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Wang H, Tian X, Liao Z, Yue X, Sun L, Li X, Zou M, Ding J. Inflammatory biomarkers may be associated with poor outcomes after mechanical thrombectomy. Thromb J 2024; 22:58. [PMID: 38982506 PMCID: PMC11234743 DOI: 10.1186/s12959-024-00630-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 06/28/2024] [Indexed: 07/11/2024] Open
Abstract
BACKGROUND Mechanical thrombectomy (MT) has become the mainstay of treatment for acute ischemic stroke (AIS) recently. This case-control study aimed to identify the pivotal role of inflammation in the prognosis of AIS patients after MT. METHODS Altogether, 70 AIS patients who underwent MT were retrospectively recruited for this study. Receiver operating characteristic analysis was performed to demonstrate the sensitivity and specificity of the inflammatory variables for predicting prognosis. A meta-analysis was performed to pool the published results together. Stata software was used for analysis. RESULTS There was no differences in pre-MT inflammatory biomarkers between patients who survived and those who died, as well as patients with modified Rankin Scale (mRS) 0-2 and mRS ≥ 3. In contrast, post-MT C-reactive protein (CRP) levels might be a potential parameter to predict death after thrombectomy [area under the curve (AUC), 95%confidence interval (CI), 0.737, 0.587-0.887; p = 0.005; optimal cutoff value = 4.565]. Moreover, post-MT monocyte count might be an appropriate parameter to predict poor long-term prognosis after thrombectomy (AUC, 95%CI, 0.704, 0.575-0.833; p = 0.017; optimal cutoff value = 0.345). A meta-analysis revealed that the pre-MT inflammatory indices, including white blood cell count (weighted mean difference, 95%CI, 1.32, 1.01-1.63), neutrophil count (1.23, 0.95-1.51), monocyte count (0.05, 0.02-0.09), neuthrophil-to-lymphocyte ratio (2.42, 1.98-2.87) and platelet-to-lymphocyte ratio (24.65, 7.99-41.32), were higher in patients with 3-month mRS ≥ 3, and the lymphocyte count (-0.31,-0.43 to -0.18) was lower in this cohort. CONCLUSIONS Inflammatory indices were significantly associated with the prognosis of patients undergoing MT, especially post-MT CRP and monocyte count, which can predict long-term outcomes.
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Affiliation(s)
- Hong Wang
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Xiaobing Tian
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Zhangyuan Liao
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Xuanye Yue
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Libin Sun
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Xingrong Li
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Ming Zou
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, 300052, China
| | - Jiayue Ding
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, 300052, China.
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Cao W, Song Y, Bai X, Yang B, Li L, Wang X, Wang Y, Chang W, Chen Y, Wang Y, Chen J, Gao P, Jiao L, Xu X. Systemic-inflammatory indices and clinical outcomes in patients with anterior circulation acute ischemic stroke undergoing successful endovascular thrombectomy. Heliyon 2024; 10:e31122. [PMID: 38778990 PMCID: PMC11109896 DOI: 10.1016/j.heliyon.2024.e31122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Revised: 04/01/2024] [Accepted: 05/10/2024] [Indexed: 05/25/2024] Open
Abstract
Background There is a lack of comprehensive profile assessment on complete blood count (CBC)-derived systemic-inflammatory indices, and their correlations with clinical outcome in patients with anterior circulation acute ischemic stroke (AIS) who achieved successful recanalization by endovascular thrombectomy (EVT). Methods Patients with anterior circulation AIS caused by large vessel occlusion (AIS-LVO) were retrospectively screened from December 2018 to December 2022. Systemic-inflammatory indices including ratios of neutrophil-to-lymphocyte (NLR), monocyte-to-lymphocyte (MLR), platelet-to-lymphocyte (PLR), and platelet-to-neutrophil (PNR), systemic immune-inflammation index (SII), systemic inflammation response index (SIRI), and aggregate inflammation systemic index (AISI) on admission and the first day post-EVT were calculated. Their correlations with symptomatic intracranial hemorrhage (sICH) and unfavorable 90-day functional outcome (modified Rankin Scale score of 3-6) were analyzed. Results A total of 482 patients [65 (IQR, 56-72) years; 33 % female] were enrolled, of which 231 (47.9 %) had unfavorable 90-day outcome and 50 (10.4 %) developed sICH. Day 1 neutrophil and monocyte counts, NLR, MLR, PLR, SII, SIRI, and AISI were increased, while lymphocyte and PNR were decreased compared to their admission levels. In multivariate analyses, neutrophil count, NLR, SII, and AISI on day 1 were independently associated with 90-day functional outcome. Moreover, day 1 neutrophil count, NLR, MLR, PLR, PNR, SII, and SIRI were independently linked to the occurrence of sICH. No admission variables were identified as independent risk factors for patient outcomes. Conclusion CBC-derived systemic-inflammatory indices measured on the first day after successful EVT are predictive of 90-day functional outcome and the sICH occurrence in patients with anterior circulation AIS-LVO.
