1.Risk factors of recurrence of acute ischemic stroke and construction of a nomogram model for predicting the recurrence risk based on Lasso Regression.
Jiaxin JIN ; Pengzhen MA ; Eryu WANG ; Yingzhen XIE
Journal of Southern Medical University 2024;44(12):2375-2381
OBJECTIVES:
To investigate the risk factors of recurrence of acute ischemic stroke (AIS) within 1 year and establish a nomogram model for predicting the recurrence risk.
METHODS:
This study was conducted in two cohorts of AIS patients (≤7 days) hospitalized in Dongzhimen Hospital (modeling set) and Fangshan Hospital (validation set) from March, 2021 to March, 2022. Lasso regression analysis was used to identify the important predictive factors for AIS recurrence within 1 year, and multivariate Logistic regression analysis was performed to analyze the independent factors affecting AIS recurrence. The recurrence risk prediction nomogram model was constructed using R studio, and its discriminating power and calibration were assessed using ROC curve analysis and Hosmer-Lemeshow goodness-of-fit test.
RESULTS:
The modeling and validation sets contained 28 cases (15.22%) and 21 cases (15.00%) of AIS recurrence, respectively. In the modeling set, compared with the non-relapse group, the recurrence group had higher proportions of patients with age >65 years, diabetes, arrhythmia, constipation after stroke, and FBG >7.5 and significantly higher levels of NLR, UREA, Cr, HbA1c, FIB and TT (P<0.05). Multivariate Logistic regression analysis showed that an age >65 years, arrhythmia, constipation after stroke, FBG >7.5, NLR and Cr were all independent risk factors of AIS recurrence (P<0.05). Hosmer-Lemeshow goodness-of-fit test and calibration curve analysis showed that the risk prediction model had good fitting between the modeling set and the verification set. The ROC curve showed that for predicting AIS recurrence within 1 year, the AUC of the predictive model was 0.857 (95%CI: 0.782-0.932) in the modeling set and 0.679 (95%CI: 0.563-0.794) in the validation set.
CONCLUSIONS
The nomogram model established based on age >65 years, arrhythmia, constipation after stroke, FBG >7.5, NLR and Cr has a good predictive value for AIS recurrence within 1 year.
Humans
;
Nomograms
;
Risk Factors
;
Recurrence
;
Ischemic Stroke/etiology*
;
Female
;
Male
;
Logistic Models
;
Aged
;
ROC Curve
;
Middle Aged
;
Stroke/etiology*
2.Serum lipoprotein-associated phospholipase A2 level is positively correlated with the recurrence risk of acute ischemic cerebral infarction in hypertensive patients.
Li Bing LIANG ; Jing Juan CHEN ; Cheng Guo ZHANG ; Yu Kai WANG ; Bai Gui LUO ; Tian En ZHOU ; Xiao Feng WANG
Journal of Southern Medical University 2023;43(2):317-322
OBJECTIVE:
To explore the relationship between serum lipoprotein-associated phospholipase A2 (Lp-PLA2) level and the risk of acute ischemic stroke (AIS) recurrence in hypertensive patients.
METHODS:
This retrospective case-control study was conducted among 211 hypertensive patients with AIS treated in Foshan First People's Hospital, including 35 patients with recurrence of AIS during the 1-year follow-up as confirmed by head CT/MR. In the overall patients, 60 had grade 1 hypertension (including 5 recurrent cases), 76 had grade 2 hypertension (with 11 recurrent cases), and 75 had grade 3 hypertension (with 19 recurrent cases). Univariate analysis, multivariate logistic regression analysis, trend analysis, and smooth curve fitting analysis were performed to explore the correlation between serum Lp-PLA2 level within 24 h after admission and the risk of AIS recurrence. The predictive efficacy of serum Lp-PLA2 level for AIS recurrence in different hypertension grades was evaluated using ROC curve analysis.
