Integrated Analysis Reveals Altered Lipid and Glucose Metabolism and Identifies NOTCH2 as a Biomarker for Parkinson's Disease Related Depression

被引:43
作者
Dong, Mei-Xue [1 ,2 ]
Feng, Xia [3 ]
Xu, Xiao-Min [1 ]
Hu, Ling [4 ]
Liu, Yang [1 ]
Jia, Si-Yu [1 ]
Li, Bo [1 ]
Chen, Wei [5 ]
Wei, You-Dong [1 ]
机构
[1] Chongqing Med Univ, Affiliated Hosp 1, Dept Neurol, Chongqing, Peoples R China
[2] Wuhan Univ, Hubei Gen Hosp, Renmin Hosp, Dept Neurol, Wuhan, Hubei, Peoples R China
[3] Peoples Hosp Tongliang Dist, Dept Neurol, Chongqing, Peoples R China
[4] Fifth Peoples Hosp Chongqing, Dept Neurol, Chongqing, Peoples R China
[5] Shanghai Appl Prot Technol Co Ltd, Shanghai, Peoples R China
关键词
Parkinson's disease; depression; proteomics; metabolomics; integrated analysis; biomarker; QUANTITATIVE PROTEOMIC ANALYSIS; LIQUID-CHROMATOGRAPHY; RISK; METABOLOMICS; PREVALENCE; DISCOVERY; DYSFUNCTION; ASSOCIATION; VALIDATION; SYMPTOMS;
D O I
10.3389/fnmol.2018.00257
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Depression is a common comorbidity in Parkinson's disease (PD) but is underdiagnosed. We aim to investigate the altered metabolic pathways of Parkinson's disease-related depression (PDD) in plasma and to identify potential biomarkers for clinical diagnosis. Consecutive patients with PD were recruited, clinically assessed, and patients with PDD identified. Fasting plasma samples were collected from 99 patients and differentially expressed metabolites and proteins between patients with PDD and PD were identified using non-targeted liquid chromatography-mass spectrometry (LC-MS)-based metabolomics and tandem mass tag (TMT)-based proteomics analysis, followed by an integrated analysis. Based on the above results, enzyme-linked immune sorbent assay (ELISA) tests were then performed to identify potential biomarkers for PDD. In clinics, patients with PDD suffered less hypertension and had lower serum low-density lipoprotein cholesterol and apolipoprotein B levels when compared to the other patients with PD. A total of 85 differentially expressed metabolites were identified in metabolomics analysis. These metabolites were mainly lipids and lipid-like molecules, involved in lipid and glucose metabolic pathways. According to proteomics analysis, 17 differentially expressed proteins were identified, and 12 metabolic pathways were enriched, which were predominantly related to glucose metabolism. Integrated analysis indicated that altered lipid and glucose metabolism in PDD may induce cellular injury through oxidative stress. Additionally, plasma levels of several proteins were confirmed to be significantly altered and correlated with depressive severity. NOTCH2 may be a potential blood biomarker for PDD, with an optimal cut-off point of 0.91 ng/ml, a sensitivity value of 95.65%, and a specificity value of 81.58%. Depressive symptoms are associated with lipid and glucose metabolism in patients with PD and NOTCH2 may be a potential blood biomarker for the clinical diagnosis of PDD.
引用
收藏
页数:18
相关论文
共 62 条
[1]   A systematic review of prevalence studies of dementia in Parkinson's disease [J].
Aarsland, D ;
Zaccai, J ;
Brayne, C .
MOVEMENT DISORDERS, 2005, 20 (10) :1255-1263
[2]   Constipation preceding Parkinson's disease: a systematic review and meta-analysis [J].
Adams-Carr, Kerala L. ;
Bestwick, Jonathan P. ;
Shribman, Samuel ;
Lees, Andrew ;
Schrag, Anette ;
Noyce, Alastair J. .
JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 2016, 87 (07) :710-716
[3]   Glycemia, Insulin Resistance, Insulin Secretion, and Risk of Depressive Symptoms in Middle Age [J].
Akbaraly, Tasnime N. ;
Kumari, Meena ;
Head, Jenny ;
Ritchie, Karen ;
Ancelin, Marie-Laure ;
Tabak, Adam G. ;
Brunner, Eric ;
Chaudieu, Isabelle ;
Marmot, Michael G. ;
Ferrie, Jane E. ;
Shipley, Martin J. ;
Kivimaeki, Mika .
DIABETES CARE, 2013, 36 (04) :928-934
[4]   Next-generation proteomics: towards an integrative view of proteome dynamics [J].
Altelaar, A. F. Maarten ;
Munoz, Javier ;
Heck, Albert J. R. .
NATURE REVIEWS GENETICS, 2013, 14 (01) :35-48
[5]   EFNS/MDS-ES recommendations for the diagnosis of Parkinson's disease [J].
Berardelli, A. ;
Wenning, G. K. ;
Antonini, A. ;
Berg, D. ;
Bloem, B. R. ;
Bonifati, V. ;
Brooks, D. ;
Burn, D. J. ;
Colosimo, C. ;
Fanciulli, A. ;
Ferreira, J. ;
Gasser, T. ;
Grandas, F. ;
Kanovsky, P. ;
Kostic, V. ;
Kulisevsky, J. ;
Oertel, W. ;
Poewe, W. ;
Reese, J. -P. ;
Relja, M. ;
Ruzicka, E. ;
Schrag, A. ;
Seppi, K. ;
Taba, P. ;
Vidailhet, M. .
EUROPEAN JOURNAL OF NEUROLOGY, 2013, 20 (01) :16-+
[6]   Computational solutions for omics data [J].
Berger, Bonnie ;
Peng, Jian ;
Singh, Mona .
NATURE REVIEWS GENETICS, 2013, 14 (05) :333-346
[7]  
Bouvier E, 2017, MOL PSYCHIATR, V22, P1701, DOI 10.1038/mp.2016.144
[8]   Prevalence of anxiety in Parkinson's disease: A systematic review and meta-analysis [J].
Broen, Martijn P. G. ;
Narayen, Nadia E. ;
Kuijf, Mark L. ;
Dissanayaka, Nadeeka N. W. ;
Leentjens, Albert F. G. .
MOVEMENT DISORDERS, 2016, 31 (08) :1125-1133
[9]   The Impact of Systems Biology on Bioprocessing [J].
Campbell, Kate ;
Xia, Jianye ;
Nielsen, Jens .
TRENDS IN BIOTECHNOLOGY, 2017, 35 (12) :1156-1168
[10]   Association of depression with pre-diabetes, undiagnosed diabetes, and previously diagnosed diabetes: a meta-analysis [J].
Chen, Shengguang ;
Zhang, Qian ;
Dai, Guoxing ;
Hu, Jiawen ;
Zhu, Chenting ;
Su, Lijie ;
Wu, Xianzheng .
ENDOCRINE, 2016, 53 (01) :35-46