首页 > 最新文献

Npj mental health research最新文献

英文 中文
Maternal stress, cord blood zinc and attention deficit hyperactivity disorder. 产妇压力,脐带血锌和注意缺陷多动障碍。
Pub Date : 2025-08-07 DOI: 10.1038/s44184-025-00149-3
Nagahide Takahashi, Tomoko Nishimura, Akemi Okumura, Toshiki Iwabuchi, Taeko Harada, Md Shafiur Rahman, Yoko Nomura, Jeffrey H Newcorn, Kenji J Tsuchiya

Zinc regulates dopaminergic signaling, and reduced serum zinc levels have been reported in individuals with ADHD. However, genetic associations between zinc and ADHD remain unclear. We examined this link using large-scale GWAS and molecular analyses across three cohorts: iPSYCH (14,584 ADHD cases and 22,492 controls), FAMHES (n = 1798), and the Hamamatsu Birth Cohort (n = 726). Two-sample Mendelian randomization revealed bidirectional associations between low serum zinc levels and ADHD diagnosis. Genetic correlation and polygenic risk score analyses supported this association. In the birth cohort, lower cord blood zinc were associated with higher ADHD symptom scores at ages 8-9. Zinc levels negatively correlated with IL-6 and maternal depressive symptoms. Directed acyclic graph analysis indicated that maternal stress increased IL-6, which reduced fetal zinc levels, linking to ADHD symptoms. These findings suggest low prenatal zinc may contribute to ADHD pathophysiology in genetically vulnerable children, potentially mediated by maternal stress and inflammation.

锌可以调节多巴胺能信号,有报道称ADHD患者血清锌水平降低。然而,锌和多动症之间的遗传联系尚不清楚。我们通过三个队列的大规模GWAS和分子分析来检验这种联系:iPSYCH(14,584例ADHD病例和22,492例对照),FAMHES (n = 1798)和Hamamatsu出生队列(n = 726)。双样本孟德尔随机化揭示了低血清锌水平与ADHD诊断之间的双向关联。遗传相关性和多基因风险评分分析支持这种关联。在出生队列中,较低的脐带血锌与8-9岁时较高的ADHD症状评分相关。锌水平与IL-6和母亲抑郁症状呈负相关。定向无环图分析表明,母亲压力增加IL-6,从而降低胎儿锌水平,与ADHD症状有关。这些发现表明,产前低锌可能有助于遗传易感儿童的ADHD病理生理,可能由母亲压力和炎症介导。
{"title":"Maternal stress, cord blood zinc and attention deficit hyperactivity disorder.","authors":"Nagahide Takahashi, Tomoko Nishimura, Akemi Okumura, Toshiki Iwabuchi, Taeko Harada, Md Shafiur Rahman, Yoko Nomura, Jeffrey H Newcorn, Kenji J Tsuchiya","doi":"10.1038/s44184-025-00149-3","DOIUrl":"10.1038/s44184-025-00149-3","url":null,"abstract":"<p><p>Zinc regulates dopaminergic signaling, and reduced serum zinc levels have been reported in individuals with ADHD. However, genetic associations between zinc and ADHD remain unclear. We examined this link using large-scale GWAS and molecular analyses across three cohorts: iPSYCH (14,584 ADHD cases and 22,492 controls), FAMHES (n = 1798), and the Hamamatsu Birth Cohort (n = 726). Two-sample Mendelian randomization revealed bidirectional associations between low serum zinc levels and ADHD diagnosis. Genetic correlation and polygenic risk score analyses supported this association. In the birth cohort, lower cord blood zinc were associated with higher ADHD symptom scores at ages 8-9. Zinc levels negatively correlated with IL-6 and maternal depressive symptoms. Directed acyclic graph analysis indicated that maternal stress increased IL-6, which reduced fetal zinc levels, linking to ADHD symptoms. These findings suggest low prenatal zinc may contribute to ADHD pathophysiology in genetically vulnerable children, potentially mediated by maternal stress and inflammation.</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"4 1","pages":"36"},"PeriodicalIF":0.0,"publicationDate":"2025-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12331919/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144801131","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
PTSD course and predictors in a 15 year longitudinal cohort following suspected serious injury. 疑似严重损伤后15年纵向队列PTSD病程及预测因素。
Pub Date : 2025-08-07 DOI: 10.1038/s44184-025-00153-7
Jeanet F Karchoud, Chris M Hoeboer, Irina Karaban, Joanne Mouthaan, Marit Sijbrandij, Miranda Olff, Rens van de Schoot, Mirjam van Zuiden

