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Sex differences in the association between repetitive negative thinking and neurofilament light 重复性消极思维与神经丝光之间的性别差异
Pub Date : 2024-11-11 DOI: 10.1038/s44184-024-00093-8
Yolanda Lau, Amit Bansal, Cassandre Palix, Harriet Demnitz-King, Miranka Wirth, Olga Klimecki, Gael Chetelat, Géraldine Poisnel, Natalie L. Marchant, The Medit-Ageing Research Group
Emerging evidence suggests that repetitive negative thinking (RNT; i.e., worry and ruminative brooding) is associated with biomarkers of Alzheimer’s disease. Given that women have a greater risk of many neurodegenerative diseases, this study investigated whether worry and brooding are associated with general neurodegeneration and whether associations differ by sex. Exploratory analyses examined whether allostatic load, a marker of chronic stress, mediates any observed relationships. Baseline data from 134 cognitively healthy older adults in the Age-Well clinical trial were utilised. Worry and brooding were assessed using questionnaires. Plasma neurofilament light chain (NfL), a biomarker of neurodegeneration, was quantified using a Meso Scale Discovery assay. We found a positive interaction between brooding and sex on NfL, with higher brooding associated with greater NfL levels in women. No associations were observed between worry/ruminative brooding and allostatic load. These results offer preliminary support that RNT is associated with worse brain health, specifically in women.
新的证据表明,重复性消极思维(RNT,即忧虑和反刍性沉思)与阿尔茨海默病的生物标志物有关。鉴于女性罹患多种神经退行性疾病的风险更高,本研究调查了忧虑和胡思乱想是否与一般神经退行性疾病相关,以及不同性别之间的关联是否存在差异。探索性分析检验了慢性压力的标志物--异位负荷是否介导任何观察到的关系。研究利用了 "Age-Well "临床试验中 134 名认知健康的老年人的基线数据。通过问卷调查对担忧和忧郁进行了评估。血浆神经丝蛋白轻链(NfL)是神经退行性变的生物标志物,采用 Meso Scale Discovery 分析法对其进行量化。我们发现,"忧虑 "与性别对 NfL 的影响呈正相关,女性 "忧虑 "程度越高,NfL 水平越高。我们没有观察到担忧/多愁善感的思虑与异质负荷之间有任何关联。这些结果初步证明了 RNT 与大脑健康状况的恶化有关,尤其是对女性而言。
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引用次数: 0
Explaining key stakeholders’ preferences for potential policies governing psychiatric electroceutical intervention use 解释主要利益相关者对精神科电疗干预使用潜在政策的偏好。
Pub Date : 2024-11-06 DOI: 10.1038/s44184-024-00096-5
Aaron M. McCright, Eric D. Achtyes, Robyn Bluhm, Laura Y. Cabrera
In recent years, legislators in many states have proposed laws governing the use of psychiatric electroceutical interventions (PEIs), which use electrical or magnetic stimulation to treat mental disorders. To examine how the PEI views of relevant stakeholder groups (e.g., psychiatrists, patients, caregivers, and general public) relate to preferences for proposed policies governing PEI use, we analyze data from a survey on using one of four PEIs to treat major depressive disorder administered to national samples of the stakeholder groups above. We find that the three non-clinician groups’ similar PEI policy preferences differ significantly from those of psychiatrists—with the greatest divide on policies governing the use of electroconvulsive therapy. This divide between psychiatrists’ and non-clinicians’ PEI policy preferences was greater with access-reducing than with access-expanding policies. We advise policymakers to consider such variation in the preferred availability of PEIs across modalities and stakeholder groups when crafting legislation on these interventions.
