Multi-domain predictors of grip strength differentiate individuals with and without alcohol use disorder

IF 3.1 3区 医学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Magdalini Paschali, Qingyu Zhao, Stephanie A. Sassoon, Adolf Pfefferbaum, Edith V. Sullivan, Kilian M. Pohl
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Abstract

Grip strength is considered one of the simplest and reliable indices of general health. Although motor ability and strength are commonly affected in people with alcohol use disorder (AUD), factors predictive of grip strength decline in AUD have not been investigated. Here, we employed a data-driven analysis predicting grip strength from measurements in 53 controls and 110 AUD participants, 53 of whom were comorbid with HIV infection. Controls and AUD were matched on sex, age, and body mass index. Measurements included commonly available metrics of brain structure, neuropsychological functioning, behavioural status, haematological and health status, and demographics. Based on 5-fold stratified cross-validation, a machine learning approach predicted grip strength separately for each cohort. The strongest (top 10%) predictors of grip were then tested against grip strength with correlational analysis. Leading grip strength predictors for both cohorts were cerebellar volume and mean corpuscular haemoglobin concentration. Predictors specific to controls were Backwards Digit Span, precentral gyrus volume, diastolic blood pressure, and mean platelet volume, which together significantly predicted grip strength (R2 = 0.255, p = 0.001). Unique predictors for AUD were comorbidity for HIV infection, social functioning, insular volume, and platelet count, which together significantly predicted grip strength (R2 = 0.162, p = 0.002). These cohort-specific predictors were doubly dissociated. Salient predictors of grip strength differed by diagnosis with only modest overlap. The constellation of cohort-specific predictive measurements of compromised grip strength provides insight into brain, behavioural, and physiological factors that may signal subtly affected yet treatable processes of physical decline and frailty.

Abstract Image

多领域预测握力,区分有酒精使用障碍者和无酒精使用障碍者。
握力被认为是最简单可靠的一般健康指标之一。虽然酒精使用障碍(AUD)患者的运动能力和力量通常会受到影响,但尚未研究过预测酒精使用障碍患者握力下降的因素。在此,我们采用数据驱动分析法,通过对 53 名对照组和 110 名 AUD 参与者(其中 53 人合并有 HIV 感染)的测量结果预测握力。对照组和 AUD 在性别、年龄和体重指数上都是匹配的。测量项目包括大脑结构、神经心理功能、行为状态、血液学和健康状况以及人口统计学等常用指标。基于 5 倍分层交叉验证,机器学习方法分别预测了每个队列的握力。然后,通过相关分析对握力的最强预测因子(前 10%)进行了测试。两个队列的主要握力预测因子是小脑体积和平均血红蛋白浓度。对照组的特定预测因子是倒数第二位跨度、前中央回体积、舒张压和平均血小板体积,它们共同显著预测握力(R2 = 0.255,p = 0.001)。艾滋病感染合并症、社会功能、脑岛体积和血小板计数是 AUD 的独特预测因素,它们共同作用可显著预测握力(R2 = 0.162,p = 0.002)。这些群组特异性预测因子具有双重分离性。不同诊断的握力显著预测因子各不相同,只有少量重叠。对握力受损的队列特异性预测测量结果的组合提供了对大脑、行为和生理因素的洞察力,这些因素可能预示着受到微妙影响但可治疗的体力衰退和虚弱过程。
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来源期刊
Addiction Biology
Addiction Biology 生物-生化与分子生物学
CiteScore
8.10
自引率
2.90%
发文量
118
审稿时长
6-12 weeks
期刊介绍: Addiction Biology is focused on neuroscience contributions and it aims to advance our understanding of the action of drugs of abuse and addictive processes. Papers are accepted in both animal experimentation or clinical research. The content is geared towards behavioral, molecular, genetic, biochemical, neuro-biological and pharmacology aspects of these fields. Addiction Biology includes peer-reviewed original research reports and reviews. Addiction Biology is published on behalf of the Society for the Study of Addiction to Alcohol and other Drugs (SSA). Members of the Society for the Study of Addiction receive the Journal as part of their annual membership subscription.
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