Investigating long-term posttraumatic stress disorder (PTSD) course and its predictors may guide prevention and early intervention strategies following trauma exposure, potentially reducing the long-lasting impact of trauma. N = 155 emergency-admitted adults with (suspected) serious injury were repeatedly assessed until one-year post-trauma and completed a 12-15 year follow-up including a clinical PTSD interview. Adverse one-year PTSD trajectories; more exposure to additional potentially traumatic events and recent life stressors; and early post-trauma predictors (younger age, greater perceived impact of prior potentially traumatic events, higher heart rate) were significantly associated with higher PTSD symptom severity 12-15 years post-trauma. This study showed high consistency between one-year PTSD and its early post-trauma predictors with long-term PTSD outcomes. Early post-trauma predictors had predictive value up to 12-15 years. This suggests that early risk identification of one-year PTSD and subsequent effective early interventions also hold long-term beneficial effects for PTSD outcome.

研究创伤后应激障碍(PTSD)的长期病程及其预测因素可以指导创伤暴露后的预防和早期干预策略,潜在地减少创伤的长期影响。155例(疑似)严重损伤急诊入院的成年人被反复评估,直到创伤后一年,并完成了12-15年的随访,包括临床创伤后应激障碍访谈。不利的一年PTSD轨迹;更多地暴露于额外的潜在创伤事件和最近的生活压力;早期创伤后预测因子(年龄更小,先前潜在创伤事件的感知影响更大,心率更高)与创伤后12-15年的创伤后应激障碍症状严重程度显著相关。这项研究显示,一年期创伤后应激障碍及其早期创伤后预测指标与长期创伤后应激障碍结果高度一致。早期创伤后预测指标的预测价值可达12-15年。这表明,一年PTSD的早期风险识别和随后的有效早期干预对PTSD的预后也有长期的有益影响。
{"title":"PTSD course and predictors in a 15 year longitudinal cohort following suspected serious injury.","authors":"Jeanet F Karchoud, Chris M Hoeboer, Irina Karaban, Joanne Mouthaan, Marit Sijbrandij, Miranda Olff, Rens van de Schoot, Mirjam van Zuiden","doi":"10.1038/s44184-025-00153-7","DOIUrl":"10.1038/s44184-025-00153-7","url":null,"abstract":"<p><p>Investigating long-term posttraumatic stress disorder (PTSD) course and its predictors may guide prevention and early intervention strategies following trauma exposure, potentially reducing the long-lasting impact of trauma. N = 155 emergency-admitted adults with (suspected) serious injury were repeatedly assessed until one-year post-trauma and completed a 12-15 year follow-up including a clinical PTSD interview. Adverse one-year PTSD trajectories; more exposure to additional potentially traumatic events and recent life stressors; and early post-trauma predictors (younger age, greater perceived impact of prior potentially traumatic events, higher heart rate) were significantly associated with higher PTSD symptom severity 12-15 years post-trauma. This study showed high consistency between one-year PTSD and its early post-trauma predictors with long-term PTSD outcomes. Early post-trauma predictors had predictive value up to 12-15 years. This suggests that early risk identification of one-year PTSD and subsequent effective early interventions also hold long-term beneficial effects for PTSD outcome.</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"4 1","pages":"35"},"PeriodicalIF":0.0,"publicationDate":"2025-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12331889/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144801132","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
Developing personalized algorithms for sensing mental health symptoms in daily life. 开发个性化算法,用于感知日常生活中的心理健康症状。
IF 9.1 Pub Date : 2025-08-06 DOI: 10.1038/s44184-025-00147-5
Adela C Timmons, Abdullah Aman Tutul, Kleanthis Avramidis, Jacqueline B Duong, Kayla E Carta, Sierra N Walters, Grace A Jumonville, Alyssa S Carrasco, Gabrielle F Freitag, Daniela N Romero, Matthew W Ahle, Jonathan S Comer, Shrikanth S Narayanan, Ishita P Khurd, Theodora Chaspari

The integration of artificial intelligence (AI) and pervasive computing offers new opportunities to sense mental health symptoms and deliver just-in-time adaptive interventions via mobile devices. This pilot study tested personalized versus generalized machine learning models for detecting individual and family mental health symptoms as a foundational step toward JITAI development, using data collected through the Colliga app on smart devices. Over a 60-day period, data from 35 families resulted in approximately 14 million data points across 52 data streams. Findings showed that personalized models consistently outperformed generalized models. Model performance varied significantly based on individual factors and symptom profiles, underscoring the need for tailored approaches. These preliminary findings suggest that successful implementation of passive sensing technologies for mental health will require accounting for users' unique characteristics. Further research with larger samples is needed to refine the models, address data heterogeneity, and develop scalable systems for personalized mental health interventions.

