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Li S, Li N, Li L, Wang Y, Liu Y, Wang Y, Zhan J. Association of Serum Bilirubin Levels with Macro- and Microvascular Complications in Chinese People with Type 2 Diabetes Mellitus: New Insight on Gender Differences. Diabetes Metab Syndr Obes 2023; 16:597-606. [PMID: 36909349 PMCID: PMC9994670 DOI: 10.2147/dmso.s403483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 02/28/2023] [Indexed: 03/06/2023] Open
Abstract
BACKGROUND Previous studies suggested protective effects of bilirubin against cardiovascular disease, with a possible gender difference. However, the relationship between serum total bilirubin (TBIL) with diabetic macro- and microvascular complications remains unknown. We aimed to examine the association of macro- and microvascular complications with serum TBIL levels. METHODS Serum TBIL was measured in 648 patients with T2DM. Demographic and clinical data were obtained from the inpatient medical record system. Serum TBIL was measured with an automatic biochemistry analyzer according to routine protocols. Parameters of vascular complications, including ankle-brachial index, carotid intima-media thickness, estimated glomerular filtration rate and the urinary albumin to creatinine ratio, were measured and calculated. The association between TBIL and diabetic macro- and microvascular complications was analyzed. RESULTS In multivariable logistic regression, after adjustment for age, sex, body mass index and diabetic duration, higher serum TBIL levels were significantly associated with decreased odds of microalbuminuria (OR = 0.31, [95% CI] 0.16-0.61, P = 0.003) and chronic kidney disease (OR = 0.19, [95% CI] 0.09-0.41, P < 0.001). These associations were only found in male but not in female patients. However, no significant relationship was found between TBIL and peripheral arterial disease or carotid hypertrophy. CONCLUSION Our findings suggest that physiological higher TBIL level might be a protective factor for diabetic microvascular complications.
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Affiliation(s)
- Shuang Li
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
| | - Niman Li
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
| | - Linsen Li
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
| | - Yi Wang
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
| | - Youshuo Liu
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
| | - Yanjiao Wang
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
- Correspondence: Yanjiao Wang; Junkun Zhan, Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China, Email ;
| | - Junkun Zhan
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
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Li W, Bai X, Hao J, Xu X, Lin F, Jiang Q, Ding C, Dai G, Peng F, Zhang M, Feng Y, Wang J, Chen X, Xue T, Guo X, Fu Z, Chen WH, Zhang L, Wang C, Jiao L. Thrombosis origin identification of cardioembolism and large artery atherosclerosis by distinct metabolites. J Neurointerv Surg 2022:neurintsurg-2022-019047. [PMID: 35654581 DOI: 10.1136/neurintsurg-2022-019047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Accepted: 05/13/2022] [Indexed: 11/04/2022]
Abstract
BACKGROUND The diagnosis of cerebral thrombosis origin is challenging and remains unclear. This study aims to identify thrombosis due to cardioembolism (CE) and large artery atherosclerosis (LAA) from a new perspective of distinct metabolites. METHODS Distinct metabolites between 26 CE and 22 LAA origin thrombi, which were extracted after successful mechanical thrombectomy in patients with acute ischemic stroke in the anterior circulation, were analyzed with a ultra performance liquid chromatography coupled with quadrupole time-of-flight mass spectrometry (UPLC-QTOF-MS) system. Enriched metabolic pathways related to the metabolites were identified. Least absolute shrinkage selection operator regression analyses and a filtering method were used to select potential predictors. Furthermore, four machine learning classifiers, including decision tree, logistic regression, random forest (RF), and k means unsupervised classification model, were used to evaluate the predictive ability of the selected metabolites. RESULTS UPLC-QTOF-MS analysis revealed that levels of 88 and 55 metabolites were elevated in LAA and CE thrombi, respectively. Kyoto Encyclopedia of Genes and Genomes analysis revealed a significant difference between the pathways enriched in the two types of thrombi. Six metabolites (diglyceride (DG, 18:3/24:0), DG (22:0/24:0), phytosphingosine, galabiosylceramide (18:1/24:1), triglyceride (15:0/16:1/o-18:0), and glucosylceramide (18:1/24:0)) were finally selected to build a predictive model. The predictive RF model was confirmed to be the best, with a satisfactory stability and prediction capacity (area under the curve=0.889). CONCLUSIONS Six metabolites as potential predictors for distinguishing between cerebral thrombi of CE and LAA origin were identified. The results are useful for understanding the pathogenesis and for secondary stroke prevention.
