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1.
Cardiovasc Diabetol ; 23(1): 183, 2024 May 29.
Artigo em Inglês | MEDLINE | ID: mdl-38812009

RESUMO

BACKGROUND: People with type 2 diabetes (T2D) are at elevated risk of cardiovascular disease (CVD) including stroke, yet existing real-world evidence (RWE) on the clinical and economic burden of stroke in this population is limited. The aim of this cohort study was to evaluate the clinical and economic burden of stroke among people with T2D in France. METHODS: We conducted a retrospective RWE study using data from the nationally representative subset of the French Système National des Données de Santé (SNDS) database. We assessed the incidence of stroke requiring hospitalization between 2012 and 2018 among T2D patients. Subsequent clinical outcomes including CVD, stroke recurrence, and mortality were estimated overall and according to stroke subtype (ischemic versus hemorrhagic). We also examined the treatment patterns for glucose-lowering agents and CVD agents, health care resource utilization and medical costs. RESULTS: Among 45,331 people with T2D without baseline history of stroke, 2090 (4.6%) had an incident stroke requiring hospitalization. The incidence of ischemic stroke per 1000 person-years was 4.9-times higher than hemorrhagic stroke (6.80 [95% confidence interval (CI) 6.47-7.15] versus 1.38 [1.24-1.54]). During a median follow-up of 2.4 years (interquartile range 0.6; 4.4) from date of index stroke, the rate of CVD, stroke recurrence and mortality per 1000 person-years was higher among hemorrhagic stroke patients than ischemic stroke patients (CVD 130.9 [107.7-159.0] versus 126.4 [117.2-136.4]; stroke recurrence: 86.7 [66.4-113.4] versus 66.5 [59.2-74.6]; mortality 291.5 [259.1-327.9] versus 144.1 [134.3-154.6]). These differences were not statistically significant, except for mortality (adjusted hazard ratio 1.95 [95% CI 1.66-2.92]). The proportion of patients prescribed glucagon-like peptide-1 receptor agonists increased from 4.2% at baseline to 6.6% during follow-up. The proportion of patients prescribed antihypertensives and statins only increased slightly following incident stroke (antihypertensives: 70.9% pre-stroke versus 76.7% post-stroke; statins: 24.1% pre-stroke versus 30.0% post-stroke). Overall, 68.8% of patients had a subsequent hospitalization. Median total medical costs were €12,199 (6846; 22,378). CONCLUSIONS: The high burden of stroke among people with T2D, along with the low proportion of patients receiving recommended treatments as per clinical guidelines, necessitates a strengthened and multidisciplinary approach to the CVD prevention and management in people with T2D.


Assuntos
Bases de Dados Factuais , Diabetes Mellitus Tipo 2 , Acidente Vascular Cerebral Hemorrágico , Hipoglicemiantes , AVC Isquêmico , Humanos , Diabetes Mellitus Tipo 2/epidemiologia , Diabetes Mellitus Tipo 2/economia , Diabetes Mellitus Tipo 2/mortalidade , Diabetes Mellitus Tipo 2/diagnóstico , Diabetes Mellitus Tipo 2/terapia , Diabetes Mellitus Tipo 2/tratamento farmacológico , Feminino , Masculino , Incidência , Idoso , Estudos Retrospectivos , Pessoa de Meia-Idade , França/epidemiologia , Fatores de Tempo , Hipoglicemiantes/uso terapêutico , Hipoglicemiantes/economia , AVC Isquêmico/epidemiologia , AVC Isquêmico/mortalidade , AVC Isquêmico/economia , AVC Isquêmico/terapia , AVC Isquêmico/diagnóstico , Acidente Vascular Cerebral Hemorrágico/epidemiologia , Acidente Vascular Cerebral Hemorrágico/mortalidade , Acidente Vascular Cerebral Hemorrágico/economia , Acidente Vascular Cerebral Hemorrágico/terapia , Acidente Vascular Cerebral Hemorrágico/diagnóstico , Medição de Risco , Recidiva , Fatores de Risco , Custos de Cuidados de Saúde , Resultado do Tratamento , Hospitalização/economia , Idoso de 80 Anos ou mais , Fármacos Cardiovasculares/uso terapêutico , Fármacos Cardiovasculares/economia , Acidente Vascular Cerebral/epidemiologia , Acidente Vascular Cerebral/mortalidade , Acidente Vascular Cerebral/economia , Acidente Vascular Cerebral/terapia , Acidente Vascular Cerebral/diagnóstico
2.
Open Heart ; 11(1)2024 May 08.
Artigo em Inglês | MEDLINE | ID: mdl-38719499