人工智能(AI)和普适计算的融合为感知心理健康症状和通过移动设备及时提供适应性干预提供了新的机会。这项试点研究使用通过智能设备上的Colliga应用程序收集的数据,测试了用于检测个人和家庭心理健康症状的个性化和广义机器学习模型,作为JITAI开发的基础步骤。在60天的时间里,来自35个家庭的数据在52个数据流中产生了大约1400万个数据点。研究结果表明,个性化模型始终优于广义模型。模型的性能根据个体因素和症状特征有很大差异,这强调了定制方法的必要性。这些初步发现表明,成功实施被动感知技术用于心理健康将需要考虑到用户的独特特征。需要更大样本的进一步研究来完善模型,解决数据异质性,并开发个性化心理健康干预的可扩展系统。
{"title":"Developing personalized algorithms for sensing mental health symptoms in daily life.","authors":"Adela C Timmons, Abdullah Aman Tutul, Kleanthis Avramidis, Jacqueline B Duong, Kayla E Carta, Sierra N Walters, Grace A Jumonville, Alyssa S Carrasco, Gabrielle F Freitag, Daniela N Romero, Matthew W Ahle, Jonathan S Comer, Shrikanth S Narayanan, Ishita P Khurd, Theodora Chaspari","doi":"10.1038/s44184-025-00147-5","DOIUrl":"10.1038/s44184-025-00147-5","url":null,"abstract":"<p><p>The integration of artificial intelligence (AI) and pervasive computing offers new opportunities to sense mental health symptoms and deliver just-in-time adaptive interventions via mobile devices. This pilot study tested personalized versus generalized machine learning models for detecting individual and family mental health symptoms as a foundational step toward JITAI development, using data collected through the Colliga app on smart devices. Over a 60-day period, data from 35 families resulted in approximately 14 million data points across 52 data streams. Findings showed that personalized models consistently outperformed generalized models. Model performance varied significantly based on individual factors and symptom profiles, underscoring the need for tailored approaches. These preliminary findings suggest that successful implementation of passive sensing technologies for mental health will require accounting for users' unique characteristics. Further research with larger samples is needed to refine the models, address data heterogeneity, and develop scalable systems for personalized mental health interventions.</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"4 1","pages":"34"},"PeriodicalIF":9.1,"publicationDate":"2025-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12329041/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144796327","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
The mitigation effects of residential green space and low air pollution on socioeconomic inequalities in depression. 居住绿地和低空气污染对洼地社会经济不平等的缓解作用。
Pub Date : 2025-08-01 DOI: 10.1038/s44184-025-00152-8
Qi Wu, Chenshuang Li, Luxia Zhang, Ying Zhou

Depression is highly clustered among people with low socioeconomic status (SES). Improved environments are known to be potentially beneficial, but the extent to which environments alleviate socioeconomic inequalities in depression remains unclear. Based on 334,536 UK Biobank participants, we quantified mediating roles of green space and air pollution in association between SES and depression, and examined interactive and joint relationships between SES and environments on depression. Co-improvements in green space and air quality significantly mediated 2.7% of this association. Interaction analysis indicated stronger environmental benefits for low-SES populations. Joint analysis revealed that low-SES adults in favorable environments had a 14.6% lower depression risk than medium-SES individuals in unfavorable conditions, with more pronounced effects among females (16.4%) and older adults (9.8%). Our findings emphasize mitigating role of upstream environmental factors involving green space and air quality in tackling socioeconomic inequalities in depression, particularly for vulnerable populations like the elderly and females.