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Affiliation(s)
- Wenbo Cao
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
- Jinan Hospital of Xuanwu Hospital, Capital Medical University, 5106 Jingshi Road, Jinan, Shandong, 250100, China
| | - Yiming Song
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
| | - Xuesong Bai
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
| | - Bin Yang
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
| | - Long Li
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
- Jinan Hospital of Xuanwu Hospital, Capital Medical University, 5106 Jingshi Road, Jinan, Shandong, 250100, China
| | - Xinyu Wang
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
| | - Yuxin Wang
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
| | - Wenxuan Chang
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
| | - Yanfei Chen
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
| | - Yabing Wang
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
| | - Jian Chen
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
| | - Peng Gao
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
| | - Liqun Jiao
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
- Jinan Hospital of Xuanwu Hospital, Capital Medical University, 5106 Jingshi Road, Jinan, Shandong, 250100, China
- Department of Interventional Neuroradiology, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
| | - Xin Xu
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, 45 Changchun Street, Beijing, 100053, China
- China International Neuroscience Institute (China-INI), 45 Changchun Street, Beijing, 100053, China
- Jinan Hospital of Xuanwu Hospital, Capital Medical University, 5106 Jingshi Road, Jinan, Shandong, 250100, China
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Wang C, Li T, Jia Z, Qiu K, Jiang R, Hang Y, Ni H, Cao Y, Zhao L, Li M, Jiao J, Shi H, Zhang J, Liu S. Radiomics features on computed tomography reflect thrombus histological age prior to endovascular treatment of acute ischemic stroke. J Stroke Cerebrovasc Dis 2023; 32:107358. [PMID: 37716105 DOI: 10.1016/j.jstrokecerebrovasdis.2023.107358] [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: 06/16/2023] [Revised: 09/05/2023] [Accepted: 09/11/2023] [Indexed: 09/18/2023] Open
Abstract
PURPOSE To investigate the role of radiomics features in thrombus age identification and establish a CT-based radiomics model for predicting thrombus age of large vessel occlusion stroke patients. METHODS We retrospectively reviewed patients with middle cerebral artery occlusion receiving mechanical thrombectomy from July 2020 to March 2022 at our center. The retrieved clots were stained with Hematoxylin and Eosin (H&E) and determined as fresh or older thrombi based on coagulation age. Clot-derived radiomics features were selected by least absolute shrinkage and selection operator (LASSO) regression analysis, by which selected radiomics features were integrated into the Rad-score via the corresponding coefficients. The prediction performance of Rad-score in thrombus age was evaluated with the area under the curve (AUC) of receiver operating characteristic (ROC) curve analysis. RESULTS A total of 104 patients were included in our analysis, with 52 in training and 52 in validation cohort. Older thrombi were characterized with delayed procedure time, worse functional outcome and marginally associated with more attempts of device. We extracted 982 features from NCCT images. Following T test and LASSO analysis in training cohort, six radiomics features were selected, based on which the Rad-score was generated by the linear combination of features. The Rad-score showed satisfactory performance in distinguishing fresh with older thrombi, with the AUC of 0.873 (95 %CI: 0.777-0.956) and 0.773 (95 %CI: 0.636-0.910) in training and validation cohort, respectively. CONCLUSION This study established and validated a CT-based radiomics model that could accurately differentiate fresh with older thrombi for stroke patients receiving mechanical thrombectomy.
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Affiliation(s)
- Chendong Wang
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd Gulou District, Nanjing, Jiangsu 210029, China
| | - Tao Li
- Department of Pathology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd, Nanjing 210029, China
| | - Zhenyu Jia
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd Gulou District, Nanjing, Jiangsu 210029, China
| | - Kai Qiu
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd Gulou District, Nanjing, Jiangsu 210029, China
| | - Runhao Jiang
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd Gulou District, Nanjing, Jiangsu 210029, China
| | - Yu Hang
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd Gulou District, Nanjing, Jiangsu 210029, China
| | - Heng Ni
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd Gulou District, Nanjing, Jiangsu 210029, China
| | - Yuezhou Cao
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd Gulou District, Nanjing, Jiangsu 210029, China
| | - Linbo Zhao
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd Gulou District, Nanjing, Jiangsu 210029, China
| | - Mingfang Li
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd, Nanjing 210029, China
| | - Jincheng Jiao
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd, Nanjing 210029, China
| | - Haibin Shi
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd Gulou District, Nanjing, Jiangsu 210029, China
| | - Jiulou Zhang
- Department of Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd, Nanjing 210029, China
| | - Sheng Liu
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Rd Gulou District, Nanjing, Jiangsu 210029, China.
