Mining association rules between stroke risk factors based on the Apriori algorithm

Abstract Background The risk of ischemic stroke (IS) is known to be higher in people living with HIV (PLWH) than uninfected controls. However, information about the demographics and risk factors for hemorrhagic stroke (HS) in PLWH is scant. Specifically, very little is known about the differences in the stroke risk factors between HS and IS in PLWH. The goal of this study was to determine the demographics and risk factor differences between HS and IS in PLWH. Methods We retrospectively analyzed the demographic and clinical data of PLWH in OneFlorida (1FL) Clinical Research Consortium from October 2015 to December 2018. 1FL is a large statewide clinical research network and database which contains health information of over 15 million patients, 1240 clinical practices, and 22 hospitals. We compared HS and IS based on documented ICD 9 and 10 diagnostic codes and extracted information about sociodemographic data, traditional stroke risk factors, Charlson comorbidity scores, habits, HIV factors, diagnostic modalities and medications. Statistical significance was determined using 2-sample T-test for continuous variables and adjusted Pearson chi square for categorical variables. Odds ratio (OR) and 95% confidence intervals (CI) between groups were compared. Results Overall, from 1FL sample of 13986 people living with HIV, 574 subjects had strokes during the study period. The rate of any stroke was 18.2/1000 person-years (PYRS). The rate of IS was 10.8/1000 PYRS while the rate of HS was 3.7/1000 PYRS, corresponding to 25.4% HS of all strokes in the study. Table 1 summarizes the pertinent demographic and risk factors for HS and IS in PLWH in the study. Table 1: Summary of pertinent demographic and risk factors for hemorrhagic and ischemic strokes in people living with HIV from One Florida database Conclusion In this large Floridian health database, demographics and risk factor profile differs between HS and IS in PLWH. Younger age group is associated with HS than IS. However, hypertension, hyperlipidemia and coronary artery disease are more likely to contribute to IS than HS in PLWH. Further research is needed to better understand the interplay between known and yet unidentified risk factors that may be contributing to HS and IS in PLWH. Disclosures All Authors: No reported disclosures

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The Burden of Stroke in Pakistan

International Journal of Stroke ◽

10.1111/j.1747-4949.2008.00214.x ◽

2008 ◽

Vol 3 (4) ◽

pp. 293-296 ◽

Cited By ~ 10

Author(s):

Bhojo A. Khealani ◽

Mohammad Wasay

Keyword(s):

Risk Factors ◽

Stroke Risk ◽

Case Series ◽

Stroke Care ◽

Poor Control ◽

Stroke Incidence ◽

Treatment Practices ◽

Stroke Risk Factors ◽

The Subject ◽

Artery Disease

Epidemiologic literature on stroke burden, patterns of stroke is almost non existent from Pakistan. However, several hospital-based case series on the subject are available, mainly published in local medical journals. Despite the fact that true stroke incidence and prevalence of stroke in Pakistan is not known, the burden is assumed to be high because of highly prevalent stroke risk factors (hypertension, diabetes mellitus, coronary artery disease, dyslipidemia and smoking) in the community. High burden of these conventional stroke risk factors is further compounded by lack of awareness, poor compliance hence poor control, and inappropriate management/treatment practices. In addition certain risk factors like rheumatic valvular heart disease may be more prevalent in Pakistan. We reviewed the existing literature on stroke risk factors in community, the risk factor prevalence among stroke patients, patterns of stroke, out come of stroke, availability of diagnostic services/facilities related to stroke and resources for stroke care in Pakistan.

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Knowledge of Stroke Risk Factors among Stroke Survivors in Nigeria

Stroke Research and Treatment ◽

10.1155/2016/1902151 ◽

2016 ◽

Vol 2016 ◽

pp. 1-5

Author(s):

Grace Vincent-Onabajo ◽

Taritei Moses

Keyword(s):

Risk Factors ◽

Stroke Risk ◽

Tertiary Education ◽

Effective Means ◽

Descriptive Statistics ◽

Stroke Survivors ◽

Questionnaire Data ◽

Cross Sectional Survey ◽

Cross Sectional ◽

Stroke Risk Factors

Background. Knowledge of stroke risk factors is expected to reduce the incidence of stroke—whether first-ever or recurrent. This study examined knowledge of stroke risk factors and its determinants among stroke survivors.Methods. A cross-sectional survey of consenting stroke survivors at two physiotherapy facilities in Nigeria was carried out. Sociodemographic and clinical data were obtained and knowledge of stroke risk factors (defined as the ability to mention at least one correct risk factor) was assessed using open-ended questionnaire. Data were treated with descriptive statistics and logistic regression analysis.Results. Sixty-nine stroke survivors (male = 72.5%; mean ± SD age =49.7±10.6years) participated in the study. Thirty-four (49.4%) participants had knowledge of stroke risk factors. Only educational level was significantly associated with knowledge and participants with tertiary educational qualification were about 48 times (odds ratio = 48.5; CI = 7.6–309.8;P<0.0001) more likely to be knowledgeable than those with no education.Conclusion. Less than half of the participants had knowledge of stroke risk factors. Participants with tertiary education were significantly more knowledgeable than those with lower educational qualifications. Effective means of educating stroke survivors on stroke risk factors should be identified and adopted.