抑郁症在低社会经济地位(SES)人群中高度聚集。众所周知,改善的环境可能是有益的,但环境在多大程度上缓解了抑郁症的社会经济不平等仍不清楚。基于英国生物银行334,536名参与者的数据,我们量化了绿地和空气污染在社会经济地位和抑郁症之间的中介作用,并研究了社会经济地位和环境对抑郁症的交互和联合关系。绿色空间和空气质量的共同改善显著介导了2.7%的关联。互作分析表明,低社会地位群体的环境效益更强。联合分析显示,处于有利环境中的低社会经济地位的成年人比处于不利环境中的中等社会经济地位的个体抑郁风险低14.6%,其中女性(16.4%)和老年人(9.8%)的影响更为明显。我们的研究结果强调了上游环境因素(包括绿地和空气质量)在解决抑郁症的社会经济不平等方面的缓解作用,特别是对老年人和女性等弱势群体。
{"title":"The mitigation effects of residential green space and low air pollution on socioeconomic inequalities in depression.","authors":"Qi Wu, Chenshuang Li, Luxia Zhang, Ying Zhou","doi":"10.1038/s44184-025-00152-8","DOIUrl":"10.1038/s44184-025-00152-8","url":null,"abstract":"<p><p>Depression is highly clustered among people with low socioeconomic status (SES). Improved environments are known to be potentially beneficial, but the extent to which environments alleviate socioeconomic inequalities in depression remains unclear. Based on 334,536 UK Biobank participants, we quantified mediating roles of green space and air pollution in association between SES and depression, and examined interactive and joint relationships between SES and environments on depression. Co-improvements in green space and air quality significantly mediated 2.7% of this association. Interaction analysis indicated stronger environmental benefits for low-SES populations. Joint analysis revealed that low-SES adults in favorable environments had a 14.6% lower depression risk than medium-SES individuals in unfavorable conditions, with more pronounced effects among females (16.4%) and older adults (9.8%). Our findings emphasize mitigating role of upstream environmental factors involving green space and air quality in tackling socioeconomic inequalities in depression, particularly for vulnerable populations like the elderly and females.</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"4 1","pages":"33"},"PeriodicalIF":0.0,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12317017/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144765879","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
Moral injury is independently associated with suicidal ideation and suicide attempt in high-stress, service-oriented occupations. 在高压力、服务型职业中,道德伤害与自杀意念和自杀企图独立相关。
Pub Date : 2025-08-01 DOI: 10.1038/s44184-025-00151-9
Brandon J Griffin, Shira Maguen, Matthew L McCue, Robert H Pietrzak, Carmen P McLean, Jessica L Hamblen, Ashlyn M Jendro, Sonya B Norman

This study explores the link between moral injury and suicidal thoughts and behaviors among US military veterans, healthcare workers, and first responders (N = 1232). Specifically, it investigates the risk associated with moral injury that is not attributable to common mental health issues. Among the participants, 12.1% reported experiencing suicidal ideation in the past two weeks, and 7.4% had attempted suicide in their lifetime. Individuals who screened positive for probable moral injury (6.0% of the sample) had significantly higher odds of current suicidal ideation (AOR = 3.38, 95% CI = 1.65, 6.96) and lifetime attempt (AOR = 6.20, 95% CI = 2.87, 13.40), even after accounting for demographic, occupational, and mental health factors. The findings highlight the need to address moral injury alongside other mental health issues in comprehensive suicide prevention programs for high-stress, service-oriented professions.

本研究探讨了美国退伍军人、医护人员和急救人员(N = 1232)的道德伤害与自杀想法和行为之间的联系。具体来说,它调查了与不能归因于常见精神健康问题的道德伤害相关的风险。在参与者中,12.1%的人报告在过去两周内有过自杀念头,7.4%的人在他们的一生中曾试图自杀。即使在考虑了人口统计学、职业和心理健康因素后,可能的道德伤害筛查呈阳性的个体(占样本的6.0%)当前的自杀意念(AOR = 3.38, 95% CI = 1.65, 6.96)和终生自杀企图(AOR = 6.20, 95% CI = 2.87, 13.40)的几率也显著更高。研究结果强调,在针对高压力、服务型职业的综合自杀预防项目中,需要解决道德伤害和其他心理健康问题。
{"title":"Moral injury is independently associated with suicidal ideation and suicide attempt in high-stress, service-oriented occupations.","authors":"Brandon J Griffin, Shira Maguen, Matthew L McCue, Robert H Pietrzak, Carmen P McLean, Jessica L Hamblen, Ashlyn M Jendro, Sonya B Norman","doi":"10.1038/s44184-025-00151-9","DOIUrl":"10.1038/s44184-025-00151-9","url":null,"abstract":"<p><p>This study explores the link between moral injury and suicidal thoughts and behaviors among US military veterans, healthcare workers, and first responders (N = 1232). Specifically, it investigates the risk associated with moral injury that is not attributable to common mental health issues. Among the participants, 12.1% reported experiencing suicidal ideation in the past two weeks, and 7.4% had attempted suicide in their lifetime. Individuals who screened positive for probable moral injury (6.0% of the sample) had significantly higher odds of current suicidal ideation (AOR = 3.38, 95% CI = 1.65, 6.96) and lifetime attempt (AOR = 6.20, 95% CI = 2.87, 13.40), even after accounting for demographic, occupational, and mental health factors. The findings highlight the need to address moral injury alongside other mental health issues in comprehensive suicide prevention programs for high-stress, service-oriented professions.</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"4 1","pages":"32"},"PeriodicalIF":0.0,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12317004/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144765878","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
Functional connectivity-related changes underlying mindfulness meditation for internet gaming disorder: a randomized clinical trial. 网络游戏障碍的正念冥想的功能连接相关变化:一项随机临床试验。
Pub Date : 2025-07-31 DOI: 10.1038/s44184-025-00154-6
Xuefeng Xu, Haosen Ni, Huabin Wang, Tongtong Wang, Chang Liu, Xiaolan Song, Guang-Heng Dong

