Objective To evaluate the predictive effect of three machine learning methods, namely support vector machine (SVM), K-nearest neighbor (KNN) and decision tree, on the daily number of new patients with ischemic stroke in Chengdu. Methods The numbers of daily new ischemic stroke patients from January 1st, 2019 to March 28th, 2021 were extracted from the Third People’s Hospital of Chengdu. The weather and meteorological data and air quality data of Chengdu came from China Weather Network in the same period. Correlation analyses, multinominal logistic regression, and principal component analysis were used to explore the influencing factors for the level of daily number of new ischemic stroke patients in this hospital. Then, using R 4.1.2 software, the data were randomly divided in a ratio of 7∶3 (70% into train set and 30% into validation set), and were respectively used to train and certify the three machine learning methods, SVM, KNN and decision tree, and logistic regression model was used as the benchmark model. F1 score, the area under the receiver operating characteristic curve (AUC) and accuracy of each model were calculated. The data dividing, training and validation were repeated for three times, and the average F1 scores, AUCs and accuracies of the three times were used to compare the prediction effects of the four models. Results According to the accuracies from high to low, the prediction effects of the four models were ranked as SVM (88.9%), logistic regression model (87.5%), decision tree (85.9%), and KNN (85.1%); according to the F1 scores, the models were ranked as SVM (66.9%), KNN (62.7%), decision tree (59.1%), and logistic regression model (57.7%); according to the AUCs, the order from high to low was SVM (88.5%), logistic regression model (87.7%), KNN (84.7%), and decision tree (71.5%). Conclusion The prediction result of SVM is better than the traditional logistic regression model and the other two machine learning models.
Objective To evaluate the risk factors for cognitive impairment and their interactions in acute ischemic stroke (IS) patients. Methods IS patients admitted to the Department of Neurology, the People’s Hospital of Mianyang between January 2019 and January 2022 were selected. Patients were divided into a cognitive impairment group and a cognitive normal group. The demographic characteristics and clinical data of the subjects were collected, and the traditional risk factors for cognitive impairment were determined by univariate and multivariate logistic regression analysis. The multifactor dimensionality reduction test was used to detect the possible interactions between risk factors. Results A total of 255 patients were included. Among them, 88 cases (34.5%) in the cognitive impairment group and 167 cases (65.5%) in the cognitive normal group. The results of factor logistic regression analysis showed that after adjusting for covariates, big and medium infarction volume, severe IS, moderate to severe carotid artery stenosis as well as high hypersensitive C-reactive protein (hs-CRP) were associated with post-IS cognitive impairment (P<0.05). The cognitive impairment increased by 22.632 times [odds ratio=22.632, 95% confidence interval (5.980, 85.652), P<0.001] in patients with big and medium infarction volume, severe IS and high hs-CRP. Conclusions The cognitive impairment is common in acute IS. Patients with big and medium infarction volume, non-mild stroke, carotid artery stenosis, high hs-CRP, and non-right sided infarction are prone to cognitive impairment, and there are complex interactions among these risk factors.
Objective To analyze the methodological quality of clinical trails on butylphthalide for cerebral ischemic stroke. Methods We collected all of the published clinical studies on butylphthalide for cerebral ischemic stroke in the world, and evaluated the methodological quality of the included studies according to clinical epidemiologic standard. The search time was from the establishment of each database to December, 2009. Results A total of 62 studies involving 5 762 patients were included. In all included studies, there were 56 randomized controlled trials (RCTs). A total of 8 studies described the method of random assignments. There were 4 multi-center randomized double-blind placebo-control trials. A total of 55 reported diagnosis criteria, 40 reported included criteria, 28 reported excluded criteria; 36 reported the curative efficacy at the end of the treatment, 51 assessed the neurological deficit score of patients before and after the treatment, 27 evaluated the ADL scores; 32 studies reported the side effects; 6 trials did not conduct intention-to-treat analysis even though some people withdrew the treatment because of the side effects or poor tolerance, etc. Conclusion Except for several high quality RCTs, current quality of some clinical trials on butylphthalide for ischemic stroke should be improved. We recommend that researchers should use internationally accepted consolidate standards of reporting trials (CONSORT) in future studies.