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Zhang P, Xu P, Duan Z, Zhang F, Fang Y, Yan D, Zhang H, Cai Q, Huang X, Huang Z, Gu M, Xiao L, Wang J, Sun W. Effects of admission systemic inflammatory indicators on clinical outcomes in patients with vertebrobasilar artery occlusion: insight from the PERSIST registry. J Neurointerv Surg 2023; 15:e270-e276. [PMID: 36418161 DOI: 10.1136/jnis-2022-019437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 11/07/2022] [Indexed: 11/24/2022]
Abstract
BACKGROUND Few studies have focused on the effect of systemic inflammation in vertebrobasilar artery occlusion (VBAO). The aim of this study was to investigate the relationship between inflammatory indicators and the prognosis of VBAO patients receiving endovascular treatment (EVT). METHOD Patients with VBAO who were treated with EVT within 24 hours of the estimated occlusion time were included in this study. Multivariate logistic regression and elastic net regularization were performed to analyze the effects of inflammatory indicators on the prognosis of patients with VBAO. The primary outcome was unfavorable outcome (a modified Rankin Scale score of 4-6) at 90 days. Secondary outcomes included symptomatic intracranial hemorrhage, in-hospital mortality, 90 day mortality, 1 year unfavorable outcome, and mortality. RESULTS 560 patients were included in the study. Multivariate analysis showed that white blood cells (W), neutrophils (N), neutrophil to lymphocyte ratio (NLR), platelet to neutrophil ratio, platelet to white blood cell ratio, and NLR to platelet ratio were associated with the primary outcome. Elastic net regularization indicated that W, N, and NLR were the major inflammatory predictors of unfavorable outcome at 90 days. For long term prognosis, we found that the inflammatory indicators that predicted 1 year outcomes were consistent with those that predicted 90 day outcomes. CONCLUSION Inflammatory indicators, especially W, N, and NLR, were associated with moderate and long term prognosis of patients with VBAO treated with EVT.
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Affiliation(s)
- Pan Zhang
- Stroke Center & Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Pengfei Xu
- Stroke Center & Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Zuowei Duan
- Department of Neurology, Second Affiliated Hospital of Xuzhou Medical University, Xuzhou, China
| | - Feng Zhang
- Stroke Center & Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Yirong Fang
- Stroke Center & Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Dingyi Yan
- Stroke Center & Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Hanhong Zhang
- Stroke Center & Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Qiankun Cai
- The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Xianjun Huang
- Department of Neurology, Yijishan Hospital, Wannan Medical College, Wuhu, China
| | - Zhixin Huang
- Department of Neurology, Guangdong Second Provincial General Hospita, Guangzhou, China
| | - Mengmeng Gu
- Department of Neurology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China
| | - Lulu Xiao
- Department of Neurology, Affiliated Jinling Hospital, Medical School of Nanjing University, Nanjing, China
| | - Jinjing Wang
- Department of Neurology, Affiliated Jinling Hospital, Medical School of Nanjing University, Nanjing, China
| | - Wen Sun
- Stroke Center & Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
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Li R, Yin Y, Cai X, Zhu Y, Feng S, Sun J, Tao C, Xu P, Wang L, Song J, Zhou Q, Liu W, Hu W. Effect of routine inflammatory markers on clinical outcomes in acute basilar artery occlusion after endovascular thrombectomy: Results from ATTENTION registry. Int J Stroke 2023; 18:976-985. [PMID: 37154610 DOI: 10.1177/17474930231176948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
BACKGROUND To investigate the relationship between clinical routine inflammatory markers, including neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), mean platelet volume (MPV), white blood cell count (WBC), neutrophils, lymphocytes, and platelets with clinical outcomes in acute basilar artery occlusion (BAO) patients receiving endovascular treatment (EVT). METHODS We recruited 2134 acute BAO patients from 48 stroke centers across 22 Chinese provinces in the ATTENTION registry from 2017 to 2021. Blood samples were drawn at admission. An unfavorable functional outcome was defined using a modified Rankin Scale (mRS) of 4-6 at 90 days. Safety outcomes included mortality within 90 days and symptomatic intracerebral hemorrhage within 3 days. RESULTS A total of 1044 patients were included in the final study. After adjusting for confounding factors, the upper quartiles of WBC and NLR were related to 90-day unfavorable functional outcome (mRS = 4-6) compared with those in the lowest quartile (WBC: quartile 4, odds ratio (OR) = 1.85, 95% confidence interval (CI) = 1.22-2.80; NLR: quartile 4, OR = 2.02, 95% CI = 1.34-3.06). The higher quartiles of WBC and NLR were also related to the increased risk of mortality at 90 days. Restricted cubic spline regression analysis showed an incremental trend between NLR and 90-day unfavorable functional outcome (Pnonlinearity = 0.055). In subgroup analysis, a significant interaction was found between NLR and bridging therapy for predicting unfavorable functional outcome (P = 0.006). CONCLUSION Higher WBC and NLR on admission are significantly related to unfavorable functional outcome and mortality at 90 days in acute BAO patients receiving EVT. Significant interaction was found between increased NLR and bridging therapy on these outcome measures.