近年来,许多州的立法者都提议制定法律来规范精神科电疗干预(PEI)的使用,这种干预使用电刺激或磁刺激来治疗精神障碍。为了研究相关利益群体(如精神科医生、患者、护理人员和普通大众)对 PEI 的看法与对拟议的 PEI 使用政策的偏好之间的关系,我们分析了对上述利益群体的全国样本进行的关于使用四种 PEI 之一治疗重度抑郁症的调查数据。我们发现,三个非临床医生群体对类似 PEI 政策的偏好与精神科医生的偏好存在很大差异--其中在使用电休克疗法的政策方面分歧最大。精神科医生和非临床医生在 PEI 政策偏好上的这种分歧在减少使用机会的政策上比在扩大使用机会的政策上更大。我们建议政策制定者在制定有关这些干预措施的法律时,考虑到不同模式和利益相关者群体对 PEI 可及性偏好的这种差异。
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引用次数: 0
Automatically extracting social determinants of health for suicide: a narrative literature review 自动提取自杀的健康社会决定因素:叙述性文献综述。
Pub Date : 2024-11-06 DOI: 10.1038/s44184-024-00087-6
Annika M. Schoene, Suzanne Garverich, Iman Ibrahim, Sia Shah, Benjamin Irving, Clifford C. Dacso
Suicide is a complex phenomenon that is often not preceded by a diagnosed mental health condition, therefore making it difficult to study and mitigate. Artificial Intelligence has increasingly been used to better understand Social Determinants of Health factors that influence suicide outcomes. In this review we find that many studies use limited SDoH information and minority groups are often underrepresented, thereby omitting important factors that could influence risk of suicide.
自杀是一种复杂的现象,在自杀之前往往没有被诊断出精神健康状况,因此很难对其进行研究和缓解。人工智能已被越来越多地用于更好地了解影响自杀结果的健康社会决定因素。在这篇综述中,我们发现许多研究使用的 SDoH 信息有限,少数群体往往代表性不足,从而遗漏了可能影响自杀风险的重要因素。
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引用次数: 0
Advancing community health worker models to support youth and families’ mental health 推进社区保健工作者模式,为青少年和家庭的心理健康提供支持。
Pub Date : 2024-10-29 DOI: 10.1038/s44184-024-00094-7
Erika L. Gustafson, Stephanie A. Torres
Community health workers (CHWs) have demonstrated effectiveness in delivering EBTs; however, the integration of CHWs in the U.S. mental health system remains limited. This Comment presents key recommendations for optimizing CHW integration into the mental health spectrum of care to better meet the needs of youth. We discuss necessary advancements across domains of practice, research, and policy to support the sustainability of these models.
社区保健工作者(CHWs)在提供 EBTs 方面已显示出其有效性;然而,社区保健工作者在美国心理健康系统中的整合仍然有限。本评论提出了一些关键建议,以优化社区保健工作者与心理健康护理的整合,从而更好地满足青少年的需求。我们讨论了在实践、研究和政策等领域的必要进步,以支持这些模式的可持续发展。
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引用次数: 0
Early differences in lassitude predicts outcomes in Stanford Neuromodulation Therapy for difficult to treat depression 倦怠的早期差异可预测斯坦福神经调控疗法治疗难治性抑郁症的效果
Pub Date : 2024-10-28 DOI: 10.1038/s44184-024-00099-2
David Benrimoh, Azeezat Azeez, Jean-Marie Batail, Xiaoqian Xiao, Derrick Buchanan, Igor D. Bandeira, Andrew Geoly, Yaakov Keynan, Ian H. Kratter, Nolan R. Williams
Stanford Neuromodulation Therapy (SNT), has recently shown rapid efficacy in difficult to treat (DTT) depression. We conducted an exploratory analysis of individual symptom improvements during treatment, correlated with fMRI, to investigate this rapid improvement in 23 DTT participants from an SNT RCT (12 active, 11 sham). Montgomery–Åsberg Depression Rating Scale item 7 (Lassitude) was the earliest to show improvements between active and sham, as early as treatment day 2. Lassitude score at treatment day 3 was predictive of response at 4 weeks post-treatment and response immediately after treatment. Participants with lower lassitude scores at treatment day 3 had different patterns of sgACC functional connectivity compared to participants with higher scores in both baseline and post-treatment minus baseline analyses. Further work will aim to first replicate these preliminary findings, and then to extend these findings and examine how SNT may affect lassitude and behavioral activation early in treatment.
