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基因分析受益于使用异质性较低的表型:以医院焦虑抑郁量表(HADS)为例。

Genetic analyses benefit from using less heterogeneous phenotypes: an illustration with the hospital anxiety and depression scale (HADS).

作者信息

Laurin Charles A, Hottenga Jouke-Jan, Willemsen Gonneke, Boomsma Dorret I, Lubke Gitta H

机构信息

Department of Psychology, University of Notre Dame, Notre Dame, Indiana, United States of America; Integrated Epidemiology Unit, School of Social and Community Medicine, University of Bristol, United Kingdom.

出版信息

Genet Epidemiol. 2015 May;39(4):317-24. doi: 10.1002/gepi.21897. Epub 2015 Apr 1.

Abstract

Phenotypic heterogeneity of depression has been cited as one of the causes of the limited success to detect genetic variants in genome-wide studies. The 7-item Hospital Anxiety and Depression Scale (HADS-D) was developed to detect depression in individuals with physical health problems. An initial psychometric analysis showed that a short version ("HADS-4") is less heterogeneous and hence more reliable than the full scale, and correlates equally strong with a DSM-oriented depression scale. We compared the HADS-D and the HADS-4 to assess the benefits of using less heterogeneous phenotype measures in genetic analyses. We compared HADS-D and HADS-4 in three separate analyses: (1) twin- and family-based heritability estimation, (2) SNP-based heritability estimation using the software GCTA, and (3) a genome-wide association study (GWAS). The twin study resulted in heritability estimates between 18% and 25%, with additive genetic variance being the largest component. There was also evidence for assortative mating and a dominance component of genetic variance, with HADS-4 having slightly lower estimates of assortment. Importantly, when estimating heritability from SNPs, the HADS-D did not show a significant genetic variance component, while for the HADS-4, a statistically significant amount of heritability was estimated. Moreover, the HADS-4 had substantially more SNPs with small P-values in the GWAS analysis than did the HADS-D. Our results underline the benefits of using more homogeneous phenotypes in psychiatric genetic analyses. Homogeneity can be increased by focusing on core symptoms of disorders, thus reducing the noise in aggregate phenotypes caused by substantially different symptom profiles.

摘要

抑郁的表型异质性被认为是全基因组研究中检测基因变异成功率有限的原因之一。7项医院焦虑抑郁量表(HADS-D)旨在检测有身体健康问题个体的抑郁情况。初步的心理测量分析表明,简短版本(“HADS-4”)的异质性较低,因此比完整量表更可靠,并且与基于《精神疾病诊断与统计手册》的抑郁量表具有同样强的相关性。我们比较了HADS-D和HADS-4,以评估在基因分析中使用异质性较低的表型测量方法的益处。我们在三项独立分析中比较了HADS-D和HADS-4:(1)基于双生子和家系的遗传度估计;(2)使用软件GCTA进行基于单核苷酸多态性(SNP)的遗传度估计;(3)全基因组关联研究(GWAS)。双生子研究得出的遗传度估计值在18%至25%之间,其中加性遗传方差是最大的组成部分。也有证据表明存在选型交配以及遗传方差的显性成分,HADS-4的选型估计值略低。重要的是,在从SNP估计遗传度时,HADS-D未显示出显著的遗传方差成分,而对于HADS-4,则估计出了具有统计学意义的遗传度。此外,在GWAS分析中,HADS-4具有小P值的SNP数量比HADS-D多得多。我们的结果强调了在精神疾病基因分析中使用更同质表型的益处。通过关注疾病的核心症状可以提高同质性,从而减少由显著不同的症状谱导致的总体表型中的噪声。

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