• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

双相情感障碍起病年龄的社会心理标志物:一种机器学习方法。

Psychosocial markers of age at onset in bipolar disorder: a machine learning approach.

作者信息

Bolton Sorcha, Joyce Dan W, Gordon-Smith Katherine, Jones Lisa, Jones Ian, Geddes John, Saunders Kate E A

机构信息

Department of Psychiatry, University of Oxford, Warneford Hospital, UK.

Department of Psychiatry, University of Oxford, Warneford Hospital, UK; and Oxford Health NHS Foundation Trust, Warneford Hospital, UK.

出版信息

BJPsych Open. 2022 Jul 18;8(4):e133. doi: 10.1192/bjo.2022.536.

DOI:10.1192/bjo.2022.536
PMID:35844202
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9344222/
Abstract

BACKGROUND

Bipolar disorder is a chronic and severe mental health disorder. Early stratification of individuals into subgroups based on age at onset (AAO) has the potential to inform diagnosis and early intervention. Yet, the psychosocial predictors associated with AAO are unknown.

AIMS

We aim to identify psychosocial factors associated with bipolar disorder AAO.

METHOD

Using data from the Bipolar Disorder Research Network UK, we employed least absolute shrinkage and selection operator regression to identify psychosocial factors associated with bipolar disorder AAO. Twenty-eight factors were entered into our model, with AAO as our outcome measure.

RESULTS

We included 1022 participants with bipolar disorder (μ = 23.0, s.d. ± 9.86) in our model. Six variables predicted an earlier AAO: childhood abuse (β = -0.2855), regular cannabis use in the year before onset (β = -0.2765), death of a close family friend or relative in the 6 months before onset (β = -0.2435), family history of suicide (β = -0.1385), schizotypal personality traits (β = -0.1055) and irritable temperament (β = -0.0685). Five predicted a later AAO: the average number of alcohol units consumed per week in the year before onset (β = 0.1385); birth of a child in the 6 months before onset (β = 0.2755); death of parent, partner, child or sibling in the 6 months before onset (β = 0.3125); seeking work without success for 1 month or more in the 6 months before onset (β = 0.3505) and a major financial crisis in the 6 months before onset (β = 0.4575).

CONCLUSIONS

The identified predictor variables have the potential to help stratify high-risk individuals into likely AAO groups, to inform treatment provision and early intervention.

摘要

背景

双相情感障碍是一种慢性且严重的精神健康障碍。根据发病年龄(AAO)将个体早期分层为不同亚组,有可能为诊断和早期干预提供依据。然而,与AAO相关的社会心理预测因素尚不清楚。

目的

我们旨在确定与双相情感障碍AAO相关的社会心理因素。

方法

利用英国双相情感障碍研究网络的数据,我们采用最小绝对收缩和选择算子回归来确定与双相情感障碍AAO相关的社会心理因素。28个因素被纳入我们的模型,以AAO作为我们的结果指标。

结果

我们的模型纳入了1022名双相情感障碍患者(均值 = 23.0,标准差±9.86)。六个变量预测了更早的AAO:童年期受虐(β = -0.2855)、发病前一年经常使用大麻(β = -0.2765)、发病前6个月亲密的家庭朋友或亲属死亡(β = -0.2435)、自杀家族史(β = -0.1385)、分裂型人格特质(β = -0.1055)和易激惹气质(β = -0.0685)。五个变量预测了更晚的AAO:发病前一年每周平均饮酒单位数(β = 0.1385);发病前6个月孩子出生(β = 0.2755);发病前6个月父母、伴侣、孩子或兄弟姐妹死亡(β = 0.3125);发病前6个月求职1个月或更长时间未成功(β = 0.3505)以及发病前6个月的重大金融危机(β = 0.4575)。