斯坦福神经调控疗法(SNT)最近显示出对难治性抑郁症(DTT)的快速疗效。我们对治疗过程中个体症状的改善情况进行了探索性分析,并将其与 fMRI 相关联,以研究 SNT RCT(12 例积极治疗,11 例无效治疗)中 23 名 DTT 患者症状的快速改善情况。蒙哥马利-阿斯伯格抑郁分级量表第 7 项(倦怠)最早在治疗第 2 天就在积极治疗和假性治疗之间出现改善。治疗第 3 天的倦怠评分可预测治疗后 4 周的反应以及治疗后的即时反应。在基线和治疗后减去基线的分析中,治疗第3天倦怠评分较低的参与者与评分较高的参与者相比,sgACC功能连接的模式有所不同。下一步工作的目标是首先复制这些初步研究结果,然后扩展这些研究结果,研究SNT如何在治疗早期影响倦怠和行为激活。
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引用次数: 0
“It happened to be the perfect thing”: experiences of generative AI chatbots for mental health "它恰好是最完美的东西":生成式人工智能聊天机器人在心理健康方面的经验。
Pub Date : 2024-10-27 DOI: 10.1038/s44184-024-00097-4
Steven Siddals, John Torous, Astrid Coxon
The global mental health crisis underscores the need for accessible, effective interventions. Chatbots based on generative artificial intelligence (AI), like ChatGPT, are emerging as novel solutions, but research on real-life usage is limited. We interviewed nineteen individuals about their experiences using generative AI chatbots for mental health. Participants reported high engagement and positive impacts, including better relationships and healing from trauma and loss. We developed four themes: (1) a sense of ‘emotional sanctuary’, (2) ‘insightful guidance’, particularly about relationships, (3) the ‘joy of connection’, and (4) comparisons between the ‘AI therapist’ and human therapy. Some themes echoed prior research on rule-based chatbots, while others seemed novel to generative AI. Participants emphasised the need for better safety guardrails, human-like memory and the ability to lead the therapeutic process. Generative AI chatbots may offer mental health support that feels meaningful to users, but further research is needed on safety and effectiveness.
全球心理健康危机凸显了对便捷、有效干预措施的需求。基于生成式人工智能(AI)的聊天机器人(如 ChatGPT)正在成为新的解决方案,但有关实际使用情况的研究却很有限。我们采访了 19 个人,了解他们在心理健康方面使用生成式人工智能聊天机器人的经验。参与者报告了他们的高参与度和积极影响,包括改善人际关系以及治愈创伤和失落。我们提出了四个主题:(1)"情感庇护所 "的感觉;(2)"有见地的指导",尤其是在人际关系方面;(3)"联系的快乐";(4)"人工智能治疗师 "与人类治疗之间的比较。一些主题与之前关于基于规则的聊天机器人的研究相呼应,而另一些主题对于生成式人工智能来说似乎很新颖。与会者强调需要更好的安全防护、类似人类的记忆力以及引导治疗过程的能力。生成式人工智能聊天机器人可以为用户提供有意义的心理健康支持,但在安全性和有效性方面还需要进一步研究。
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引用次数: 0
Developing a suicide risk model for use in the Indian Health Service 开发用于印第安人健康服务的自杀风险模型
Pub Date : 2024-10-16 DOI: 10.1038/s44184-024-00088-5
Roy Adams, Emily E. Haroz, Paul Rebman, Rose Suttle, Luke Grosvenor, Mira Bajaj, Rohan R. Dayal, Dominick Maggio, Chelsea L. Kettering, Novalene Goklish
We developed and evaluated an electronic health record (EHR)-based model for suicide risk specific to an American Indian patient population. Using EHR data for all patients over 18 with a visit between 1/1/2017 and 10/2/2021, we developed a model for the risk of a suicide attempt or death in the 90 days following a visit. Features included demographics, medications, diagnoses, and scores from relevant screening tools. We compared the predictive performance of logistic regression and random forest models against existing suicide screening, which was augmented to include the history of previous attempts or ideation. During the study, 16,835 patients had 331,588 visits, with 490 attempts and 37 deaths by suicide. The logistic regression and random forest models (area under the ROC (AUROC) 0.83 [0.80–0.86]; both models) performed better than enhanced screening (AUROC 0.64 [0.61–0.67]). These results suggest that an EHR-based suicide risk model can add value to existing practices at Indian Health Service clinics.