RESULTS:
Serum Lp-PLA2 level, age, NIHSS score at admission, mRS scores at 7 days, homocysteine level and smoking status differed significantly between patients with and without AIS recurrence (P < 0.05). After adjustment for confounding factors, multivariate regression analysis showed that the highest tertile of Lp-PLA2 level was associated with a 4.13-fold increase of AIS recurrence risk compared with the lowest tertile (OR=5.13, 95% CI: 1.35-19.40), and each 1 ng/mL increase of Lp-PLA2 level was associated with a 1% increase of AIS recurrence risk (OR= 1.01, 95% CI: 1.01-1.02). Serum Lp-PLA2 level was shown to positively correlate with AIS recurrence risk, and in patients with grade 3 hypertension, its areas under the ROC curve for predicting AIS recurrence was 0.869 with a specificity of 0.893 and a sensitivity of 0.737.
CONCLUSION
Serum Lp-PLA2 concentration is an independent risk factor and potentially an effective predictor for AIS recurrence in patients with grade 3 hypertension.
Humans
;
Infant, Newborn
;
1-Alkyl-2-acetylglycerophosphocholine Esterase
;
Acute Disease
;
Biomarkers
;
Brain Ischemia/etiology*
;
Case-Control Studies
;
Cerebral Infarction
;
Hypertension/complications*
;
Ischemic Stroke/complications*
;
Retrospective Studies
;
Risk Factors
;
Stroke
3.Disease burden based on gender and age and risk factors for stroke in China, 2019.
Yuxin GUO ; Junhao JIANG ; Fang CAO ; Junxia YAN
Journal of Central South University(Medical Sciences) 2023;48(8):1217-1224
OBJECTIVES:
Stroke has become the leading cause of death and disability among adults in China. This study aims to analyze the disease burden based on gender and age and the risk factors for stroke subtypes in China 2019, and to provide reference for targeted stroke prevention and control.
METHODS:
Based on 2019 data of the Global Burden of Disease (GBD), the gender and age in patients with different stroke subtypes (ischemic stroke, intracranial hemorrhage, subarachnoid hemorrhage) in China 2019 was described by using disability-adjusted life years (DALY), and attributable burden of related risk factors was analyzed.
RESULTS:
In 2019, the burden of intracranial hemorrhage was the heaviest one in China, resulting in 22.210 6 million person years of DALY, following by ischemic stroke and subarachnoid hemorrhage, resulting in 21.393 9 and 2.344 7 million person years of DALY, respectively. Among them, except the 0-14 age group, the disease burden of different subtypes of stroke in men was higher than that in women. The disease burden of ischemic stroke was increased with age in both men and women, with the heaviest disease burden in ≥70 years group. The disease burden of intracranial hemorrhage and subarachnoid hemorrhage was the heaviest in males aged 50-69 years old, and in females aged ≥70 years and 50-69 years, respectively. Metabolic factors were the main risk factors in all ages of different stroke subtypes, and the most important risk factor was high systolic blood pressure. Other risk factors were different between men and women. Smoking, high body mass index, high low-density lipoprotein, and outdoor particulate matter pollution were the main risk factors for stroke in men, while high body mass index, outdoor particulate matter pollution, and high fasting blood glucose were the main risk factors of stroke in women. The main risk were different among different age groups.
CONCLUSIONS
The burden and attributable risk factors for different stroke subtypes are discrepancy in different gender and age groups. Targeted interventions should be conducted in the future to reduce the burden of stroke.
Male
;
Adult
;
Humans
;
Female
;
Infant, Newborn
;
Infant
;
Child, Preschool
;
Child
;
Adolescent
;
Middle Aged
;
Aged
;
Subarachnoid Hemorrhage/epidemiology*
;
Quality-Adjusted Life Years
;
Cost of Illness
;
Stroke/etiology*
;
Risk Factors
;
China/epidemiology*
;
Particulate Matter
;
Ischemic Stroke
;
Intracranial Hemorrhages/etiology*
4.ABC-AF-Stroke score predicts thromboembolism in non-anticoagulated patients following successful atrial fibrillation ablation: a report from the Chinese Atrial Fibrillation Registry.
Yufeng WANG ; Chao JIANG ; Liu HE ; Xin DU ; Xueyuan GUO ; Ribo TANG ; Caihua SANG ; Deyong LONG ; Jianzeng DONG ; Ziad HIJAZI ; Gregory Y H LIP ; Changsheng MA
Chinese Medical Journal 2023;136(20):2451-2458
BACKGROUND:
The age, biomarkers, and clinical history (ABC)-atrial fibrillation (AF)-Stroke score have been proposed to refine stroke risk stratification, beyond what clinical risk scores such as the CHA2DS2-VASc score can offer. This study aimed to identify risk factors associated with thromboembolism and evaluate the performance of the ABC-AF-Stroke score in predicting thromboembolism in non-anticoagulated AF patients following successful ablations.