Internet gaming disorder (IGD) is recognized as a mental health issue. Traditional interventions have limitations, but mindfulness meditation (MM) shows promise due to its flexibility and social acceptance. Study 1, fMRI data from 61 IGD patients and 60 healthy controls (HCs) were compared to assess functional connectivity (FC). Study 2- a randomized clinical trial, 80 IGD patients underwent either an MM intervention (twice-weekly for 8 sessions) or progressive muscle relaxation (PMR) as a control (pre-registered-Chinese clinical trial registry, ChiCTR2300075869, September 18, 2023). Study 1 revealed abnormal FC within the executive control network (ECN) and between the ECN and reward network in IGD patients. Study 2 showed that MM enhanced FC within the ECN and frontostriatal pathway. MM refining the coupling between brain regions involved in executive control and reward processing. This enhancement improves top-down control over game craving. These findings suggest that MM can effectively treat IGD.

网络游戏障碍(IGD)被认为是一种心理健康问题。传统的干预措施有局限性,但正念冥想(MM)由于其灵活性和社会接受度而显示出希望。研究1,比较61名IGD患者和60名健康对照(hc)的fMRI数据,以评估功能连接(FC)。研究2是一项随机临床试验,80名IGD患者接受MM干预(每周两次,共8次)或渐进式肌肉放松(PMR)作为对照(预注册中国临床试验注册,ChiCTR2300075869, 2023年9月18日)。研究1显示,IGD患者的执行控制网络(ECN)内以及ECN和奖励网络之间存在异常的FC。研究2显示,MM增强了ECN和额纹状体通路内的FC。MM细化了涉及执行控制和奖励处理的大脑区域之间的耦合。这种增强增强了对游戏渴望的自上而下的控制。这些结果提示MM能有效治疗IGD。
{"title":"Functional connectivity-related changes underlying mindfulness meditation for internet gaming disorder: a randomized clinical trial.","authors":"Xuefeng Xu, Haosen Ni, Huabin Wang, Tongtong Wang, Chang Liu, Xiaolan Song, Guang-Heng Dong","doi":"10.1038/s44184-025-00154-6","DOIUrl":"10.1038/s44184-025-00154-6","url":null,"abstract":"<p><p>Internet gaming disorder (IGD) is recognized as a mental health issue. Traditional interventions have limitations, but mindfulness meditation (MM) shows promise due to its flexibility and social acceptance. Study 1, fMRI data from 61 IGD patients and 60 healthy controls (HCs) were compared to assess functional connectivity (FC). Study 2- a randomized clinical trial, 80 IGD patients underwent either an MM intervention (twice-weekly for 8 sessions) or progressive muscle relaxation (PMR) as a control (pre-registered-Chinese clinical trial registry, ChiCTR2300075869, September 18, 2023). Study 1 revealed abnormal FC within the executive control network (ECN) and between the ECN and reward network in IGD patients. Study 2 showed that MM enhanced FC within the ECN and frontostriatal pathway. MM refining the coupling between brain regions involved in executive control and reward processing. This enhancement improves top-down control over game craving. These findings suggest that MM can effectively treat IGD.</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"4 1","pages":"31"},"PeriodicalIF":0.0,"publicationDate":"2025-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12313989/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144762576","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
A randomised cross over trial examining the linguistic markers of depression and anxiety in symptomatic adults. 一项检查有症状成人抑郁和焦虑语言标记的随机交叉试验。
Pub Date : 2025-07-19 DOI: 10.1038/s44184-025-00140-y
Bridianne O'Dea, Philip J Batterham, Taylor A Braund, Cassandra Chakouch, Mark E Larsen, Michael Berk, Michelle Torok, Helen Christensen, Nick Glozier