我们开发并评估了一种基于电子健康记录(EHR)的美国印第安患者自杀风险模型。利用所有在 2017 年 1 月 1 日至 2021 年 2 月 10 日期间就诊的 18 岁以上患者的电子病历数据,我们开发了一个就诊后 90 天内自杀未遂或死亡风险模型。特征包括人口统计学、药物、诊断和相关筛查工具的评分。我们将逻辑回归模型和随机森林模型的预测性能与现有的自杀筛查进行了比较,后者增加了既往自杀未遂史或意念史。研究期间,16835 名患者共就诊 331588 次,其中 490 人自杀未遂,37 人自杀身亡。逻辑回归和随机森林模型(ROC 下面积 (AUROC) 0.83 [0.80-0.86];两种模型均是)的表现优于增强型筛查(AUROC 0.64 [0.61-0.67])。这些结果表明,基于电子病历的自杀风险模型可以为印第安人健康服务诊所的现有实践增添价值。
{"title":"Developing a suicide risk model for use in the Indian Health Service","authors":"Roy Adams, Emily E. Haroz, Paul Rebman, Rose Suttle, Luke Grosvenor, Mira Bajaj, Rohan R. Dayal, Dominick Maggio, Chelsea L. Kettering, Novalene Goklish","doi":"10.1038/s44184-024-00088-5","DOIUrl":"10.1038/s44184-024-00088-5","url":null,"abstract":"We developed and evaluated an electronic health record (EHR)-based model for suicide risk specific to an American Indian patient population. Using EHR data for all patients over 18 with a visit between 1/1/2017 and 10/2/2021, we developed a model for the risk of a suicide attempt or death in the 90 days following a visit. Features included demographics, medications, diagnoses, and scores from relevant screening tools. We compared the predictive performance of logistic regression and random forest models against existing suicide screening, which was augmented to include the history of previous attempts or ideation. During the study, 16,835 patients had 331,588 visits, with 490 attempts and 37 deaths by suicide. The logistic regression and random forest models (area under the ROC (AUROC) 0.83 [0.80–0.86]; both models) performed better than enhanced screening (AUROC 0.64 [0.61–0.67]). These results suggest that an EHR-based suicide risk model can add value to existing practices at Indian Health Service clinics.","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":" ","pages":"1-9"},"PeriodicalIF":0.0,"publicationDate":"2024-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s44184-024-00088-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142439133","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
28-country global study on associations between cultural characteristics and Recovery College fidelity 关于文化特征与康复学院忠诚度之间关系的 28 国全球研究。
Pub Date : 2024-10-08 DOI: 10.1038/s44184-024-00092-9
Yasuhiro Kotera, Amy Ronaldson, Daniel Hayes, Holly Hunter-Brown, Merly McPhilbin, Danielle Dunnett, Tesnime Jebara, Simran Takhi, Takahiko Masuda, Elizabeth Camacho, Ioannis Bakolis, Julie Repper, Sara Meddings, Vicky Stergiopoulos, Lisa Brophy, Clara De Ruysscher, Michail Okoliyski, Petra Kubinová, Lene Eplov, Charlotte Toernes, Dagmar Narusson, Aurélie Tinland, Bernd Puschner, Ramona Hiltensperger, Fabio Lucchi, Yuki Miyamoto, Stynke Castelein, Marit Borg, Trude Gøril Klevan, Roger Tan Boon Meng, Chatdanai Sornchai, Kruawon Tiengtom, Marianne Farkas, Hannah Moreland Jones, Edith Moore, Ann Butler, Richard Mpango, Samson Tse, Zsuzsa Kondor, Michael Ryan, Gianfranco Zuaboni, Dan Elton, Jason Grant-Rowles, Rebecca McNaughton, Charlotte Hanlon, Claire Harcla, Wouter Vanderplasschen, Simone Arbour, Denise Silverstone, Ulrika Bejerholm, Candice Powell, Susana Ochoa, Mar Garcia-Franco, Jonna Tolonen, Caroline Yeo, Ashleigh Charles, Claire Henderson, Mike Slade
Recovery Colleges (RCs) are learning-based mental health recovery communities, located globally. However, evidence on RC effectiveness outside Western, educated, industrialised, rich, and democratic (WEIRD) countries is limited. This study aimed to evaluate associations between cultural characteristics and RC fidelity, to understand how culture impacts RC operation. Service managers from 169 RCs spanning 28 WEIRD and non-WEIRD countries assessed the fidelity using the RECOLLECT Fidelity Measure, developed based upon key RC operation components. Hofstede’s cultural dimension scores were entered as predictors in linear mixed-effects regression models, controlling for GDP spent on healthcare and Gini coefficient. Higher Individualism and Indulgence, and lower Uncertainty Avoidance were associated with higher fidelity, while Long-Term Orientation was a borderline negative predictor. RC operations were predominantly aligned with WEIRD cultures, highlighting the need to incorporate non-WEIRD cultural perspectives to enhance RCs’ global impact. Findings can inform the refinement and evaluation of mental health recovery interventions worldwide.