METHODS:
A total of 2692 patients who underwent successful ablations with discontinued anticoagulation after a 3-month blanking period in the Chinese Atrial Fibrillation Registry (CAFR) between 2013 and 2019 were included. Cox regression analysis was conducted to present the association of risk factors with thromboembolism risk. The ABC-AF-Stroke score was evaluated in terms of discrimination, including concordance index (C-index), net reclassification improvement (NRI) and integrated discrimination improvement (IDI), clinical utilization by decision curve analysis (DCA), and calibration by comparing the predicted risk with the observed annualized event rate.
RESULTS:
After a median follow-up of 3.5 years, 64 patients experienced thromboembolism events. Age, prior history of stroke/transient ischemic attack (TIA), high-sensitivity cardiac troponin T (cTnT-hs), and N-terminal pro-B-type natriuretic peptide (NT-proBNP) were independently associated with thromboembolism risk. The ABC-AF-Stroke score performed statistically significantly better than the CHA2DS2-VASc score in terms of C-index (0.67, 95% confidence interval [CI]: 0.59-0.74 vs. 0.60, 95% CI: 0.52-0.67, P = 0.030) and reclassification capacity. The DCA implied that the ABC-AF-Stroke score could identify more thromboembolism events without increasing the false positive rate compared to the CHA2DS2-VASc score. The calibration curve showed that the ABC-AF-Stroke score was well calibrated in this population.
CONCLUSIONS
In this real-world study enrolling non-anticoagulated AF patients following successful ablations, age, prior history of stroke/TIA, level of NT-proBNP, and cTnT-hs were independently associated with an increased risk of thromboembolism. The ABC-AF-Stroke score was well-calibrated and statistically significantly outperformed the CHA2DS2-VASc score in predicting thromboembolism risk.
Humans
;
Anticoagulants/therapeutic use*
;
Atrial Fibrillation/complications*
;
East Asian People
;
Ischemic Attack, Transient
;
Registries
;
Risk Assessment
;
Risk Factors
;
Stroke/etiology*
;
Thromboembolism/etiology*
;
Troponin T
5.Expert consensus on technical strategies for interventional treatment of acute large vessel occlusive stroke in China.
Chinese Journal of Internal Medicine 2023;62(8):931-938
Ischemic stroke caused by acute large vessel occlusion is associated with high rates of disability and mortality. Endovascular interventional therapy is evidently an effective treatment for occlusion of large cerebral vessels within the relevant time window, but there is no established methodological standard for recanalization interventional therapy. The Professional Committee of Interventional Neurology in Chinese Research Hospital Association organized cerebrovascular disease experts in China and developed the expert consensus described herein, to provide a reference for clinicians to formulate technical strategies for recanalization of acute cerebral vascular occlusion.
Humans
;
Consensus
;
Stroke/etiology*
;
Cerebrovascular Disorders/therapy*
;
Ischemic Stroke
;
Endovascular Procedures
;
Treatment Outcome
;
Brain Ischemia/therapy*
6.Incidence and risk factors of ischemic stroke in patients with type 2 diabetes among urban workers in Beijing, China.
Jun Hui WU ; Yi Qun WU ; Yao WU ; Zi Jing WANG ; Tao WU ; Xue Ying QIN ; Meng Ying WANG ; Xiao Wen WANG ; Jia Ting WANG ; Yong Hua HU
Journal of Peking University(Health Sciences) 2022;54(2):249-254
OBJECTIVE:
To explore the incidence of ischemic stroke after the onset of type 2 diabetes, and further analyze the risk factors, so as to provide a basis for further research.
METHODS:
The data were obtained from the database of the Beijing Urban Employee Basic Medical Insurance Database. The study used a prospective design to describe the incidence of ischemic stroke in patients with type 2 diabetes. In our study, these patients were followed up for seven years. Multivariate Logistic regression models were used to analyze the risk factors of ischemic stroke in patients with type 2 diabetes.