Linguistic features within individuals' text data may indicate their mental health. This trial examined the linguistic markers of depressive and anxiety symptoms in adults. Using a randomised cross over trial design, 218 adults provided eight different types of text data of varying frequencies and emotional valance. Linguistic features were extracted using LIWC-22 and correlated with self-reported symptoms. Machine learning was used to determine associations. No linguistic features were consistently associated with depressive or anxiety symptoms within or across all tasks. Features associated with depressive symptoms were different for each task and there was only some degree of reliability of these features within tasks. In all machine learning models, predicted values were weakly associated with actual values. Some text tasks had lower levels of engagement and negative impacts on mood. Overall, the linguistic markers of depression and anxiety shifted in response to contextual factors and the nature of the text analysed. This trial was prospectively registered with the Australian New Zealand Clinical Trials Registry (date registered: 15 September 2021, ACTRN12621001248853).

个体文本数据中的语言特征可能表明他们的心理健康状况。本试验检查了成人抑郁和焦虑症状的语言标记。采用随机交叉试验设计,218名成年人提供了8种不同频率和情绪价值的不同类型的文本数据。使用LIWC-22提取语言特征,并与自我报告的症状相关联。机器学习被用来确定关联。在所有任务中或所有任务中,没有语言特征与抑郁或焦虑症状一致相关。与抑郁症状相关的特征在每个任务中都是不同的,这些特征在任务中只有一定程度的可靠性。在所有的机器学习模型中,预测值与实际值的关联都很弱。一些文本任务的参与度较低,对情绪有负面影响。总体而言,抑郁和焦虑的语言标记随着语境因素和所分析文本的性质而发生变化。该试验已在澳大利亚新西兰临床试验注册中心前瞻性注册(注册日期:2021年9月15日,ACTRN12621001248853)。
{"title":"A randomised cross over trial examining the linguistic markers of depression and anxiety in symptomatic adults.","authors":"Bridianne O'Dea, Philip J Batterham, Taylor A Braund, Cassandra Chakouch, Mark E Larsen, Michael Berk, Michelle Torok, Helen Christensen, Nick Glozier","doi":"10.1038/s44184-025-00140-y","DOIUrl":"10.1038/s44184-025-00140-y","url":null,"abstract":"<p><p>Linguistic features within individuals' text data may indicate their mental health. This trial examined the linguistic markers of depressive and anxiety symptoms in adults. Using a randomised cross over trial design, 218 adults provided eight different types of text data of varying frequencies and emotional valance. Linguistic features were extracted using LIWC-22 and correlated with self-reported symptoms. Machine learning was used to determine associations. No linguistic features were consistently associated with depressive or anxiety symptoms within or across all tasks. Features associated with depressive symptoms were different for each task and there was only some degree of reliability of these features within tasks. In all machine learning models, predicted values were weakly associated with actual values. Some text tasks had lower levels of engagement and negative impacts on mood. Overall, the linguistic markers of depression and anxiety shifted in response to contextual factors and the nature of the text analysed. This trial was prospectively registered with the Australian New Zealand Clinical Trials Registry (date registered: 15 September 2021, ACTRN12621001248853).</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"4 1","pages":"30"},"PeriodicalIF":0.0,"publicationDate":"2025-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12276349/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144669116","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
Retraining the veterans health administration's REACH VET suicide risk prediction model for patients involved in the legal system. 重新培训退伍军人健康管理局的REACH VET自杀风险预测模型,用于涉及法律系统的患者。
Pub Date : 2025-07-10 DOI: 10.1038/s44184-025-00143-9
Esther L Meerwijk, Andrea K Finlay, Alex H S Harris

Although patients with criminal legal system involvement have among the highest rates of suicide, the model that identifies patients at high risk of suicide at the United States Veterans Health Administration (VHA) does not include predictors specific to criminal legal system involvement. We explored whether the model's predictive ability would be improved (1) by retraining the model for legal-involved veterans and (2) by adding additional predictors associated with legal-involvement. For a combined outcome of suicide attempt or suicide death, the retrained models showed a positive predictive value (PPV) of 0.124 and false negative rate (FNR) of 0.527. Adding additional predictors associated with being legal-involved did not improve predictive accuracy. Retraining the VHA suicide risk prediction model for legal-involved patients improves the model's predictive ability for this group of high-risk patients, more so than adding predictors associated with being legal-involved. A similar approach for other high-risk patients is worth exploring.

