名患者完成了研究,并在2周内接受了10次治疗。在基线和第2周进行了可重复的神经心理状态评估电池(RBANS)以评估患者的认知功能。此外,我们应用24项汉密尔顿抑郁量表(HDRS-24)评估患者基线和第2周的抑郁症状。
    结果:经过10次治疗,rTMS与tDCS组的RBANS总分改善更为显著,即时记忆,和视觉空间/结构指数得分(均p<0.05)。此外,事后测试显示,与其他三组相比,联合治疗组的RBANS总分和Visuospatic/Constructional显着增加,但在即时记忆中,联合治疗组仅表现出比假手术组更好的改善。结果还显示,与假手术组相比,活性rTMS组的RBANS总分明显增加。然而,在其他认知表现方面,rTMS或tDCS单独并不优于假手术组。此外,与其他三组相比,rTMS联合tDCS组的HDRS-24总分降低幅度更大,抑郁缓解率也更好.
    结论:rTMS联合tDCS治疗在治疗MDD患者认知功能障碍和抑郁症状方面比任何单一干预措施都更有效。
    背景:中国临床试验注册中心(ChiCTR2100052122)。
    BACKGROUND: Cognitive dysfunction is one of the common symptoms in patients with major depressive disorder (MDD). Repetitive transcranial magnetic stimulation (rTMS) and transcranial direct current stimulation (tDCS) have been studied separately in the treatment of cognitive dysfunction in MDD patients. We aimed to investigate the effectiveness and safety of rTMS combined with tDCS as a new therapy to improve neurocognitive impairment in MDD patients.
    METHODS: In this brief 2-week, double-blind, randomized, and sham-controlled trial, a total of 550 patients were screened, and 240 MDD inpatients were randomized into four groups (active rTMS + active tDCS, active rTMS + sham tDCS, sham rTMS + active tDCS, sham rTMS + sham tDCS). Finally, 203 patients completed the study and received 10 treatment sessions over a 2-week period. The Repeatable Battery for the Assessment of Neuropsychological Status (RBANS) was performed to assess patients\' cognitive function at baseline and week 2. Also, we applied the 24-item Hamilton Depression Rating Scale (HDRS-24) to assess patients\' depressive symptoms at baseline and week 2.
    RESULTS: After 10 sessions of treatment, the rTMS combined with the tDCS group showed more significant improvements in the RBANS total score, immediate memory, and visuospatial/constructional index score (all p < 0.05). Moreover, post hoc tests revealed a significant increase in the RBANS total score and Visuospatial/Constructional in the combined treatment group compared to the other three groups but in the immediate memory, the combined treatment group only showed a better improvement than the sham group. The results also showed the RBANS total score increased significantly higher in the active rTMS group compared with the sham group. However, rTMS or tDCS alone was not superior to the sham group in terms of other cognitive performance. In addition, the rTMS combined with the tDCS group showed a greater reduction in HDRS-24 total score and a better depression response rate than the other three groups.
    CONCLUSIONS: rTMS combined with tDCS treatment is more effective than any single intervention in treating cognitive dysfunction and depressive symptoms in MDD patients.
    BACKGROUND: Chinese Clinical Trial Registry (ChiCTR2100052122).
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号