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Wang X, Pan Y, Zhang R, Wang M, Meng X, Li Z, Li H, Wang Y, Zhao X, Wang Y, Liu G. Inflammation and Adverse Outcomes in Patients With Acute Ischemic Stroke With and Without Chronic Kidney Disease. J Am Heart Assoc 2024; 13:e033450. [PMID: 38686855 PMCID: PMC11179914 DOI: 10.1161/jaha.123.033450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Accepted: 03/27/2024] [Indexed: 05/02/2024]
Abstract
BACKGROUND Elevated white blood cell count, fibrinogen levels, and lower levels of albumin signify higher systemic inflammatory response, hypercoagulable state, and poorer nutritional status, respectively. However, a consistent conclusion could not be drawn on whether the association between inflammatory markers and cardiovascular disease was affected by the presence of chronic kidney disease (CKD). We aimed to explore the association between inflammation and adverse outcomes in patients with acute ischemic stroke (AIS), as well as whether this association differs due to the presence of CKD. METHODS AND RESULTS This research was based on the Third China National Stroke Registry. The main adverse outcomes were poor functional outcome, stroke recurrence, and combined vascular event after 1 year. Inflammation was defined as the worst quartile of at least 2 of the aforementioned 3 markers. Finally, 8493 patients with AIS were enrolled in this study. The adjusted odds ratios/hazard ratios and 95% CIs of inflammation were 1.58 (1.34-1.86) for poor functional outcomes, 1.25 (1.06-1.47) for stroke recurrence, and 1.25 (1.06-1.46) for combined vascular event. The association between inflammation and adverse outcomes existed only in patients with AIS without CKD, although the interaction between CKD and inflammation was not statistically significant. (P for interaction >0.05). CONCLUSIONS Inflammation, which was defined as a combination of fibrinogen, white blood cell count, and albumin, was associated with all 1-year adverse outcomes among patients with AIS. Routine assessment of these biomarkers could become a potential part of the clinical evaluation for patients with AIS, especially those without CKD, aiding clinicians in risk stratification and treatment decision-making.
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Affiliation(s)
- Xiaoyu Wang
- Department of Neurology Beijing Tiantan Hospital, Capital Medical University Beijing China
| | - Yuesong Pan
- Department of Neurology Beijing Tiantan Hospital, Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Beijing China
| | - Runhua Zhang
- Department of Neurology Beijing Tiantan Hospital, Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Beijing China
| | - Mengxing Wang
- China National Clinical Research Center for Neurological Diseases Beijing China
| | - Xia Meng
- Department of Neurology Beijing Tiantan Hospital, Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Beijing China
| | - Zixiao Li
- Department of Neurology Beijing Tiantan Hospital, Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Beijing China
| | - Hao Li
- Department of Neurology Beijing Tiantan Hospital, Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Beijing China
| | - Yilong Wang
- Department of Neurology Beijing Tiantan Hospital, Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Beijing China
| | - Xingquan Zhao
- China National Clinical Research Center for Neurological Diseases Beijing China
| | - Yongjun Wang
- Department of Neurology Beijing Tiantan Hospital, Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Beijing China
- Advanced Innovation Center for Human Brain Protection Capital Medical University Beijing China
- Research Unit of Artificial Intelligence in Cerebrovascular Disease Chinese Academy of Medical Sciences Beijing China
- Center for Excellence in Brain Science and Intelligence Technology Chinese Academy of Sciences Shanghai China
| | - Gaifen Liu
- Department of Neurology Beijing Tiantan Hospital, Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Beijing China
- Advanced Innovation Center for Human Brain Protection Capital Medical University Beijing China
- Beijing Office for Cerebrovascular Disease Prevention and Control Beijing China
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Shu C, Zheng C, Luo D, Song J, Jiang Z, Ge L. Acute ischemic stroke prediction and predictive factors analysis using hematological indicators in elderly hypertensives post-transient ischemic attack. Sci Rep 2024; 14:695. [PMID: 38184714 PMCID: PMC10771433 DOI: 10.1038/s41598-024-51402-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Accepted: 01/04/2024] [Indexed: 01/08/2024] Open
Abstract
Elderly hypertensive patients diagnosed with transient ischemic attack (TIA) are at a heightened risk for developing acute ischemic stroke (AIS). This underscores the critical need for effective risk prediction and identification of predictive factors. In our study, we utilized patient data from peripheral blood tests and clinical profiles within hospital information systems. These patients were followed for a three-year period to document incident AIS. Our cohort of 11,056 individuals was randomly divided into training, validation, and testing sets in a 5:2:3 ratio. We developed an XGBoost model, developed using selected indicators, provides an effective and non-invasive method for predicting the risk of AIS in elderly hypertensive patients diagnosed with TIA. Impressively, this model achieved a balanced accuracy of 0.9022, a recall of 0.8688, and a PR-AUC of 0.9315. Notably, our model effectively encapsulates essential data variations involving mixed nonlinear interactions, providing competitive performance against more complex models that incorporate a wider range of variables. Further, we conducted an in-depth analysis of the importance and sensitivity of each selected indicator and their interactions. This research equips clinicians with the necessary tools for more precise identification of high-risk individuals, thereby paving the way for more effective stroke prevention and management strategies.