尽管涉及刑事法律系统的患者自杀率最高,但美国退伍军人健康管理局(VHA)确定自杀高风险患者的模型不包括特定于刑事法律系统的预测因子。我们探讨了模型的预测能力是否会得到改善:(1)通过对涉及法律事务的退伍军人的模型进行再训练,(2)通过添加与法律事务相关的额外预测因子。对于自杀未遂或自杀死亡的综合结果,再训练模型的阳性预测值(PPV)为0.124,假阴性率(FNR)为0.527。增加与法律相关的额外预测因素并没有提高预测的准确性。与增加与法律相关的预测因子相比,对涉及法律的患者的VHA自杀风险预测模型进行再训练可以提高该模型对这组高风险患者的预测能力。对于其他高危患者,类似的方法值得探索。
{"title":"Retraining the veterans health administration's REACH VET suicide risk prediction model for patients involved in the legal system.","authors":"Esther L Meerwijk, Andrea K Finlay, Alex H S Harris","doi":"10.1038/s44184-025-00143-9","DOIUrl":"10.1038/s44184-025-00143-9","url":null,"abstract":"<p><p>Although patients with criminal legal system involvement have among the highest rates of suicide, the model that identifies patients at high risk of suicide at the United States Veterans Health Administration (VHA) does not include predictors specific to criminal legal system involvement. We explored whether the model's predictive ability would be improved (1) by retraining the model for legal-involved veterans and (2) by adding additional predictors associated with legal-involvement. For a combined outcome of suicide attempt or suicide death, the retrained models showed a positive predictive value (PPV) of 0.124 and false negative rate (FNR) of 0.527. Adding additional predictors associated with being legal-involved did not improve predictive accuracy. Retraining the VHA suicide risk prediction model for legal-involved patients improves the model's predictive ability for this group of high-risk patients, more so than adding predictors associated with being legal-involved. A similar approach for other high-risk patients is worth exploring.</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"4 1","pages":"29"},"PeriodicalIF":0.0,"publicationDate":"2025-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12246187/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144610535","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
Psychosocial dynamics of suicidality and nonsuicidal self-injury: a digital linguistic perspective. 自杀和非自杀自伤的社会心理动态:数字语言学视角。
Pub Date : 2025-07-08 DOI: 10.1038/s44184-025-00142-w
Charlotte Entwistle, Katie Hoemann, Sophie J Nightingale, Ryan L Boyd

Self-harm-encompassing suicidality and nonsuicidal self-injury (NSSI)-presents a critical public health concern, particularly as it is a major risk factor of death by suicide. Understanding the psychosocial dynamics of self-harm is imperative. Accordingly, in a large-scale, naturalistic study, we leveraged modern language analysis methods to provide a comprehensive perspective on suicidality and NSSI, specifically in the context of borderline personality disorder (BPD), where self-harm is particularly prevalent. We utilised natural language processing techniques to analyse Reddit data (i.e., BPD forum posts) of 992 users with self-identified BPD (combined N posts = 66,786). The present findings generated further insight into the psychosocial dynamics of suicidality and NSSI, while also uncovering meaningful interactions between the online BPD community and these behaviours. By integrating advanced computational methods with psychological theory, our findings provide a nuanced understanding of self-harm, with implications for clinical practice, clinical and personality theory, and computational social science.

自残——包括自杀和非自杀性自伤(NSSI)——是一个重要的公共卫生问题,特别是因为它是自杀死亡的主要风险因素。了解自我伤害的社会心理动力是必要的。因此,在一项大规模的自然主义研究中,我们利用现代语言分析方法,对自杀和自伤提供了一个全面的视角,特别是在自我伤害特别普遍的边缘型人格障碍(BPD)的背景下。我们利用自然语言处理技术分析了992名自认为BPD的用户(N个帖子合计= 66,786)的Reddit数据(即BPD论坛帖子)。目前的研究结果进一步深入了解了自杀和自伤的社会心理动力学,同时也揭示了在线BPD社区与这些行为之间有意义的相互作用。通过将先进的计算方法与心理学理论相结合,我们的研究结果提供了对自我伤害的细致理解,对临床实践、临床和人格理论以及计算社会科学具有重要意义。
{"title":"Psychosocial dynamics of suicidality and nonsuicidal self-injury: a digital linguistic perspective.","authors":"Charlotte Entwistle, Katie Hoemann, Sophie J Nightingale, Ryan L Boyd","doi":"10.1038/s44184-025-00142-w","DOIUrl":"10.1038/s44184-025-00142-w","url":null,"abstract":"<p><p>Self-harm-encompassing suicidality and nonsuicidal self-injury (NSSI)-presents a critical public health concern, particularly as it is a major risk factor of death by suicide. Understanding the psychosocial dynamics of self-harm is imperative. Accordingly, in a large-scale, naturalistic study, we leveraged modern language analysis methods to provide a comprehensive perspective on suicidality and NSSI, specifically in the context of borderline personality disorder (BPD), where self-harm is particularly prevalent. We utilised natural language processing techniques to analyse Reddit data (i.e., BPD forum posts) of 992 users with self-identified BPD (combined N posts = 66,786). The present findings generated further insight into the psychosocial dynamics of suicidality and NSSI, while also uncovering meaningful interactions between the online BPD community and these behaviours. By integrating advanced computational methods with psychological theory, our findings provide a nuanced understanding of self-harm, with implications for clinical practice, clinical and personality theory, and computational social science.</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"4 1","pages":"28"},"PeriodicalIF":0.0,"publicationDate":"2025-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12238424/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144593105","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
Personalized game-based digital intervention for relieving depression and anxiety symptoms: a pilot RCT. 缓解抑郁和焦虑症状的个性化基于游戏的数字干预:一项试点随机对照试验
Pub Date : 2025-07-03 DOI: 10.1038/s44184-025-00141-x
Xiaojun Shao, Lu Liu, Xiaotong Zhu, Chunsheng Tian, Dai Li, Liqun Zhang, Xiang Liu, Yanru Liu, Gang Zhu, Lingjiang Li