RESULTS:
A total of 185 813 newly diagnosed type 2 diabetes patients were enrolled, with an average age of (58.5±13.2) years, and 49.0% of them were males. A total of 10 393 patients with newly diagnosed ischemic stroke occurred in 7 years, with a cumulative incidence of 5.6% and an incidence density of 8.1/1 000 person-years. Ischemic stroke occurred in all age groups in patients with type 2 diabetes. The cumulative incidence was 1.5% (95%CI: 1.3%-1.6%) in group ≤44 years old, 3.6% (95%CI: 3.4%-3.7%) in group 45-54 years old, 5.4% (95%CI: 5.2%-5.5%) in group 55-64 years old, and 9.2% (95%CI: 9.0%-9.4%) in group ≥65 years old, and the cumulative incidence increased with age (P < 0.05). Cumulative incidence rate of the males (6.8%, 95%CI: 6.7%-7.0%) was higher than the females (4.4%, 95%CI: 4.3%-4.6%). Among the patients < 80 years old, the cumulative incidence rate of the males was higher than that of the females in all the age groups. In the patients ≥80 years of age, the cumulative incidence was higher in the females (9.2%) than in the males (7.9%). Further analysis revealed that complications, such as coronary heart disease (OR=3.18, 95%CI: 2.72-3.72), heart failure (OR=1.53, 95%CI: 1.32-1.79) and kidney failure (OR=1.45, 95%CI: 1.20-1.75) were associated with ischemic stroke in the patients with type 2 diabetes.
CONCLUSION
The incidence level of ischemic stroke in patients with type 2 diabetes is high. It is necessary to strengthen the management of risk factors in elderly patients, screen the complications of type 2 diabetes as early as possible, and take active preventive and control measures.
Adult
;
Aged
;
Aged, 80 and over
;
Beijing/epidemiology*
;
Diabetes Mellitus, Type 2/epidemiology*
;
Female
;
Humans
;
Incidence
;
Ischemic Stroke
;
Male
;
Middle Aged
;
Prospective Studies
;
Risk Factors
;
Stroke/etiology*
7.Meta Analysis of Risks of Cardiocerebral Vascular Events in Patients with Primary Biliary Cholangitis.
Xi XIE ; Sheng TANG ; Jia WANG ; Jin Wei CHEN ; Jing TIAN ; Ni MAO ; Yi Ming LIU ; Fen LI
Acta Academiae Medicinae Sinicae 2019;41(4):457-463
To systematically evaluate the risks of cardiocerebral vascular events in patients with primary biliary cholangitis(PBC). Methods We carried out a Meta analysis by RevMan 5.3 software to investigate literatureon the risk of cardiocerebral vascular events in patients with PBC and controls. Results Compared with non-PBC controls,PBC patients had significantly higher risk of coronary events(=1.56,=0.0002);however,the risk of cerebrovascular events showed no significant difference between these two groups(=1.01,=0.94).Subgroup analysis demonstrated a significantly lower risk of transient ischemic attack or carotid stenosis in PBC patients(=0.63,=0.03);however,there was no significant difference in the risk of stroke(=1.11,=0.40). Conclusion Patients with PBC have an increased risk of coronary events but may have a lower risk of transient ischemic attack or carotid stenosis.
Carotid Stenosis
;
etiology
;
Cholangitis
;
complications
;
Coronary Disease
;
etiology
;
Humans
;
Ischemic Attack, Transient
;
etiology
;
Liver Cirrhosis, Biliary
;
complications
;
Risk Factors
;
Stroke
;
etiology
8.Comparison of Outcomes after Device Closure and Medication Alone in Patients with Patent Foramen Ovale and Cryptogenic Stroke in Korean Population.