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Affiliation(s)
- Rui Li
- Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Yamei Yin
- Department of Neurology, Provincial Hospital Affiliated to Anhui Medical University, Hefei, China
| | - Xueli Cai
- Department of Neurology, Lishui Municipal Central Hospital, Lishui, China
| | - Yuyou Zhu
- Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Shuo Feng
- Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Jun Sun
- Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Chunrong Tao
- Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Pengfei Xu
- Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Li Wang
- Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Jianlong Song
- Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Qingqing Zhou
- Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Wenhua Liu
- Department of Neurology, Wuhan No. 1 Hospital, Wuhan, China
| | - Wei Hu
- Department of Neurology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
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Kim Y, Sohn JH, Kim C, Park SY, Lee SH. The Clinical Value of Neutrophil-to-Lymphocyte Ratio and Platelet-to-Lymphocyte Ratio for Predicting Hematoma Expansion and Poor Outcomes in Patients with Acute Intracerebral Hemorrhage. J Clin Med 2023; 12:jcm12083004. [PMID: 37109337 PMCID: PMC10145379 DOI: 10.3390/jcm12083004] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 04/06/2023] [Accepted: 04/19/2023] [Indexed: 04/29/2023] Open
Abstract
There is little knowledge of the effect of inflammatory markers on the prognoses of hematoma expansion (HE) in patients with intracranial hemorrhage (ICH). We evaluated the impact of neutrophil-lymphocyte ratio (NLR) and platelet-lymphocyte ratio (PLR) on HE and worse outcomes after acute ICH. This study included 520 consecutive patients with ICH from the registry database enrolled over 80 months. Patients' whole blood samples were collected upon arrival in the emergency department. Brain computed tomography scans were performed during hospitalization and repeated at 24 h and 72 h. The primary outcome measure was HE, defined as relative growth >33% or absolute growth <6 mL. A total of 520 patients were enrolled in this study. Multivariate analysis showed that NLR and PLR were associated with HE (NLR: odds ratio [OR], [95% CI] = 1.19 [1.12-1.27], p < 0.001; PLR: OR, [95% CI] = 1.01 [1.00-1.02], p = 0.04). Receiver operating characteristic curve analysis revealed that NLR and PLR could predict HE (AUC of NLR: 0.84, 95% CI [0.80-0.88], p < 0.001; AUC of PLR: 0.75 95% CI [0.70-0.80], p < 0.001). The cut-off value of NLR for predicting HE was 5.63, and that of PLR was 23.4. Higher NLR and PLR values increase HE risk in patients with ICH. NLR and PLR were reliable for predicting HE after ICH.
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Affiliation(s)
- Yejin Kim
- Institute of New Frontier Research Team, Hallym University, Chuncheon 24252, Republic of Korea
| | - Jong-Hee Sohn
- Institute of New Frontier Research Team, Hallym University, Chuncheon 24252, Republic of Korea
- Department of Neurology, Hallym University Chuncheon Sacred Heart Hospital, Chuncheon 24252, Republic of Korea
| | - Chulho Kim
- Institute of New Frontier Research Team, Hallym University, Chuncheon 24252, Republic of Korea
- Department of Neurology, Hallym University Chuncheon Sacred Heart Hospital, Chuncheon 24252, Republic of Korea
| | - So Young Park
- Department of Endocrinology and Metabolism, Kyung Hee University Hospital, Seoul 02447, Republic of Korea
| | - Sang-Hwa Lee
- Institute of New Frontier Research Team, Hallym University, Chuncheon 24252, Republic of Korea
- Department of Neurology, Hallym University Chuncheon Sacred Heart Hospital, Chuncheon 24252, Republic of Korea
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Yu M, Xiao G, Han L, Peng L, Wang H, He S, Lyu M, Zhu Y. QiShen YiQi and its components attenuate acute thromboembolic stroke and carotid thrombosis by inhibition of CD62P/PSGL-1-mediated platelet-leukocyte aggregate formation. Biomed Pharmacother 2023; 160:114323. [PMID: 36738500 DOI: 10.1016/j.biopha.2023.114323] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 01/20/2023] [Accepted: 01/26/2023] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND QiShen YiQi (QSYQ) dropping pill, a component-based Chinese medicine consisting of benefiting Qi (YQ) and activating blood (HX) components, has been reported to exert a beneficial effect on cerebral ischemia-induced stroke. However, its efficacy and pharmacological mechanism on acute thromboembolic stroke is not clear. PURPOSE This study is to explore the preventative