This study assessed the preliminary effectiveness of a game-based digital therapeutics (DTx) intervention for depression and anxiety using a randomized controlled trial (RCT) design to examine the role of reinforcement learning (RL) personalization. This RCT included 223 individuals with depressive symptoms, aged 18-50, divided into three groups: an RL Algorithm group (personalized treatment), an active control group (fixed treatment), and a no-intervention control group. The intervention combined cognitive bias modification and cognitive behavioral therapy, with outcomes measured by the Patient Health Questionnaire-9 and the Generalized Anxiety Disorder-7. Results showed significantly higher treatment response and recovery rates in the RL Algorithm group compared to the no-intervention group. The game-based DTx intervention, enhanced by RL personalization, effectively reduced depression and anxiety symptoms, supporting its potential for mental health treatment. The study was registered at clinicaltrials.gov (NCT06301555).

本研究评估了基于游戏的数字治疗(DTx)干预抑郁症和焦虑症的初步效果,采用随机对照试验(RCT)设计来检验强化学习(RL)个性化的作用。这项随机对照试验包括223名年龄在18-50岁之间有抑郁症状的个体,分为三组:RL算法组(个性化治疗)、积极对照组(固定治疗)和无干预对照组。干预结合了认知偏差修正和认知行为治疗,结果通过患者健康问卷-9和广泛性焦虑障碍-7进行测量。结果显示,RL算法组的治疗反应和治愈率明显高于无干预组。基于游戏的DTx干预,通过RL个性化增强,有效地减少了抑郁和焦虑症状,支持其心理健康治疗的潜力。该研究已在clinicaltrials.gov注册(NCT06301555)。
{"title":"Personalized game-based digital intervention for relieving depression and anxiety symptoms: a pilot RCT.","authors":"Xiaojun Shao, Lu Liu, Xiaotong Zhu, Chunsheng Tian, Dai Li, Liqun Zhang, Xiang Liu, Yanru Liu, Gang Zhu, Lingjiang Li","doi":"10.1038/s44184-025-00141-x","DOIUrl":"10.1038/s44184-025-00141-x","url":null,"abstract":"<p><p>This study assessed the preliminary effectiveness of a game-based digital therapeutics (DTx) intervention for depression and anxiety using a randomized controlled trial (RCT) design to examine the role of reinforcement learning (RL) personalization. This RCT included 223 individuals with depressive symptoms, aged 18-50, divided into three groups: an RL Algorithm group (personalized treatment), an active control group (fixed treatment), and a no-intervention control group. The intervention combined cognitive bias modification and cognitive behavioral therapy, with outcomes measured by the Patient Health Questionnaire-9 and the Generalized Anxiety Disorder-7. Results showed significantly higher treatment response and recovery rates in the RL Algorithm group compared to the no-intervention group. The game-based DTx intervention, enhanced by RL personalization, effectively reduced depression and anxiety symptoms, supporting its potential for mental health treatment. The study was registered at clinicaltrials.gov (NCT06301555).</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"4 1","pages":"27"},"PeriodicalIF":0.0,"publicationDate":"2025-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12229681/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144562220","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
期刊
Npj mental health research
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1