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Affiliation(s)
- Chang Shu
- Tianjin Key Laboratory of Cerebral Vascular and Neurodegenerative Diseases, Tianjin Neurosurgical Institute, Tianjin Huanhu Hospital, Tianjin, 300350, China.
| | - Chenguang Zheng
- Tianjin Key Laboratory of Brain Science and Neural Engineering, Tianjin University, Tianjin, China
| | - Da Luo
- Tianjin Key Laboratory of Cerebral Vascular and Neurodegenerative Diseases, Tianjin Neurosurgical Institute, Tianjin Huanhu Hospital, Tianjin, 300350, China
| | - Jie Song
- Academy of Medical Engineering and Translational Medicine, Intelligent Medical Engineering, Tianjin University, Tianjin, China
| | - Zhengyi Jiang
- Academy of Medical Engineering and Translational Medicine, Intelligent Medical Engineering, Tianjin University, Tianjin, China
| | - Le Ge
- Tianjin Key Laboratory of Cerebral Vascular and Neurodegenerative Diseases, Tianjin Neurosurgical Institute, Tianjin Huanhu Hospital, Tianjin, 300350, China.
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García-Escobar A, Vera-Vera S, Tébar-Márquez D, Rivero-Santana B, Jurado-Román A, Jiménez-Valero S, Galeote G, Cabrera JÁ, Moreno R. Neutrophil-to-lymphocyte ratio an inflammatory biomarker, and prognostic marker in heart failure, cardiovascular disease and chronic inflammatory diseases: New insights for a potential predictor of anti-cytokine therapy responsiveness. Microvasc Res 2023; 150:104598. [PMID: 37633337 DOI: 10.1016/j.mvr.2023.104598] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Revised: 08/14/2023] [Accepted: 08/21/2023] [Indexed: 08/28/2023]
Abstract
In the 20th century, research focused on cholesterol and lipoproteins as the key mechanism in establishing atherosclerotic cardiovascular disease (ASCVD). Given that some studies demonstrated subclinical atherosclerosis in subjects without conventional cardiovascular risk factors, the elevated low-density lipoprotein (LDL) levels alone cannot account for the entire burden of atherosclerosis. Hence, large-scale clinical trials demonstrated the operation of immune and inflammatory pathways in ASCVD. In this regard, the evidence establishes that cells of the immune system, both the innate (neutrophils, macrophages) and adaptive (T cell and other lymphocytes) limbs, contribute to atherosclerosis and atherothrombosis. Besides, basic science studies have identified proatherogenic cytokines such as interleukin (IL)-1, IL-12, and IL-18. In this regard, some studies showed that antiinflammatory therapy targeting the immune system by modulating or blocking interleukins, also known as anti-cytokine therapy, can reduce the risk of major cardiovascular adverse events. The neutrophils play a key role in the innate immune system, representing the acute phase of an inflammatory response. In contrast, lymphocytes represent the adaptive immune system and promote the induction of autoimmune inflammation, especially in the chronic inflammatory response. Through the literature review, we will highlight the inflammatory pathway for the physiopathology of ASCVD, HF, and COVID-19. In this regard, the neutrophil-to-lymphocyte ratio (NLR) integrates the innate immune and adaptive immune systems, making the NLR a biomarker of inflammation. In addition, we provided an update on the evidence showing that high NLR is associated with worse prognosis in heart failure (HF), ASCVD, and COVID-19, as well as their clinical applications showing that the normalization of NLR after anti-cytokine therapy is a potential predictor of therapy responsiveness and is associated with reduction of major adverse cardiovascular events.