effect and pharmacological mechanism of QSYQ and its YQ/HX components on the formation of platelet-leukocyte aggregation (PLA) in acute thromboembolic stroke. STUDY DESIGN AND METHODS In vivo thromboembolic stroke model and FeCl3-induced carotid arterial occlusion models were used. Immunohistochemistry, Western blot, RT-qPCR, and flow cytometry experiments were performed to reveal the pharmacological mechanisms of QSYQ and its YQ/HX components. RESULTS In thromboembolic stroke rats, QSYQ significantly attenuated infarct area, improved neurological recovery, reduced PLA formation, and inhibited P-selection (CD62P)/ P-selectin glycoprotein ligand-1 (PSGL-1) expressions. The YQ component preferentially down-regulated PSGL-1 expression in leukocyte, while the HX component preferentially down-regulated CD62P expression in platelet. In carotid arterial thrombosis mice, QSYQ and its YQ/HX components inhibited thrombus formation, prolonged vessel occlusion time, reduced circulating leukocytes and P-selectin expression. PLA formation and platelet/leukocyte adhesion to endothelial cell were also inhibited by QSYQ and its YQ/HX components in vitro. CONCLUSION QSYQ and YQ/HX components attenuated thromboembolic stroke and carotid thrombosis by decreasing PLA formation via inhibiting CD62P/PSGL-1 expressions. This study shed a new light on the prevention of thromboembolic stroke.
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Affiliation(s)
- Mingxing Yu
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Beihua South Road, JingHai District, Tianjin 301617, China
| | - Guangxu Xiao
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Beihua South Road, JingHai District, Tianjin 301617, China
| | - Linhong Han
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Beihua South Road, JingHai District, Tianjin 301617, China
| | - Li Peng
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Beihua South Road, JingHai District, Tianjin 301617, China
| | - Huanyi Wang
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Beihua South Road, JingHai District, Tianjin 301617, China
| | - Shuang He
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Beihua South Road, JingHai District, Tianjin 301617, China
| | - Ming Lyu
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Beihua South Road, JingHai District, Tianjin 301617, China.
| | - Yan Zhu
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Beihua South Road, JingHai District, Tianjin 301617, China.
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A nomogram for predicting thrombus composition in stroke patients with large vessel occlusion: combination of thrombus density and perviousness with clinical features. Neuroradiology 2023; 65:371-380. [PMID: 36064806 DOI: 10.1007/s00234-022-03046-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 08/24/2022] [Indexed: 01/25/2023]
Abstract
PURPOSE To establish a nomogram incorporating pretreatment imaging parameters and clinical characteristics for predicting the thrombus composition of acute ischemic stroke (AIS) with large vessel occlusion (LVO). METHODS We retrospectively enrolled patients with occlusion of the Middle Cerebral Artery (MCA) who underwent Mechanical Thrombectomy (MT). Retrieved thrombi were stained with Hematoxylin and Eosin (H&E) and Martius Scarlet Blue (MSB). Thrombi are assigned to the Fibrin-rich or RBC-rich group based on the relative fractions of Red Blood Cells (RBC), fibrin, and platelet. The independent risk factors for Fibrin-rich clots were determined via univariate and multivariate logistic regression analysis and were then integrated to establish a nomogram. RESULTS In total, 98 patients were included in this study. Patients with fibrin-rich clots had worse functional outcome [modified Rankin scale (mRS) 0-2, 34.7% vs 63.2%, p = 0.005], longer procedure time (76.8 min vs 50.8 min, p = 0.001), and increased maneuvers of MT (1.84 vs 1.46, p = 0.703) than those with RBC-rich clots. The independent risk factors for Fibrin-rich clots were lower perviousness measured by Non-Contrast Computer Tomography (NCCT) and CT Angiography (CTA), lower thrombus relative attenuation on NCCT, elevated Platelet-WBC ratio (PWR) of admission peripheral blood, and previous antithrombotic medication. The nomogram showed good discrimination with an area under the Receiver Operating Characteristic (ROC) curve (AUC) of 0.852 (95% CI: 0.778-0.926). The calibration curve and decision curve analysis also displayed satisfactory accuracy and clinical utility. CONCLUSION This study has developed and internally validated an easy-to-use nomogram which can help predict clot composition and optimize therapeutic strategies for thrombectomy.