结论

所确定的预测变量有可能帮助将高危个体分层为可能的AAO组,为治疗提供和早期干预提供依据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a1d6/9344222/4c7995380fb7/S2056472422005361_fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a1d6/9344222/c3a3dcd88214/S2056472422005361_fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a1d6/9344222/4c7995380fb7/S2056472422005361_fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a1d6/9344222/c3a3dcd88214/S2056472422005361_fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a1d6/9344222/4c7995380fb7/S2056472422005361_fig2.jpg

相似文献

1
Psychosocial markers of age at onset in bipolar disorder: a machine learning approach.双相情感障碍起病年龄的社会心理标志物:一种机器学习方法。
BJPsych Open. 2022 Jul 18;8(4):e133. doi: 10.1192/bjo.2022.536.
2
Developmental trajectories in psychiatric disorders: does substance/alcohol use moderate the effects of affective temperaments as moderators of age at onset? A study in post-acute, hospitalized patients with psychotic or DSM-5 bipolar or major depressive disorders.精神障碍的发展轨迹:物质/酒精使用是否会调节情感气质的作用,从而调节发病年龄?一项针对急性后住院的精神病性或 DSM-5 双相或重性抑郁障碍患者的研究。
J Addict Dis. 2021 Jul-Sep;39(3):373-387. doi: 10.1080/10550887.2021.1886568. Epub 2021 Feb 15.
3
A study of age at onset and affective temperaments in a Norwegian sample of patients with mood disorders.一项针对挪威情绪障碍患者样本的起病年龄和情感气质的研究。
J Affect Disord. 2009 Nov;118(1-3):229-33. doi: 10.1016/j.jad.2009.01.030. Epub 2009 Feb 24.
4
Characterisation of age and polarity at onset in bipolar disorder.双相障碍发病年龄和极性特征。
Br J Psychiatry. 2021 Dec;219(6):659-669. doi: 10.1192/bjp.2021.102.
5
Admixture analysis of age at onset in first episode bipolar disorder.首发双相情感障碍起病年龄的混合分析
J Affect Disord. 2016 Sep 1;201:88-94. doi: 10.1016/j.jad.2016.04.006. Epub 2016 Apr 27.
6
Using density of antecedent events and trajectory path analysis to investigate family-correlated patterns of onset of bipolar I disorder: a comparison of cohorts from Europe and USA.利用先行事件密度和轨迹路径分析研究双相I型障碍发病的家族相关模式:欧洲和美国队列的比较。
Int J Bipolar Disord. 2021 Oct 1;9(1):29. doi: 10.1186/s40345-021-00234-4.
7
The Use of Cannabis as a Predictor of Early Onset of Bipolar Disorder and Suicide Attempts.大麻作为双相情感障碍早期发作和自杀未遂预测指标的应用
Neural Plast. 2015;2015:434127. doi: 10.1155/2015/434127. Epub 2015 May 13.
8
Bipolar disorder: Trimodal age-at-onset distribution.双相障碍:三峰发病年龄分布。
Bipolar Disord. 2021 Jun;23(4):341-356. doi: 10.1111/bdi.13016. Epub 2020 Nov 3.
9
Fear of harm, a possible phenotype of pediatric bipolar disorder: a dimensional approach to diagnosis for genotyping psychiatric syndromes.对伤害的恐惧,儿童双相情感障碍的一种可能表型:一种用于对精神综合征进行基因分型诊断的维度方法。
J Affect Disord. 2009 Nov;118(1-3):28-38. doi: 10.1016/j.jad.2009.06.016. Epub 2009 Jul 23.
10
Genetic survival analysis of age-at-onset of bipolar disorder: evidence for anticipation or cohort effect in families.双相情感障碍发病年龄的遗传生存分析:家族中遗传早现或队列效应的证据
Psychiatr Genet. 2001 Sep;11(3):129-37. doi: 10.1097/00041444-200109000-00004.