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Affiliation(s)
- Wei Li
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China.,Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China.,China International Neuroscience Institute (China-INI), Beijing, China
| | - Xuesong Bai
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China.,China International Neuroscience Institute (China-INI), Beijing, China
| | - Jiheng Hao
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Xin Xu
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China.,China International Neuroscience Institute (China-INI), Beijing, China
| | - Feng Lin
- Department of Neurology, Sanming First Hospital and First Hospital of Sanming Affiliated to Fujian Medical University, Sanming City, Fujian Province, China
| | - Qunlong Jiang
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Chunguang Ding
- National Center for Occupational Safety and Health, NHC, Beijing, China
| | - Gaolei Dai
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Fangda Peng
- National Center for Occupational Safety and Health, NHC, Beijing, China
| | - Meng Zhang
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Yao Feng
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Jiyue Wang
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Xianyang Chen
- Zhongguancun Biological and Medical Big Data Center, Beijing, China.,Bao Feng Key Laboratory of Genetics and Metabolism, Beijing, China
| | - Teng Xue
- Bao Feng Key Laboratory of Genetics and Metabolism, Beijing, China.,Zhongyuanborui Key Laborotory of Genetics and Metabolism, Guangdong-Macao In-depth Cooperation Zone in Hengqin, Zhuhai City, Guangdong Province, China
| | - Xiaofan Guo
- Department of Neurology, Loma Linda University Health, Loma Linda, California, USA
| | - Zhaolin Fu
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China.,China International Neuroscience Institute (China-INI), Beijing, China
| | - Wen-Huo Chen
- Department of Neurology, Zhangzhou Affiliated Hospital, Fujian Medical University, Zhangzhou City, Fujian Province, China
| | - Liyong Zhang
- Department of Neurosurgery, Liaocheng People's Hospital, Liaocheng City, Shandong Province, China
| | - Chaodong Wang
- Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing, China.,National Clinical Research Center for Geriatric Diseases, Beijing, China
| | - Liqun Jiao
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China .,China International Neuroscience Institute (China-INI), Beijing, China.,Department of Interventional Neuroradiology, Xuanwu Hospital, Capital Medical University, Beijing, China
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Ji X, Tian L, Yao S, Han F, Niu S, Qu C. A Systematic Review of Body Fluids Biomarkers Associated With Early Neurological Deterioration Following Acute Ischemic Stroke. Front Aging Neurosci 2022; 14:918473. [PMID: 35711907 PMCID: PMC9196239 DOI: 10.3389/fnagi.2022.918473] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 05/10/2022] [Indexed: 11/17/2022] Open
Abstract
Biomarkers are objectively measured biological properties of normal and pathological processes. Early neurological deterioration (END) refers to the deterioration of neurological function in a short time after the onset of acute ischemic stroke (AIS) and is associated with adverse outcomes. Although multiple biomarkers have been found to predict END, there are currently no suitable biomarkers to be applied in routine stroke care. According to the Preferred Reporting Items for Systematic Review standards, we present a systematic review, concentrating on body fluids biomarkers that have shown potential to be transferred into clinical practice. We also describe newly reported body fluids biomarkers that can supply different insights into the mechanism of END. In our review, 40 scientific papers were included. Depending on the various mechanisms, sources or physicochemical characteristics of body fluids biomarkers, we classified related biomarkers as inflammation, protease, coagulation, metabolism, oxidative stress, and excitatory neurotoxicity. The body fluids biomarkers whose related articles are limited or mechanisms are unknown are categorized as other biomarkers. The inflammation-related biomarkers, such as neutrophil-to-lymphocyte ratio and hypersensitive C-reactive protein, play a crucial role among the mentioned biomarkers. Considering the vast heterogeneity of stroke progression, using a single body fluids biomarker may not accurately predict the risk of stroke progression, and it is necessary to combine multiple biomarkers (panels, scores, or indices) to improve their capacity to estimate END.
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Affiliation(s)
- Xiaotan Ji
- Department of Neurology, Shandong Provincial Hospital, Shandong University, Jinan, China
- Department of Neurology, Jining No. 1 People’s Hospital, Jining, China
| | - Long Tian
- Department of Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Shumei Yao
- Department of Neurology, Shandong Provincial Hospital, Shandong University, Jinan, China
| | - Fengyue Han
- Department of Neurology, Shandong Provincial Hospital, Shandong University, Jinan, China
| | - Shenna Niu
- Department of Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Chuanqiang Qu
- Department of Neurology, Shandong Provincial Hospital, Shandong University, Jinan, China
- Department of Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
- *Correspondence: Chuanqiang Qu,
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