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Xu T, Zhou Y, Wu X, Zhou H, Zhang Y, Yu C, He S, Lv M, Yang P, Zhang Y, Xing P, Zhang L, Ye X, Peng Y, Liu S, Zhang L, Zhu Q, Ke K, Liu J. Platelet count and clinical outcomes among ischemic stroke patients with endovascular thrombectomy in DIRECT-MT. Clin Chem Lab Med 2022; 60:1675-1682. [PMID: 35938913 DOI: 10.1515/cclm-2022-0317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 07/11/2022] [Indexed: 11/15/2022]
Abstract
OBJECTIVES The prognostic role of baseline platelet count (PLT) in acute ischemic stroke patients with large vessel occlusion undergoing endovascular thrombectomy is unclear. Whether PLT modifies alteplase treatment effect on clinical outcome in those patients is also uncertain. METHODS We derived data from a multicenter randomized clinical trial (DIRECT-MT) comparing intravenous alteplase before endovascular treatment vs. endovascular treatment only. The 654 patients with available PLT data were included. Primary outcome was the ordinal modified Rankin Scale (mRS) score evaluated at 90 days. We also assessed various secondary and safety outcomes. RESULTS After adjusting for confounding factors, patients in the top tertile of PLT had a significantly lower risk of a worse shift in the distribution of mRS score (Odds Ratio: 0.671, 95% Confidence Interval: 0.473-0.953, p for trend=0.025), major disability and death (Odds Ratio: 0.617, 95% Confidence Interval: 0.393-0.97, p for trend=0.037) as well as death (Odds Ratio: 0.544, 95% Confidence Interval: 0.313-0.947, p for trend=0.031), respectively, compared with the bottom one. Among patients in the bottom tertile of PLT, combination therapy was associated with a better imaging outcome of eTICI score of 2b, 2c or 3 on final angiogram (Odds Ratio: 3.23, 95% Confidence Interval: 1.49-7.002) with a marginally significant interaction effect. CONCLUSIONS Participants with higher baseline PLT had a decreased risk of poor functional outcomes. Low baseline PLT modified alteplase treatment effect on the eTICI score on final angiogram. Combination therapy was beneficial for patients with low baseline PLT to have a better reperfusion status.
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Affiliation(s)
- Tian Xu
- Department of Neurology, Affiliated Hospital of Nantong University, Nantong, P.R. China
| | - Yu Zhou
- Department of Neurosurgery, Naval Medical University Changhai Hospital, Shanghai, P.R. China
| | - Xinmin Wu
- Department of Neurology, Affiliated Hospital of Nantong University, Nantong, P.R. China
| | - Hongzhi Zhou
- Department of Neurology, Affiliated Hospital of Nantong University, Nantong, P.R. China
| | - Yunfeng Zhang
- Department of Neurology, Affiliated Hospital of Nantong University, Nantong, P.R. China
| | - Chao Yu
- Department of Neurology, Affiliated Hospital of Nantong University, Nantong, P.R. China
| | - Shuang He
- Department of Neurology, Affiliated Hospital of Nantong University, Nantong, P.R. China
| | - Meiyun Lv
- Department of Neurology, Affiliated Hospital of Nantong University, Nantong, P.R. China
| | - Pengfei Yang
- Department of Neurosurgery, Naval Medical University Changhai Hospital, Shanghai, P.R. China
| | - Yongwei Zhang
- Department of Neurology, Naval Medical University Changhai hospital, Shanghai, P.R. China
| | - Pengfei Xing
- Department of Neurology, Naval Medical University Changhai hospital, Shanghai, P.R. China
| | - Lei Zhang
- Department of Neurosurgery, Naval Medical University Changhai Hospital, Shanghai, P.R. China
| | - Xiaofei Ye
- Department of Statistics, Naval Medical University, Shanghai, P.R. China
| | - Ya Peng
- Department of Neurosurgery, Third Affiliated Hospital of Soochow University, Changzhou, P.R. China
| | - Sheng Liu
- Department of Radiology, Jiangsu Provincial People's Hospital of Nanjing Medical University, Nanjing, P.R. China
| | - Liyong Zhang
- Department of Neurosurgery, Liaocheng People's Hospital of Shandong First Medical University, Liaocheng, P.R. China
| | - Qiyi Zhu
- Department of Neurology, Linyi People's Hospital of Qingdao University, Linyi, P.R. China
| | - Kaifu Ke
- Department of Neurology, Affiliated Hospital of Nantong University, Nantong, P.R. China
| | - Jianmin Liu
- Department of Neurosurgery, Naval Medical University Changhai Hospital, Shanghai, P.R. China
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Li G, Ma X, Zhao H, Fan J, Liu T, Luo Y, Guo Y. Long non-coding RNA H19 promotes leukocyte inflammation in ischemic stroke by targeting the miR-29b/C1QTNF6 axis. CNS Neurosci Ther 2022; 28:953-963. [PMID: 35322553 PMCID: PMC9062541 DOI: 10.1111/cns.13829] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Revised: 03/02/2022] [Accepted: 03/10/2022] [Indexed: 12/30/2022] Open
Abstract
Aims Inflammatory processes induced by leukocytes are crucially involved in the pathophysiology of acute ischemic stroke. This study aimed to elucidate the inflammatory mechanism of long non‐coding RNA (lncRNA) H19‐mediated regulation of C1q and tumor necrosis factor 6 (C1QTNF6) by sponging miR‐29b in leukocytes during ischemic stroke. Methods H19 and miR‐29b expression in leukocytes of patients with ischemic stroke and rats with middle cerebral artery occlusion were measured by real‐time polymerase chain reaction. H19 siRNA and miR‐29b antagomir were used to knock down H19 and miR‐29b, respectively. We performed in vivo and in vitro experiments to determine the impact of H19 and miR‐29b on C1QTNF6 expression in leukocytes after ischemic injury. Results H19 and C1QTNF6 upregulation, as well as miR‐29b downregulation, was detected in leukocytes of patients with stroke. Moreover, miR‐29b could bind C1QTNF6 mRNA and repress its expression, while H19 could sponge miR‐29b to maintain C1QTNF6 expression. C1QTNF6 overexpression promoted the release of IL‐1β and TNF‐α in leukocytes, further exacerbated blood‐brain barrier disruption, and aggravated the cerebral ischemic injury. Conclusions Our findings confirm that H19 promotes leukocyte inflammation by targeting the miR‐29b/C1QTNF6 axis in cerebral ischemic injury.