康复学院(RC)是以学习为基础的心理健康康复社区,遍布全球。然而,在西方、受过教育、工业化、富裕和民主(WEIRD)国家之外,有关康复中心有效性的证据十分有限。本研究旨在评估文化特征与 RC 忠诚度之间的关联,以了解文化如何影响 RC 的运作。来自 28 个 WEIRD 和非 WEIRD 国家的 169 家 RC 的服务经理使用 RECOLLECT 真实性测量法对真实性进行了评估,该测量法是根据 RC 运营的关键要素开发的。霍夫斯泰德的文化维度得分作为预测因子被纳入线性混合效应回归模型,并与医疗保健领域的 GDP 支出和基尼系数进行对照。较高的个人主义和放纵以及较低的不确定性规避与较高的忠实度相关,而长期取向则是一个边缘负预测因子。驻地协调员的运作主要与世界和平与发展组织的文化相一致,这突出表明有必要纳入非世界和平与发展组织的文化视角,以增强驻地协调员的全球影响力。研究结果可为完善和评估全球心理健康恢复干预措施提供参考。
{"title":"28-country global study on associations between cultural characteristics and Recovery College fidelity","authors":"Yasuhiro Kotera, Amy Ronaldson, Daniel Hayes, Holly Hunter-Brown, Merly McPhilbin, Danielle Dunnett, Tesnime Jebara, Simran Takhi, Takahiko Masuda, Elizabeth Camacho, Ioannis Bakolis, Julie Repper, Sara Meddings, Vicky Stergiopoulos, Lisa Brophy, Clara De Ruysscher, Michail Okoliyski, Petra Kubinová, Lene Eplov, Charlotte Toernes, Dagmar Narusson, Aurélie Tinland, Bernd Puschner, Ramona Hiltensperger, Fabio Lucchi, Yuki Miyamoto, Stynke Castelein, Marit Borg, Trude Gøril Klevan, Roger Tan Boon Meng, Chatdanai Sornchai, Kruawon Tiengtom, Marianne Farkas, Hannah Moreland Jones, Edith Moore, Ann Butler, Richard Mpango, Samson Tse, Zsuzsa Kondor, Michael Ryan, Gianfranco Zuaboni, Dan Elton, Jason Grant-Rowles, Rebecca McNaughton, Charlotte Hanlon, Claire Harcla, Wouter Vanderplasschen, Simone Arbour, Denise Silverstone, Ulrika Bejerholm, Candice Powell, Susana Ochoa, Mar Garcia-Franco, Jonna Tolonen, Caroline Yeo, Ashleigh Charles, Claire Henderson, Mike Slade","doi":"10.1038/s44184-024-00092-9","DOIUrl":"10.1038/s44184-024-00092-9","url":null,"abstract":"Recovery Colleges (RCs) are learning-based mental health recovery communities, located globally. However, evidence on RC effectiveness outside Western, educated, industrialised, rich, and democratic (WEIRD) countries is limited. This study aimed to evaluate associations between cultural characteristics and RC fidelity, to understand how culture impacts RC operation. Service managers from 169 RCs spanning 28 WEIRD and non-WEIRD countries assessed the fidelity using the RECOLLECT Fidelity Measure, developed based upon key RC operation components. Hofstede’s cultural dimension scores were entered as predictors in linear mixed-effects regression models, controlling for GDP spent on healthcare and Gini coefficient. Higher Individualism and Indulgence, and lower Uncertainty Avoidance were associated with higher fidelity, while Long-Term Orientation was a borderline negative predictor. RC operations were predominantly aligned with WEIRD cultures, highlighting the need to incorporate non-WEIRD cultural perspectives to enhance RCs’ global impact. Findings can inform the refinement and evaluation of mental health recovery interventions worldwide.","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":" ","pages":"1-15"},"PeriodicalIF":0.0,"publicationDate":"2024-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s44184-024-00092-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142395783","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Meta-correlation of the effect of ketamine and psilocybin induced subjective effects on therapeutic outcome 氯胺酮和迷幻药诱导的主观效应对治疗结果影响的元相关性。
Pub Date : 2024-10-06 DOI: 10.1038/s44184-024-00091-w
Jack D. C. Dahan, David Dadiomov, Tijmen Bostoen, Albert Dahan
There is some evidence that the subjective effects of ketamine and other psychedelics like psilocybin are crucial for their therapeutic outcomes, such as treatment of depression or substance use disorder (SUD). We performed a meta-analysis and systematic review on the correlation of subjective symptoms and dissociation versus ketamine-induced therapeutic outcomes in patients with depression or SUD. A similar analysis was conducted for psilocybin-induced therapeutic improvement. We retrieved 23 papers studying ketamine (21 on depression, 2 on SUD) in 471 patients and 8 papers studying psilocybin (6 on depression, 2 on SUD) in 183 patients. Our study demonstrated a modest role for subjective effects mediating therapeutic outcomes, with R2-values ranging from 5–10% for ketamine and for psilocybine the R2 was 24%. A greater mediating effect for psilocybin compared to ketamine was detected, particularly when restricting the analysis to depression. Additionally there is a greater mediating effect in SUD than depression, irrespective of treatment.
