101
|
Zhong C, Zhu Z, Wang A, Xu T, Bu X, Peng H, Yang J, Han L, Chen J, Xu T, Peng Y, Wang J, Li Q, Ju Z, Geng D, He J, Zhang Y. Multiple biomarkers covering distinct pathways for predicting outcomes after ischemic stroke. Neurology 2018; 92:e295-e304. [PMID: 30552300 DOI: 10.1212/wnl.0000000000006717] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2018] [Accepted: 09/12/2018] [Indexed: 01/14/2023] Open
Abstract
OBJECTIVE To study the prognostic significance of multiple novel biomarkers in combination after ischemic stroke. METHODS We derived data from the China Antihypertensive Trial in Acute Ischemic Stroke, and 12 informative biomarkers were measured. The primary outcome was the combination of death and major disability (modified Rankin Scale score ≥3) at 3 months after ischemic stroke, and secondary outcomes included major disability, death, and vascular events. RESULTS In 3,405 participants, 866 participants (25.4%) experienced major disability or died within 3 months. In multivariable analyses, elevated high-sensitive C-reactive protein, complement C3, matrix metalloproteinase-9, hepatocyte growth factor, and antiphosphatidylserine antibodies were individually associated with the primary outcome. Participants with a larger number of elevated biomarkers had increased risk of all study outcomes. The adjusted odds ratios (95% confidence intervals) of participants with 5 elevated biomarkers were 3.88 (2.05-7.36) for the primary outcome, 2.81 (1.49-5.33) for major disability, 5.67 (1.09-29.52) for death, and 4.00 (1.22-13.14) for vascular events, compared to those with no elevated biomarkers. Simultaneously adding these 5 biomarkers to the basic model with traditional risk factors led to substantial reclassification for the combined outcome (net reclassification improvement 28.5%, p < 0.001; integrated discrimination improvement 2.2%, p < 0.001) and vascular events (net reclassification improvement 37.0%, p = 0.001; integrated discrimination improvement 0.8%, p = 0.001). CONCLUSION We observed a clear gradient relationship between the numbers of elevated novel biomarkers and risk of major disability, mortality, and vascular events. Incorporation of a combination of multiple biomarkers observed substantially improved the risk stratification for adverse outcomes in ischemic stroke patients.
Collapse
Affiliation(s)
- Chongke Zhong
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Zhengbao Zhu
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Aili Wang
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Tan Xu
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Xiaoqing Bu
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Hao Peng
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Jingyuan Yang
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Liyuan Han
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Jing Chen
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Tian Xu
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Yanbo Peng
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Jinchao Wang
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Qunwei Li
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Zhong Ju
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Deqin Geng
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China
| | - Jiang He
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China.
| | - Yonghong Zhang
- From the Department of Epidemiology (C.Z., Z.Z., A.W., Tan Xu, X.B., H.P., J.Y., L.H., Tian Xu, Y.Z.), School of Public Health and Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Medical College of Soochow University, Suzhou, China; Department of Epidemiology (C.Z., J.C., J.H.), Tulane University School of Public Health and Tropical Medicine, New Orleans, LA; Department of Epidemiology (J.Y.), School of Public Health, Guizhou Medical University, Guiyang; Department of Preventive Medicine (L.H.), Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, China; Department of Medicine (J.C., J.H.), Tulane University School of Medicine, New Orleans, LA; Department of Neurology (Tian Xu), Affiliated Hospital of Nantong University, Nantong; Department of Neurology (Y.P.), Affiliated Hospital of North China University of Science and Technology; Department of Neurology (J.W.), Yutian County Hospital, Tangshan; Department of Epidemiology (Q.L.), School of Public Health, Taishan Medical College, Taian; Department of Neurology (Z.J.), Kerqin District First People's Hospital of Tongliao City, Tongliao; and Department of Neurology (D.G.), Affiliated Hospital of Xuzhou Medical College, Xuzhou, China.
| |
Collapse
|