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Abstract WP182: Trends in Acute Ischemic Stroke Hospitalizations and Risk Factors Among Young Adults: 12 Years of Nationally Representative Data

Stroke ◽

10.1161/str.48.suppl_1.wp182 ◽

2017 ◽

Vol 48 (suppl_1) ◽

Author(s):

Urvish K Patel ◽

Priti Poojary ◽

Vishal Jani ◽

Mandip S Dhamoon

Keyword(s):

Risk Factors ◽

Older Adults ◽

Young Adults ◽

Ischemic Stroke ◽

Length Of Stay ◽

Acute Ischemic Stroke ◽

Stroke Risk ◽

Behavioral Risk Factors ◽

Behavioral Risk ◽

Stroke Risk Factors

Background: There is limited recent population-based data of trends in acute ischemic stroke (AIS) hospitalization rates among young adults (YA). Rising prevalence of stroke risk factors may increase stroke rates in YA. We hypothesized that 1) stroke hospitalizations and mortality among YA are increasing over time (2000-2011), 2) besides traditional stroke risk factors, non-traditional factors are associated with stroke in YA, 3) stroke hospitalization among YA is associated with higher mortality, length of stay (LOS), and cost. Methods: In the Nationwide Inpatient Sample database (years 2000-2011), adult hospitalizations for AIS and concurrent diagnoses were identified by ICD-9-CM codes; the analytic cohort constituted all AIS hospitalizations. We performed weighted analysis using chi-square, t-test, and Jonckheere trend test. Multivariable survey regression models evaluated interactions between age group (18-45 vs. >45 years) and traditional and non-traditional risk factors, with outcomes including mortality, LOS, and cost. Models were adjusted for race, sex, Charlson’s Comorbidity Index, primary payer, location and teaching status of hospital, and admission day. Results: Among 5220960 AIS hospitalizations, 231858 (4.4%) were YA. On trend analysis, proportion of YA amongst AIS increased from 3.6% in 2000 to 4.7% in 2011 (p<0.0001) but mortality in YA decreased from 3.7% in 2000 to 2.6% in 2011, compared to 7.1% in 2000 to 4.6% in 2011 (p<0.0001) among older adults. Non-traditional, especially behavioral, risk factors were more common among YA, and LOS and cost were higher (Table). Conclusion: There was a trend for higher proportion of YA among AIS hospitalizations, though there was a decreasing mortality trend over 10 years. Behavioral risk factors were more common among YA, and there was an increased length of stay and cost. AIS in YA may require different preventive approaches compared to AIS among older adults.

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Abstract T P136: Potential Contributors to the Declining Impact of Stroke Risk Factors with Age: Implications for Stroke Epidemiology in the Elderly

Stroke ◽

10.1161/str.45.suppl_1.tp136 ◽

2014 ◽

Vol 45 (suppl_1) ◽

Author(s):

George Howard ◽

Mary Cushman ◽

Maciej Banach ◽

Brett M Kissela ◽

David C Goff ◽

...

Keyword(s):

Risk Factors ◽

Risk Factor ◽

Stroke Risk ◽

Multivariable Analysis ◽

The Elderly ◽

Stroke Risk Factors ◽

Age Related ◽

Increased Risk ◽

The Impact ◽

Age Related Changes

Purpose: The importance of stroke research in the elderly is increasing as America is “graying.” For most risk factors for most diseases (including stroke), the magnitude of association with incident events decreases at older ages. Potential changes in the impact of risk factors could be a “true” effect, or could be due to methodological issues such as age-related changes in residual confounding. Methods: REGARDS followed 27,748 stroke-free participants age 45 and over for an average of 5.3 years, during which 715 incident strokes occurred. The association of the “Framingham” risk factors (hypertension [HTN], diabetes, smoking, AFib, LVH and heart disease) with incident stroke risk was assessed in age strata of 45-64 (Young), 65-74 (Middle), and 75+ (Old). For those with and without an “index” risk factor (e.g., HTN), the average number of “other” risk factors was calculated. Results: With the exception of AFib, there was a monotonic decrease in the magnitude of the impact across the age strata, with HTN, diabetes, smoking and LVH even becoming non-significant in the elderly (Figure 1). However, for most factors, the increasing prevalence of other risk factors with age impacts primarily those with the index risk factor absent (Figure 2, example HTN as the “index” risk factor). Discussion: The impact of stroke risk factors substantially declined at older ages. However, this decrease is partially attributable to increases in the prevalence of other risk factors among those without the index risk factor, as there was little change in the prevalence of other risk factors in those with the index risk factor. Hence, the impact of the index risk factor is attenuated by increased risk in the comparison group. If this phenomenon is active with latent risk factors, estimates from multivariable analysis will also decrease with age. A deeper understanding of age-related changes in the impact of risk factors is needed.