有证据表明,氯胺酮和其他迷幻剂(如迷幻药)的主观效应对其治疗效果至关重要,如治疗抑郁症或药物使用障碍(SUD)。我们对抑郁症或药物使用障碍患者的主观症状和解离与氯胺酮诱导的治疗效果之间的相关性进行了荟萃分析和系统综述。我们还对迷幻药诱导的疗效改善进行了类似的分析。我们检索到 23 篇研究氯胺酮的论文(21 篇关于抑郁症,2 篇关于药物依赖性障碍),涉及 471 名患者;8 篇研究迷幻剂的论文(6 篇关于抑郁症,2 篇关于药物依赖性障碍),涉及 183 名患者。我们的研究表明,主观效应对治疗结果的中介作用不大,氯胺酮的 R2 值为 5-10%,而西洛赛宾的 R2 值为 24%。与氯胺酮相比,西洛赛宾的中介效应更大,尤其是在对抑郁症进行分析时。此外,与抑郁症相比,精神分裂症的中介效应更大,与治疗方法无关。
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引用次数: 0
A Bayesian analysis of heart rate variability changes over acute episodes of bipolar disorder 对双相情感障碍急性发作期心率变异性变化的贝叶斯分析
Pub Date : 2024-10-03 DOI: 10.1038/s44184-024-00090-x
Filippo Corponi, Bryan M. Li, Gerard Anmella, Clàudia Valenzuela-Pascual, Isabella Pacchiarotti, Marc Valentí, Iria Grande, Antonio Benabarre, Marina Garriga, Eduard Vieta, Stephen M. Lawrie, Heather C. Whalley, Diego Hidalgo-Mazzei, Antonio Vergari
Bipolar disorder (BD) involves autonomic nervous system dysfunction, detectable through heart rate variability (HRV). HRV is a promising biomarker, but its dynamics during acute mania or depression episodes are poorly understood. Using a Bayesian approach, we developed a probabilistic model of HRV changes in BD, measured by the natural logarithm of the Root Mean Square of Successive RR interval Differences (lnRMSSD). Patients were assessed three to four times from episode onset to euthymia. Unlike previous studies, which used only two assessments, our model allowed for more accurate tracking of changes. Results showed strong evidence for a positive lnRMSSD change during symptom resolution (95.175% probability of positive direction), though the sample size limited the precision of this effect (95% Highest Density Interval [−0.0366, 0.4706], with a Region of Practical Equivalence: [-0.05; 0.05]). Episode polarity did not significantly influence lnRMSSD changes.
双相情感障碍(BD)涉及自律神经系统功能紊乱,可通过心率变异性(HRV)检测到。心率变异是一种很有前景的生物标志物,但人们对其在急性躁狂症或抑郁症发作期间的动态变化知之甚少。利用贝叶斯方法,我们建立了一个关于 BD 中心率变异性变化的概率模型,该模型以连续 RR 间期差的均方根自然对数(lnRMSSD)来测量。患者从发病到痊愈期间要接受三到四次评估。与之前仅使用两次评估的研究不同,我们的模型可以更准确地跟踪变化。结果表明,在症状缓解期间,lnRMSSD 发生正向变化的证据确凿(正向概率为 95.175%),尽管样本量限制了这一效应的精确度(95% 最高密度区间 [-0.0366, 0.4706],实际等效区域:[-0.05; 0.05]).情节极性对 lnRMSSD 的变化影响不大。
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引用次数: 0
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