Phenotypic clustering of bipolar disorder supports stratification by lithium responsiveness over diagnostic subtypes

IF 5.3 2区 医学 Q1 PSYCHIATRY
Katie Scott, Claire O'Donovan, Giulio Emilio Brancati, Pablo Cervantes, Rafaella Ardau, Mirko Manchia, Giovanni Severino, Janusz Rybakowski, Leonardo Tondo, Paul Grof, Martin Alda, Abraham Nunes
{"title":"Phenotypic clustering of bipolar disorder supports stratification by lithium responsiveness over diagnostic subtypes","authors":"Katie Scott,&nbsp;Claire O'Donovan,&nbsp;Giulio Emilio Brancati,&nbsp;Pablo Cervantes,&nbsp;Rafaella Ardau,&nbsp;Mirko Manchia,&nbsp;Giovanni Severino,&nbsp;Janusz Rybakowski,&nbsp;Leonardo Tondo,&nbsp;Paul Grof,&nbsp;Martin Alda,&nbsp;Abraham Nunes","doi":"10.1111/acps.13692","DOIUrl":null,"url":null,"abstract":"<div>\n \n \n <section>\n \n <h3> Introduction</h3>\n \n <p>The aim of this study was to determine whether the clinical profiles of bipolar disorder (BD) patients could be differentiated more clearly using the existing classification by diagnostic subtype or by lithium treatment responsiveness.</p>\n </section>\n \n <section>\n \n <h3> Methods</h3>\n \n <p>We included adult patients with BD-I or II (<i>N</i> = 477 across four sites) who were treated with lithium as their principal mood stabilizer for at least 1 year. Treatment responsiveness was defined using the dichotomized Alda score. We performed hierarchical clustering on phenotypes defined by 40 features, covering demographics, clinical course, family history, suicide behaviour, and comorbid conditions. We then measured the amount of information that inferred clusters carried about (A) BD subtype and (B) lithium responsiveness using adjusted mutual information (AMI) scores. Detailed phenotypic profiles across clusters were then evaluated with univariate comparisons.</p>\n </section>\n \n <section>\n \n <h3> Results</h3>\n \n <p>Two clusters were identified (<i>n</i> = 56 and <i>n</i> = 421), which captured significantly more information about lithium responsiveness (AMI range: 0.033 to 0.133) than BD subtype (AMI: 0.004 to 0.011). The smaller cluster had disproportionately more lithium responders (<i>n</i> = 47 [83.8%]) when compared to the larger cluster (103 [24.4%]; <i>p</i> = 0.006).</p>\n </section>\n \n <section>\n \n <h3> Conclusions</h3>\n \n <p>Phenotypes derived from detailed clinical data may carry more information about lithium responsiveness than the current classification of diagnostic subtype. These findings support lithium responsiveness as a valid approach to stratification in clinical samples.</p>\n </section>\n </div>","PeriodicalId":108,"journal":{"name":"Acta Psychiatrica Scandinavica","volume":null,"pages":null},"PeriodicalIF":5.3000,"publicationDate":"2024-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/acps.13692","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Acta Psychiatrica Scandinavica","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/acps.13692","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHIATRY","Score":null,"Total":0}
引用次数: 0

Abstract

Introduction

The aim of this study was to determine whether the clinical profiles of bipolar disorder (BD) patients could be differentiated more clearly using the existing classification by diagnostic subtype or by lithium treatment responsiveness.

Methods

We included adult patients with BD-I or II (N = 477 across four sites) who were treated with lithium as their principal mood stabilizer for at least 1 year. Treatment responsiveness was defined using the dichotomized Alda score. We performed hierarchical clustering on phenotypes defined by 40 features, covering demographics, clinical course, family history, suicide behaviour, and comorbid conditions. We then measured the amount of information that inferred clusters carried about (A) BD subtype and (B) lithium responsiveness using adjusted mutual information (AMI) scores. Detailed phenotypic profiles across clusters were then evaluated with univariate comparisons.

Results

Two clusters were identified (n = 56 and n = 421), which captured significantly more information about lithium responsiveness (AMI range: 0.033 to 0.133) than BD subtype (AMI: 0.004 to 0.011). The smaller cluster had disproportionately more lithium responders (n = 47 [83.8%]) when compared to the larger cluster (103 [24.4%]; p = 0.006).

Conclusions

Phenotypes derived from detailed clinical data may carry more information about lithium responsiveness than the current classification of diagnostic subtype. These findings support lithium responsiveness as a valid approach to stratification in clinical samples.

Abstract Image

双相情感障碍的表型聚类支持根据锂反应性对诊断亚型进行分层。
简介:本研究的目的是确定,根据现有的诊断亚型或锂治疗反应性分类法,能否更明确地区分双相情感障碍(BD)患者的临床特征。治疗反应性采用二分法的阿尔达评分来定义。我们对由 40 个特征定义的表型进行了分层聚类,这些特征包括人口统计学、临床病程、家族史、自杀行为和合并症。然后,我们使用调整后的互信息(AMI)评分来衡量推断出的聚类所包含的有关(A) BD亚型和(B) 锂反应性的信息量。结果确定了两个聚类(n = 56 和 n = 421),它们捕捉到的锂反应性信息(AMI 范围:0.033 至 0.133)明显多于 BD 亚型(AMI:0.004 至 0.011)。结论与目前的诊断亚型分类相比,从详细临床数据中得出的分型可能包含更多有关锂反应性的信息。这些研究结果支持将锂反应性作为临床样本分层的有效方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Acta Psychiatrica Scandinavica
Acta Psychiatrica Scandinavica 医学-精神病学
CiteScore
11.20
自引率
3.00%
发文量
135
审稿时长
6-12 weeks
期刊介绍: Acta Psychiatrica Scandinavica acts as an international forum for the dissemination of information advancing the science and practice of psychiatry. In particular we focus on communicating frontline research to clinical psychiatrists and psychiatric researchers. Acta Psychiatrica Scandinavica has traditionally been and remains a journal focusing predominantly on clinical psychiatry, but translational psychiatry is a topic of growing importance to our readers. Therefore, the journal welcomes submission of manuscripts based on both clinical- and more translational (e.g. preclinical and epidemiological) research. When preparing manuscripts based on translational studies for submission to Acta Psychiatrica Scandinavica, the authors should place emphasis on the clinical significance of the research question and the findings. Manuscripts based solely on preclinical research (e.g. animal models) are normally not considered for publication in the Journal.
文献相关原料
公司名称 产品信息 采购帮参考价格
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信