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Affiliation(s)
- Artemio García-Escobar
- Cardiology Department, Interventional Cardiology Section, La Paz University Hospital, Madrid, Spain; Institute for Health Research La Paz University Hospital (IDIPAZ), Madrid, Spain; Biomedical Research Network Center on Cardiovascular Disease (CIBERCV), Institute of Health Carlos III, Madrid, Spain; Cardiology Department, Quirónsalud University Hospital Madrid, Spain.
| | - Silvio Vera-Vera
- Cardiology Department, Interventional Cardiology Section, La Paz University Hospital, Madrid, Spain; Institute for Health Research La Paz University Hospital (IDIPAZ), Madrid, Spain; Biomedical Research Network Center on Cardiovascular Disease (CIBERCV), Institute of Health Carlos III, Madrid, Spain
| | - Daniel Tébar-Márquez
- Cardiology Department, Interventional Cardiology Section, La Paz University Hospital, Madrid, Spain; Institute for Health Research La Paz University Hospital (IDIPAZ), Madrid, Spain; Biomedical Research Network Center on Cardiovascular Disease (CIBERCV), Institute of Health Carlos III, Madrid, Spain
| | - Borja Rivero-Santana
- Cardiology Department, Interventional Cardiology Section, La Paz University Hospital, Madrid, Spain; Institute for Health Research La Paz University Hospital (IDIPAZ), Madrid, Spain; Biomedical Research Network Center on Cardiovascular Disease (CIBERCV), Institute of Health Carlos III, Madrid, Spain
| | - Alfonso Jurado-Román
- Cardiology Department, Interventional Cardiology Section, La Paz University Hospital, Madrid, Spain; Institute for Health Research La Paz University Hospital (IDIPAZ), Madrid, Spain; Biomedical Research Network Center on Cardiovascular Disease (CIBERCV), Institute of Health Carlos III, Madrid, Spain
| | - Santiago Jiménez-Valero
- Cardiology Department, Interventional Cardiology Section, La Paz University Hospital, Madrid, Spain; Institute for Health Research La Paz University Hospital (IDIPAZ), Madrid, Spain; Biomedical Research Network Center on Cardiovascular Disease (CIBERCV), Institute of Health Carlos III, Madrid, Spain
| | - Guillermo Galeote
- Cardiology Department, Interventional Cardiology Section, La Paz University Hospital, Madrid, Spain; Institute for Health Research La Paz University Hospital (IDIPAZ), Madrid, Spain; Biomedical Research Network Center on Cardiovascular Disease (CIBERCV), Institute of Health Carlos III, Madrid, Spain
| | | | - Raúl Moreno
- Cardiology Department, Interventional Cardiology Section, La Paz University Hospital, Madrid, Spain; Institute for Health Research La Paz University Hospital (IDIPAZ), Madrid, Spain; Biomedical Research Network Center on Cardiovascular Disease (CIBERCV), Institute of Health Carlos III, Madrid, Spain
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Tian X, Zheng L, Leung TW, Leng X. Associations of hematological and biochemical markers with intracranial atherosclerotic stenosis in stroke-free populations: A systematic review and meta-analysis of observational studies. Nutr Metab Cardiovasc Dis 2023; 33:287-298. [PMID: 36642607 DOI: 10.1016/j.numecd.2022.12.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 11/09/2022] [Accepted: 12/08/2022] [Indexed: 12/23/2022]
Abstract