ObjectiveTo systematically review the correlation between atrial fibrillation and prognosis of patients with ischemic stroke after intravenous thrombolysis. MethodsLiterature search was carried out in PubMed, EMbase, Web of Science, The Cochrane Library (Issue 4, 2014), CBM and WanFang Data up to April 2014 for the domestic and foreign cohort studies on atrial fibrillation and prognosis of patients with ischemic stroke after intravenous thrombolysis. Two reviewers independently screened literature according to inclusion and exclusion criteria, extracted data, and assessed methodological quality of included studies. Then meta-analysis was performed using RevMan 5.2. ResultsA total of 7 cohort studies were finally included involving 69 017 cases. The results of meta-analysis showed that, compared with patients without atrial fibrillation, atrial fibrillation reduced 3-month favourable nerve function of patients with atrial fibrillation (OR=0.85, 95%CI 0.73 to 0.98, P=0.03) but did not influence the risk of death after intravenous thrombolysis (OR=1.47, 95%CI 0.75 to 2.86, P=0.26); and increased the risks of intracranial haemorrhagic transformation (OR=1.36, 95%CI 1.26 to 1.47, P < 0.001) and symptomatic intracranial hemorrhage after intravenous thrombolysis (OR=1.43, 95%CI 1.02 to 1.99, P=0.04). ConclusionFor patients with ischemic stroke, atrial fibrillation does not influence the risk of death, but it increases the risks of intracranial hemorrhage, and worsens 3-month favourable nerve function of after intravenous thrombolysis. For those patients, more assessment before intravenous thrombolysis and more monitoring after intravenous thrombolysis are necessary. Due to limited quality and quantity of the included studies, the abovementioned conclusion still needs to be verified by conducting more high quality studies.
ObjectiveTo systematically evaluate the association between MTHFR gene C677T polymorphism and susceptibility to young and middle-aged adult ischemic stroke among Chinese population. MethodsSuch databases as PubMed, EMbase, The Cochrane Library (Issue 11, 2013), CBM, CNKI, VIP and WanFang Data were systemically searched to collect case-control studies published from Jan 1990 to Dec 2013. RevMan 5.2 was used to quantitatively analyzed the qualified and included studies, the pooled odds ratio (ORs) with 95% confidence interval (CI) were calculated; Stata 12.0 software were used for sensitivity and publication bias analysis. ResultsA total of 10 studies were included, which involved 787 cases and 766 controls. The results of meta-analysis showed that, in overall young and middle-aged adult group (aged less than 60), individuals that carried T allele risked more with ischemic stroke than those carried C allele (OR=1.42, 95%CI 1.07 to 1.89, P=0.02); more susceptibility to ischemic stroke was found among people of TT genotype compared with those of CC genotype (OR=2.11, 95%CI 1.58 to 2.81, P=0.00), as well as those of TT+TC genotype compared with CC genotype (OR=1.97, 95%CI 1.55 to 2.51, P=0.00), and those of TT genotype compared with TC+CC genotype (OR=1.42, 95%CI 1.13 to 1.77, P=0.00). Increased risk was also observed in TT+TC genotype compared with CC genotype in young adult subgroup (aged less than 45) (OR=1.66, 95%CI 1.19 to 2.32, P=0.00). ConclusionMTHFR gene C677T polymorphism is significantly associated with susceptibility to young and middle-aged adult ischemic stroke among Chinese population, and more risk may exist in middle-aged adult population.
Objective To systematically review the association between SG13S89 polymorphism inALOX5AP gene and ischemic stroke in Chinese population. Methods Web of Science, PubMed, CNKI, CBM, EMbase and WanFang Data databases were searched to collect studies about the association between SG13S89 polymorphism inALOX5AP gene and ischemic stroke from inception to October 2016. Two researchers independently screened literature, extracted data and evaluated the risk of bias of included studies. The meta-analysis was performed by STATA 12.0. Results A total of 11 case-control studies were included. The results of meta-analysis showed that SG13S89 polymorphism inALOX5AP gene was associated with the risk of ischemic stroke in Chinese (Avs. G: OR=1.192, 95%CI 1.029 to 1.381,P=0.019; AA+AGvs. GG: OR=1.20, 95%CI 1.029 to 1.400,P=0.020; AGvs. GG: OR=1.195, 95%CI 1.022 to 1.397,P=0.025). Conclusion SG13S89 polymorphism inALOX5AP gene may be related to ischemic stroke for Chinese, A allele may be a risk factor.
Acute ischemic stroke (AIS) is a clinical syndrome caused by blood supply disorder of brain tissue, which has the characteristics of high incidence rate and high disability rate, and seriously affects the quality of life of patients. Intravenous thrombolysis is currently an important treatment for AIS, with alteplase being the only thrombolytic drug recommended by all guidelines. However, some patients did not experience improvement or even experienced deterioration in their neurological function after undergoing thrombolysis. Therefore, this article reviews the current status of treatment research on promoting neurological function in patients with AIS after intravenous thrombolysis, in order to explore the importance of combined treatment strategies on further promoting neurological function improvement.
