Combinatorial panel with endophenotypes from multilevel information of diffusion tensor imaging and lipid profile as predictors for depression

胼胝体 白质 重性抑郁障碍 磁共振弥散成像 内表型 上纵束 双相情感障碍 高强度 心理学 医学 内科学 精神科 部分各向异性 病理 磁共振成像 放射科 认知 扁桃形结构 锂(药物)
作者
Juan Liu,Zhuang Liu,Yange Wei,Yanbo Zhang,Fay Y. Womer,Jia Duan,Shengnan Wei,Feng Wu,Lingtao Kong,Xiaowei Jiang,Luheng Zhang,Yanqing Tang,Xizhe Zhang,Fei Wang
出处
期刊:Australian and New Zealand Journal of Psychiatry [SAGE Publishing]
卷期号:56 (9): 1187-1198
标识
DOI:10.1177/00048674211031477
摘要

Clinical heterogeneity in major depressive disorder likely reflects the range of etiology and contributing factors in the disorder, such as genetic risk. Identification of more refined subgroups based on biomarkers such as white matter integrity and lipid-related metabolites could facilitate precision medicine in major depressive disorder.A total of 148 participants (15 genetic high-risk participants, 57 patients with first-episode major depressive disorder and 76 healthy controls) underwent diffusion tensor imaging and plasma lipid profiling. Alterations in white matter integrity and lipid metabolites were identified in genetic high-risk participants and patients with first-episode major depressive disorder. Then, shared alterations between genetic high-risk and first-episode major depressive disorder were used to develop an imaging x metabolite diagnostic panel for genetically based major depressive disorder via factor analysis and logistic regression. A fivefold cross-validation test was performed to evaluate the diagnostic panel.Alterations of white matter integrity in corona radiata, superior longitudinal fasciculus and the body of corpus callosum and dysregulated unsaturated fatty acid metabolism were identified in both genetic high-risk participants and patients with first-episode major depressive disorder. An imaging x metabolite diagnostic panel, consisting of measures for white matter integrity and unsaturated fatty acid metabolism, was identified that achieved an area under the receiver operating characteristic curve of 0.86 and had a significantly higher diagnostic performance than that using either measure alone. And cross-validation confirmed the adequate reliability and accuracy of the diagnostic panel.Combining white matter integrity in corpus callosum, superior longitudinal fasciculus and corona radiata, and unsaturated fatty acid profile may improve the identification of genetically based endophenotypes in major depressive disorder to advance precision medicine strategies.
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