BACKGROUND AND AIMS Intracranial atherosclerotic stenosis (ICAS) is an important cause of ischemic stroke and transient ischemic attack. We aimed to synthesize relevant evidence on the associations of hematological and biochemical markers with ICAS in stroke-free populations. METHODS AND RESULTS We searched MEDLINE and EMBASE for articles reporting associations of hematological and biochemical markers with ICAS presence in stroke-free populations. Weighted mean difference (WMD) and 95% confidence interval (CI) for each biomarker were pooled using fixed- or random-effects models. Among 32 studies included in the systematic review, 23 studies (48,326 subjects) with 22 biomarkers were meta-analyzed. Compared with subjects without ICAS, those with ICAS had significantly higher white blood cell (4118 subjects, WMD 0.28 per 109/L, 95% CI 0.01-0.56), neutrophil (4326 subjects, WMD 0.24 per 109/L, 0.10-0.38), neutrophil/lymphocyte ratio (4326 subjects, WMD 0.16, 0.07-0.26), low-density lipoprotein (28,606 subjects, WMD 0.12 mmol/L, 0.05-0.19), non-high-density lipoprotein (3671 subjects, WMD 0.17 mmol/L, 0.08-0.25), C-reactive protein (CRP; 5355 subjects, WMD 0.06 mg/dL, 0.04-0.07), high-sensitivity CRP (9383 subjects, WMD 0.07 mg/dL, 0.01-0.13), uric acid (5966 subjects, WMD 17.91 μmol/L, 11.16-24.66), creatinine (5731 subjects, WMD 4.03 μmol/L, 0.77-7.29), and homocysteine (7053 subjects, WMD 2.25 μmol/L, 1.02-3.48), but lower lymphocyte (4326 subjects, WMD -0.12 per 109/L, -0.19--0.04). Sensitivity analyses showed similar results. CONCLUSIONS Several hematological and biochemical markers easily accessible were associated with ICAS presence in stroke-free populations. This can facilitate early identification of subjects at a high risk of ICAS, who may benefit from ICAS screening and prevention. PROSPERO REGISTRATION NUMBER CRD42021247990.
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Affiliation(s)
- Xuan Tian
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR 999077, China
| | - Lina Zheng
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR 999077, China
| | - Thomas W Leung
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR 999077, China
| | - Xinyi Leng
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR 999077, China.
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Li S, Hu L, Wang J, Zou F, Han B, Wang Y, Liu K. Prolonged increased neutrophil-to-lymphocyte ratio is associated with mortality after successful revascularization for treatment of acute ischemic stroke. BMC Neurol 2022; 22:326. [PMID: 36045323 PMCID: PMC9429692 DOI: 10.1186/s12883-022-02847-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Accepted: 08/18/2022] [Indexed: 12/02/2022] Open
Abstract
Background To determine the association between dynamic neutrophil-to-lymphocyte ratio (NLR) during hospitalization and mortality 1 month after ischemia reperfusion in patients undergoing endovascular treatment (EVT) with successful revascularization for acute large vessel occlusion stroke. Methods This retrospective study included patients who had undergone successful EVT. Information was collected regarding patients’ clinical characteristics, imaging data, and mortality at 1 month. Univariate and multivariate logistic regression models were applied to assess the association between NLR and mortality. We used a generalized additive model and a generalized additive mixed model to compare trends in NLR over time between survivors and nonsurvivors. Results A total of 237 patients were included. During the 1-month follow-up, 42 of these patients (17.7%) died. The multivariate analysis demonstrated that NLR obtained within 12 to 24 hours (odds ratio [OR] = 1.18; 95% confidence interval [CI]: 1.04, 1.33; P = 0.008), 24 to 48 hours (OR = 1.16; 95% CI: 1.01, 1.35; P = 0.044), and 48 to 72 hours (OR = 1.23; 95% CI: 1.03, 1.47; P = 0.021) after EVT were independently associated with mortality at 1 month. In addition, there was a trend for NLR to decrease gradually over time for both survivors and nonsurvivors; however, NLR in survivors decreased by an average of 0.29 daily than in nonsurvivors. Conclusions Increased NLR in the early period after EVT was associated with an increased risk of mortality, and a continued trend toward higher NLR over time was also linked with a higher mortality risk.
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