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Affiliation(s)
- Guangwen Li
- Department of Neurology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Xiaoqing Ma
- Institute of Integrative Medicine, Qingdao University, Qingdao, China
| | - Haiping Zhao
- Cerebrovascular Diseases Research Institute and Department of Neurology, Xuanwu Hospital of Capital Medical University, Beijing, China
| | - Junfen Fan
- Cerebrovascular Diseases Research Institute and Department of Neurology, Xuanwu Hospital of Capital Medical University, Beijing, China
| | - Tianwei Liu
- Institute of Cerebrovascular Diseases, Medical Research Center, the Affiliated Hospital of Qingdao University, Qingdao, China
| | - Yumin Luo
- Cerebrovascular Diseases Research Institute and Department of Neurology, Xuanwu Hospital of Capital Medical University, Beijing, China
| | - Yunliang Guo
- Institute of Cerebrovascular Diseases, Medical Research Center, the Affiliated Hospital of Qingdao University, Qingdao, China
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Lee SH, Jang MU, Kim Y, Park SY, Kim C, Kim YJ, Sohn JH. The Neutrophil-to-Lymphocyte and Platelet-to-Lymphocyte Ratios Predict Reperfusion and Prognosis after Endovascular Treatment of Acute Ischemic Stroke. J Pers Med 2021; 11:jpm11080696. [PMID: 34442341 PMCID: PMC8399654 DOI: 10.3390/jpm11080696] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 07/16/2021] [Accepted: 07/21/2021] [Indexed: 01/01/2023] Open
Abstract
Background: Studies assessing the prognostic effect of inflammatory markers of blood cells on the outcomes of patients with acute ischemic stroke treated with endovascular treatment (EVT) are sparse. We evaluated whether the neutrophil-to-lymphocyte ratio (NLR) and platelet-to-lymphocyte ratio (PLR) affect reperfusion status in patients receiving EVT. Methods: Using a multicenter registry database, 282 patients treated with EVT were enrolled in this study. The primary outcome measure was unsuccessful reperfusion rate after EVT defined by thrombolysis in cerebral infarction grades 0–2a. Logistic regression analysis was performed to analyze the association between NLR/PLR and unsuccessful reperfusion rate after EVT. Results: Both NLR and PLR were higher in the unsuccessful reperfusion group than in the successful reperfusion group (p < 0.001). Multivariate analysis showed that both NLR and PLR were significantly associated with unsuccessful reperfusion (adjusted odds ratio (95% confidence interval): 1.11 (1.04–1.19), PLR: 1.004 (1.001–1.01)). The receiver operating characteristic curve showed that the predictive ability of both NLR and PLR was close to good (area under the curve (AUC) of NLR: 0.63, 95% CI (0.54–0.72), p < 0.001; AUC of PLR: 0.65, 95% CI (0.57–0.73), p < 0.001). The cutoff values of NLR and PLR were 6.2 and 103.6 for unsuccessful reperfusion, respectively. Conclusion: Higher NLR and PLR were associated with unsuccessful reperfusion after EVT. The combined application of both biomarkers could be useful for predicting outcomes after EVT.
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Affiliation(s)
- Sang-Hwa Lee
- Department of Neurology, Chuncheon Sacred Heart Hospital, Hallym University College of Medicine, Chuncheon 24253, Korea; (S.-H.L.); (C.K.); (Y.J.K.)