引用本文的文献

1
The Effect of Psychological Resilience on Treatment Compliance and Functionality in Patients with Bipolar Disorder.心理韧性对双相情感障碍患者治疗依从性和功能的影响。
Noro Psikiyatr Ars. 2025 Jun 10;62(2):136-144. doi: 10.29399/npa.28766. eCollection 2025.
2
Trends, geographic distribution, and disease burden of bipolar disorder in Ecuador (2011-2021): An analysis of hospital discharge data.厄瓜多尔双相情感障碍的趋势、地理分布和疾病负担(2011 - 2021年):医院出院数据分析
PLoS One. 2025 May 23;20(5):e0320321. doi: 10.1371/journal.pone.0320321. eCollection 2025.
3
Herbal Cannabis and Depression: A Review of Findings Published over the Last Three Years.

本文引用的文献

1
Cannabis Use and the Risk for Psychosis and Affective Disorders.大麻使用与精神病和情感障碍风险
J Dual Diagn. 2020 Jan-Mar;16(1):22-42. doi: 10.1080/15504263.2019.1674991. Epub 2019 Oct 24.
2
Explaining why childhood abuse is a risk factor for poorer clinical course in bipolar disorder: a path analysis of 923 people with bipolar I disorder.解释为什么儿童期虐待是双相情感障碍临床病程较差的一个风险因素:对 923 名双相 I 障碍患者的路径分析。
Psychol Med. 2020 Oct;50(14):2346-2354. doi: 10.1017/S0033291719002411. Epub 2019 Sep 18.
3
Childhood physical maltreatment, perceived social isolation, and internalizing symptoms: a longitudinal, three-wave, population-based study.
草药大麻与抑郁症:过去三年发表研究结果综述
Pharmaceuticals (Basel). 2024 May 27;17(6):689. doi: 10.3390/ph17060689.
儿童期躯体虐待、感知社会孤立与内化症状:一项纵向、三波、基于人群的研究。
Eur Child Adolesc Psychiatry. 2018 Apr;27(4):481-491. doi: 10.1007/s00787-017-1090-z. Epub 2017 Nov 29.
4
The clinical trajectory of emerging bipolar disorder among the high-risk offspring of bipolar parents: current understanding and future considerations.双相情感障碍患者的高危后代中新兴双相情感障碍的临床轨迹:当前认识与未来思考。
Int J Bipolar Disord. 2017 Nov 22;5(1):37. doi: 10.1186/s40345-017-0106-4.
5
Staging in bipolar disorder: from theoretical framework to clinical utility.双相情感障碍的分期:从理论框架到临床应用
World Psychiatry. 2017 Oct;16(3):236-244. doi: 10.1002/wps.20441.
6
Assessment of a Person-Level Risk Calculator to Predict New-Onset Bipolar Spectrum Disorder in Youth at Familial Risk.评估一种个体水平风险计算器以预测有家族风险的青少年新发双相谱系障碍。
JAMA Psychiatry. 2017 Aug 1;74(8):841-847. doi: 10.1001/jamapsychiatry.2017.1763.
7
The role of affective temperament as a predictor of relapse in alcohol dependence.情感气质作为酒精依赖复发的预测因子的作用。
Personal Ment Health. 2017 Nov;11(4):278-289. doi: 10.1002/pmh.1373. Epub 2017 Jun 29.
8
Is a delay in the diagnosis of bipolar disorder inevitable?双相情感障碍的诊断延迟是否不可避免?
Bipolar Disord. 2017 Aug;19(5):396-400. doi: 10.1111/bdi.12499. Epub 2017 May 22.
9
Age at Onset of Bipolar Disorder Related to Parental and Grandparental Illness Burden.双相障碍发病年龄与父母和祖辈患病负担有关。
J Clin Psychiatry. 2016 Oct;77(10):e1309-e1315. doi: 10.4088/JCP.15m09811.
10
Is age of onset associated with severity, prognosis, and clinical features in bipolar disorder? A meta-analytic review.双相情感障碍的起病年龄与严重程度、预后及临床特征有关联吗?一项荟萃分析综述。
Bipolar Disord. 2016 Aug;18(5):389-403. doi: 10.1111/bdi.12419. Epub 2016 Aug 17.