ObjectivesTo systematically review the efficacy and safety of mechanical thrombectomy for patients with acute ischemic stroke in different ages.MethodsPubMed, EMbase, The Cochrane Library, Web of Science, CNKI, and WanFang Data databases were electronically searched to collect randomized controlled trials (RCTs) and non-randomized controlled trials (non-RCTs) on the efficacy and safety of mechanical thrombectomy for patients with acute ischemic stroke in different ages from inception to August, 2019. Two reviewers independently screened literature, extracted data and assessed risk of bias of included studies, then, meta-analysis was performed by using Stata 12.0 software.ResultsA total of 13 studies involving 2 995 patients were included. The results of meta-analysis showed that compared with the control group, patients aged 80 and above had no statistically significant difference in reperfusion success rates (OR=0.90, 95%CI 0.71 to 1.14, P=0.378), and incidence of symptomatic intracranial hemorrhage (OR=1.30, 95%CI 0.86 to 1.94, P=0.212), however, with higher incidence of arbitrary intracranial bleeding events (OR=1.61, 95%CI 1.28 to 2.04, P<0.001), 3-month mortality (OR=2.14, 95%CI 1.73 to 2.64, P<0.001) and lower good functional prognosis rate at 3 months (OR=0.46, 95%CI 0.30 to 0.71, P<0.001).ConclusionsCurrent evidence suggests that people aged 80 and above can obtain effective perfusion through mechanical thrombectomy, however, the incidence of postoperative adverse outcome events is higher and the prognosis is relatively poor. Due to limited quality and quantity of the included studies, more high-quality studies are required to verify above conclusions.
Objective To know more about the correlation between patent foramen ovale (PFO) and ischemic stroke among young and middle-aged people through analysis on various risk factors of ischemic stroke. Methods Eighty-three patients with cerebral infarction from 15 to 55 years old diagnosed for the first time in the Department of Neurology of Xianyang Hospital between January 2016 and January 2017 were selected as the study subjects. They were divided into two groups, PFO group (n=42) and non-PFO group (n=41). Seventy-eight heathy people from the Physical Examination Department of the same hospital were selected as controls. All patients and heathy subjects underwent transcranial Doppler (TCD) foaming experiments, and the occurrence and shunt volume of PFO were observed. General information and cerebrovascular disease risk factors of the patients were investigated. Results The age of subjects in PFO and non-PFO groups was not significantly different (P>0.05). Among the risk factors, there was no significant difference between the PFO and non-PFO groups in drinking history (P>0.05). The incidences of other ischemic stroke risk factors (hypertension, diabetes, smoking, hyperlipidemia, hyperhomocysteinemia, and carotid arteriosclerosis) in the PFO group were significantly lower than those in the non-PFO group (P<0.05). The rank sum test results showed that large and medium shunt rates of the cerebral infarction group were significantly higher than those of the control group (P<0.05). Conclusions PFO may be one of the cause of ischemic stroke in young and middle-aged people. Pathogenesis of ischemic stroke is likely to have a relationship with the severity of the shunt from right to left.
ObjectiveTo explore the association of elongase of very long chain fatty acids family member 6 (ELOVL6) gene with increased risk of large-artery atherosclerosis stroke (LAA) in Han Chinese population in Chengdu.MethodsHan Chinese populations in Chengdu, Sichuan were chosen for this study using the case-control design between January 2015 and December 2017. The genotypes and haplotypes of six single nucleotides polymorphisms (SNPs) of ELOVL6 gene (rs3813825, rs17041272, rs4141123, rs9997926, rs6824447, and rs12504538) were analyzed in different genetic models in entire samples, and gene-enviromental interaction analyses were also carried out to get an insight of the risk factors for LAA. At the same time, we also analyzed the gene expression profile in peripheral blood mononuclear cells between groups.ResultsA total of 240 LAA cases and 211 healthy controls were enrolled in this study. All the enrolled subjects presented CC genotype of rs9997926, while the other five SNPs (rs3813825, rs17041272, rs4141123, rs6824447, and rs12504538) were genotyped successfully in all the enrolled subjects. rs17041272 polymorphism and TGTTG haplotype were significantly associated with LAA risk in studied population [CC/(CG+GG): odds ratio (OR)=0.640, 95% confidence interval (CI) (0.423, 0.968), P=0.034; TGTTG: OR=1.776, 95%CI (1.069, 2.951), P=0.024], and the interaction among rs17041272, rs6824447 SNPs and dyslipidemia increased susceptibility to LAA [OR=2.737, 95%CI (1.715, 4.368), P<0.001]. The ELOVL6 gene expression level was higher in LAA subjects (t=−3.167, P=0.003).ConclusionsELOVL6 gene is associated with LAA risk in Han nationality of Chinese population in Chengdu, and the interaction of gene-environmental risk factors could be of great importance in pathophysiology of LAA.