- Institute of New Frontier Research Team, Hallym University, Chucheon 24253, Korea
| | - Min Uk Jang
- Department of Neurology, Dongtan Sacred Heart Hospital, Hallym University College of Medicine, Hwaseong 18450, Korea;
| | - Yerim Kim
- Department of Neurology, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, Seoul 05355, Korea;
| | - So Young Park
- Department of Endocrinology and Metabolism, Kyung Hee University Hospital, Seoul 02447, Korea;
| | - Chulho Kim
- Department of Neurology, Chuncheon Sacred Heart Hospital, Hallym University College of Medicine, Chuncheon 24253, Korea; (S.-H.L.); (C.K.); (Y.J.K.)
- Institute of New Frontier Research Team, Hallym University, Chucheon 24253, Korea
| | - Yeo Jin Kim
- Department of Neurology, Chuncheon Sacred Heart Hospital, Hallym University College of Medicine, Chuncheon 24253, Korea; (S.-H.L.); (C.K.); (Y.J.K.)
| | - Jong-Hee Sohn
- Department of Neurology, Chuncheon Sacred Heart Hospital, Hallym University College of Medicine, Chuncheon 24253, Korea; (S.-H.L.); (C.K.); (Y.J.K.)
- Institute of New Frontier Research Team, Hallym University, Chucheon 24253, Korea
- Correspondence: ; Tel.: +82-33-240-5255; Fax: +82-33-255-1338
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Qian M, Zhou X, Gao B, Huang H, Yang C, Zeng T, Shen J, Hu J, Sun F, Li S, Huang X, Chen G. Red cell index: A novel biomarker for 3-month mortality in acute ischemic stroke patients treated with intravenous thrombolysis. Brain Behav 2021; 11:e02170. [PMID: 33943024 PMCID: PMC8213941 DOI: 10.1002/brb3.2170] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 04/09/2021] [Accepted: 04/18/2021] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND The red cell index (RCI) was described as a biomarker for evaluating respiratory function in previous studies, but the relationship between RCI and stroke, remained a mystery. The present study aimed to probe the association between RCI at 24-hr and 3-month mortality and functional outcomes among acute ischemic stroke (AIS) patients treated with recombinant tissue plasminogen activator (r-tPA). METHODS A total of 217 AIS patients between January 2016 and January 2019 were recruited in this retrospective study. AIS patients were grouped in terms of RCI tertiles. Predictive factors were confirmed via multivariate logistic regression analysis. The receiver operating characteristic (ROC) was used to assess the ability of RCI in predicting mortality. In addition, the risk of 3-month all-cause mortality was evaluated by Cox proportional hazard model. RESULTS We grouped AIS patients into tertiles with the purpose of comparing clinical factors and RCI levels. Multivariate logistic regression analysis presented that RCI (odds ratio [OR] = 1.443, 95% confidence interval [CI] [1.167-1.786], p = 0.001) was an independent biomarker for 3-month all-cause mortality. The best cutoff value of RCI was 2.41 (area under the curve [AUC] = 0.639, 95% CI [0.501-0.778], p = .032), with a sensitivity of 40.9% and a specificity of 89.7%. Cox survival analysis demonstrated a positive significant correlation between RCI (hazard ratio [HR] = 1.332, 95% CI [1.148-1.545], p < .001) and mortality risk. CONCLUSION RCI, a potential predictor, was significantly associated with 3-month mortality in AIS patients with r-tPA.
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Affiliation(s)
- Meizi Qian
- Department of Anesthesia, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Xinbo Zhou
- Department of Neurology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,School of the First Clinical Medical Sciences, Wenzhou Medical University, Wenzhou, China
| | - Beibei Gao
- Department of Internal Medicine, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Honghao Huang
- Department of Neurology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,School of the First Clinical Medical Sciences, Wenzhou Medical University, Wenzhou, China
| | - Chenguang Yang
- Department of Neurology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,School of the First Clinical Medical Sciences, Wenzhou Medical University, Wenzhou, China
| | - Tian Zeng
- Department of Neurology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,School of the First Clinical Medical Sciences, Wenzhou Medical University, Wenzhou, China
| | - Jiamin Shen
- Department of Neurology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,School of the First Clinical Medical Sciences, Wenzhou Medical University, Wenzhou, China
| | - Jingyu Hu
- Department of Neurology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,School of the First Clinical Medical Sciences, Wenzhou Medical University, Wenzhou, China
| | - Fangyue Sun
- Department of Neurology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,School of the First Clinical Medical Sciences, Wenzhou Medical University, Wenzhou, China
| | - Shengqi Li
- Department of Neurology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,School of the First Clinical Medical Sciences, Wenzhou Medical University, Wenzhou, China
| | - Xuerong Huang
- Department of Neurology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Guangyong Chen
- Department of Neurology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
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