Jeonggeun MOON ; Woong Chol KANG ; Sihoon KIM ; Pyung Chun OH ; Yae Min PARK ; Wook Jin CHUNG ; Deok Young CHOI ; Ji Yeon LEE ; Yeong Bae LEE ; Hee Young HWANG ; Taehoon AHN
Yonsei Medical Journal 2016;57(3):621-625
PURPOSE: To compare the effectiveness of device closure and medical therapy in prevention of recurrent embolic event in the Korean population with cryptogenic stroke and patent foramen ovale (PFO). MATERIALS AND METHODS: Consecutive 164 patients (men: 126 patients, mean age: 48.1 years, closure group: 72 patients, medical group: 92 patients) were enrolled. The primary end point was a composite of death, stroke, transient ischemic attack (TIA), or peripheral embolism. RESULTS: Baseline characteristics were similar in the two groups, except age, which was higher in the medical group (45.3±9.8 vs. 50.2±6.1, p<0.0001), and risk of paradoxical embolism score, which was higher in the closure group (6.2±1.6 vs. 5.7±1.3, p=0.026). On echocardiography, large right-to-left shunt (81.9% vs. 63.0%, p=0.009) and shunt at rest/septal hypermobility (61.1% vs. 23.9%, p<0.0001) were more common in the closure group. The device was successfully implanted in 71 (98.6%) patients. The primary end point occurred in 2 patients (2 TIA, 2.8%) in the closure group and in 2 (1 death, 1 stroke, 2.2%) in the medical group. Event-free survival rate did not differ between the two groups. CONCLUSION: Compared to medical therapy, device closure of PFO in patients with cryptogenic stroke did not show difference in reduction of recurrent embolic events in the real world's setting. However, considering high risk of echocardiographic findings in the closure group, further investigation of the role of PFO closure in the Asian population is needed.
Adult
;
Aged
;
Aged, 80 and over
;
Cardiac Catheterization/adverse effects
;
Disease-Free Survival
;
Embolism/etiology/*prevention & control
;
Female
;
Fibrinolytic Agents/adverse effects/*therapeutic use
;
Foramen Ovale, Patent/complications/*drug therapy/mortality/*surgery
;
Humans
;
Ischemic Attack, Transient/*drug therapy/mortality/*surgery
;
Male
;
Middle Aged
;
Republic of Korea/epidemiology
;
Risk
;
Secondary Prevention/methods
;
*Septal Occluder Device/adverse effects
;
Stroke/etiology/prevention & control
;
Treatment Outcome
9.Early and late outcomes in Hong Kong Chinese patients undergoing carotid endarterectomy.
Albert C W TING ; Stephen W K CHENG ; Jason CHEUNG ; Pei HO ; Lisa L H WU ; Grace C Y CHEUNG
Chinese Medical Journal 2002;115(4):536-539
OBJECTIVETo determine the benefit of carotid endarterectomy (CEA) for stroke prevention by reviewing the early and late outcomes of Hong Kong Chinese patients undergoing CEA who have a high reported incidence of intracranial atherosclerotic disease (IAD).
METHODSFifty-nine Chinese patients underwent 62 CEA. There were 48 males and 11 females, with a mean age of 70 +/- 7 years (range: 52 - 86 years). Twenty-one CEA (34%) were performed for asymptomatic disease. Duplex scan was the primary tool of evaluation prior to surgery. Preoperative angiography was done in 36 instances (58%). All CEA were performed under general anaesthesia with routine intraoperative shunting. The arteriotomy was closed primarily in all patients except three. Patients were followed up regularly with six-monthly Duplex scan surveillance.
RESULTSThere were 2 perioperative neurological events consisting of one transient ischemic attack and one minor stroke. There was no operative mortality or major morbidity such as bleeding or cranial nerve injury. Mean hospital stay was 6.5 +/- 4 days (range: 3 - 26 days). The patients were followed up for a mean interval of 24 +/- 17 months (range: 1 - 57 months). Seven patients died during follow-up and subsequent neurological events occurred in 5 patients, including 2 fatal strokes. The 3-year survival, freedom from stroke and stroke free survival were 86%, 87% and 83%, respectively. One recurrent stenosis of 80% was detected on follow-up Duplex scan.
CONCLUSIONSDespite a high incidence of IAD, CEA in Hong Kong Chinese patients is associated with acceptable perioperative morbidity and mortality with satisfactory long-term efficacy in stroke prevention.
Aged ; Aged, 80 and over ; Carotid Stenosis ; surgery ; Endarterectomy, Carotid ; adverse effects ; Female ; Follow-Up Studies ; Hong Kong ; Humans ; Ischemic Attack, Transient ; etiology ; Male ; Middle Aged ; Stroke ; etiology ; Survival Analysis ; Time Factors ; Treatment Outcome

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