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Abstract T P153: Women and Men with Ischemic Stroke in SiGN Have Different Subtype Distributions and Risk Factors

Stroke ◽

10.1161/str.45.suppl_1.tp153 ◽

2014 ◽

Vol 45 (suppl_1) ◽

Author(s):

Kathryn M Rexrode ◽

Braxton D Mitchell ◽

Kathleen A Ryan ◽

Steven J Kittner ◽

Hakan Ay ◽

...

Keyword(s):

Risk Factors ◽

Ischemic Stroke ◽

Stroke Risk ◽

Cardioembolic Stroke ◽

Relative Distribution ◽

Large Artery ◽

Stroke Risk Factors ◽

Stroke Subtypes ◽

Small Artery Occlusion ◽

Ischemic Stroke Risk

Introduction: The relative distribution of stroke risk factors, as well as ischemic stroke subtypes, in women compared with men is not well described. Hypothesis: We hypothesized that the distribution of ischemic stroke risk factors and subtypes would differ by sex, with a later onset in women and greater proportion of comorbidities. Methods: The NINDS Stroke Genetics Network (SiGN) consortium was established to evaluate genetic risk factors for ischemic stroke. A total of 23 separate studies performed Causative Classification of Stroke (CCS) typing using standardized criteria on ischemic stroke cases and contributed data on risk factors. We compared the distribution of ischemic stroke risk factors and CCS phenotypes between men and women with ischemic stroke. Results: Of the 16,228 ischemic strokes in SiGN, 8005 (49.3%) occurred in women. Median age at stroke was older in female than male stroke cases (73 vs. 66 years) (p=<0.0001). Among stroke cases, women were more likely than men cases to have hypertension or atrial fibrillation and less likely to have diabetes or coronary artery disease, or to smoke (p <0.003 for all). The distribution of stroke subtypes also differed by sex, with women less likely than men to have large artery infarction and small artery occlusion, and more likely to have cardioembolic stroke and undetermined stroke due to incomplete work-up (p values all <0.0001; see Table). Results were similar when the distribution of stroke subtypes was examined for those <70 years and ≥70 years, except for cardioembolic stroke remaining more common only among women ≥70. Conclusions: In this large group of carefully phenotyped ischemic strokes, the distribution of ischemic stroke subtypes and risk factor profiles differ significantly by sex. Evaluation of the causes of these differences may highlight areas for improved prevention and risk reduction in both genders.

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Abstract WP345: Stroke Risk Factors Screening and Education: A Regional Strategy to Address Stroke Prevalence and Mortality in Eastern North Carolina

Stroke ◽

10.1161/str.44.suppl_1.awp345 ◽

2013 ◽

Vol 44 (suppl_1) ◽

Author(s):

Terry M Congleton ◽

Cristine W Small ◽

Susan D Freeman

Keyword(s):

Risk Factors ◽

North Carolina ◽

Stroke Risk ◽

Stroke Mortality ◽

Transient Ischemia ◽

Stroke Risk Factor ◽

Stroke Risk Factors ◽

Regional Collaboration ◽

Stroke Prevalence ◽

Eastern North Carolina

Background: Eastern North Carolina (ENC) stroke mortality is 12 percent higher than the rest of the state. Often, geographical and sociological barriers prevent people residing in our rural communities from seeking routine health care. Stroke risk factors are known. The purpose of this initiative is to reduce the stroke prevalence and mortality in ENC through community risk factors screening and education. Methods: Medical center volunteers’ staff the screening and volunteer hours are recorded in a community benefit database. Each participant completes a standardized evidenced based assessment. Information collected at each screening includes demographic data, cardiovascular history, knowledge of stroke/transient ischemia signs and symptoms. Clinical metrics obtained are finger stick for random lipid panel and blood glucose, body mass index, hip to waist ratio and carotid bruit screen. Based on the screening results, education, recommendations and referrals are reviewed with every participant. Results: From 2007-2010 the screening volume doubled. In 2011, there was a reduction in screening volume as our system hospitals expanded their community stroke outreach efforts. Approximately 4900 community screenings have been conducted from 2007-2011. Elevated blood pressure and cholesterol respectively are most frequently occurring stroke risks factor found, which is consistent with national trends. Stroke mortality has decreased in the region while transient ischemia attack admissions volume has increased at our certified primary stroke center and regional referral center. Conclusions: In conclusion, primary and secondary prevention through community outreach education, risk factors screening and regional collaboration has made a difference. The region has seen a decrease in stroke prevalence and mortality in ENC. Further reduction is necessary to continue to make an even greater impact. Future directions for the stroke risk factor identification screening is to further integrate community efforts and seeks grant opportunities to establish stroke prevention and management clinics throughout the region.

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