RESUMO

OBJECTIVE: Implantable loop recorders (ILRs) are increasingly used for long-term rhythm monitoring after ischaemic and cryptogenic stroke, with the goal of detecting atrial fibrillation (AF) and subsequent initiation of oral anticoagulation to reduce risk of adverse clinical outcomes. There is a need to determine the effectiveness of different rhythm monitoring strategies in this context. METHODS: We conducted a retrospective cohort analysis of individuals with commercial and Medicare Advantage insurance in Optum Labs Data Warehouse who had incident ischaemic or cryptogenic stroke and no prior cardiovascular implantable electronic device from 1 January 2016 to 30 June 2021. Patients were stratified by rhythm monitoring strategy: ILR, long-term continuous external cardiac monitor (>48 hours to 30 days) or Holter monitor (≤48 hours). The primary outcome was risk-adjusted all-cause mortality at 12 months. Secondary outcomes included new diagnosis of AF and oral anticoagulation, bleeding, and costs. RESULTS: Among 48 901 patients with ischaemic or cryptogenic stroke, 9235 received an ILR, 29 103 long-term continuous external monitor and 10 563 Holter monitor only. Mean age was 69.9 (SD 11.9) years and 53.5% were female. During the 12-month follow-up period, patients who received ILRs compared with those who received long-term continuous external monitors had a higher odds of new diagnosis of AF and oral anticoagulant initiation (adjusted OR 2.27, 95% CI 2.09 to 2.48). Compared with patients who received long-term continuous external monitors, those who received ILRs had similar 12-month mortality (HR 1.00; 95% CI 0.89 to 1.12), with approximately $13 000 higher costs at baseline (including monitor cost) and $2500 higher costs during 12-month follow-up. CONCLUSIONS: In this large real-world study of patients with ischaemic or cryptogenic stroke, ILR placement resulted in more diagnosis of AF and initiation of oral anticoagulation, but no difference in mortality compared with long-term continuous external monitors.


Assuntos
Fibrilação Atrial , Eletrocardiografia Ambulatorial , AVC Isquêmico , Humanos , Feminino , Masculino , Idoso , Estudos Retrospectivos , Eletrocardiografia Ambulatorial/instrumentação , Eletrocardiografia Ambulatorial/economia , Eletrocardiografia Ambulatorial/métodos , AVC Isquêmico/economia , AVC Isquêmico/mortalidade , AVC Isquêmico/diagnóstico , AVC Isquêmico/prevenção & controle , AVC Isquêmico/etiologia , Fibrilação Atrial/diagnóstico , Fibrilação Atrial/economia , Fibrilação Atrial/tratamento farmacológico , Fibrilação Atrial/complicações , Fibrilação Atrial/mortalidade , Estados Unidos/epidemiologia , Anticoagulantes/economia , Anticoagulantes/administração & dosagem , Fatores de Tempo , Pessoa de Meia-Idade , Seguimentos , Análise Custo-Benefício , Idoso de 80 Anos ou mais , Custos de Cuidados de Saúde
3.
J Am Heart Assoc ; 13(9): e032645, 2024 May 07.
Artigo em Inglês | MEDLINE | ID: mdl-38700029

RESUMO

BACKGROUND: Hypertension is a stroke risk factor with known disparities in prevalence and management between Black and White patients. We sought to identify if racial differences in presenting blood pressure (BP) during acute ischemic stroke exist. METHODS AND RESULTS: Adults with acute ischemic stroke presenting to an emergency department within 24 hours of last known normal during study epochs 2005, 2010, and 2015 within the Greater Cincinnati/Northern Kentucky Stroke Study were included. Demographics, histories, arrival BP, National Institutes of Health Stroke Scale score, and time from last known normal were collected. Multivariable linear regression was used to determine differences in mean BP between Black and White patients, adjusting for age, sex, National Institutes of Health Stroke Scale score, history of hypertension, hyperlipidemia, smoking, stroke, body mass index, and study epoch. Of 4048 patients, 853 Black and 3195 White patients were included. In adjusted analysis, Black patients had higher presenting systolic BP (161 mm Hg [95% CI, 159-164] versus 158 mm Hg [95% CI, 157-159], P<0.01), diastolic BP (86 mm Hg [95% CI, 85-88] versus 83 mm Hg [95% CI, 82-84], P<0.01), and mean arterial pressure (111 mm Hg [95% CI, 110-113] versus 108 mm Hg [95% CI, 107-109], P<0.01) compared with White patients. In adjusted subanalysis of patients <4.5 hours from last known normal, diastolic BP (88 mm Hg [95% CI, 86-90] versus 83 mm Hg [95% CI, 82-84], P<0.01) and mean arterial pressure (112 mm Hg [95% CI, 110-114] versus 108 mm Hg [95% CI, 107-109], P<0.01) were also higher in Black patients. CONCLUSIONS: This population-based study suggests differences in presenting BP between Black and White patients during acute ischemic stroke. Further study is needed to determine whether these differences influence clinical decision-making, outcome, or clinical trial eligibility.


Assuntos
Negro ou Afro-Americano , Pressão Sanguínea , Hipertensão , AVC Isquêmico , População Branca , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Negro ou Afro-Americano/estatística & dados numéricos , Pressão Sanguínea/fisiologia , Disparidades nos Níveis de Saúde , Hipertensão/etnologia , Hipertensão/fisiopatologia , Hipertensão/epidemiologia , Hipertensão/diagnóstico , AVC Isquêmico/etnologia , AVC Isquêmico/epidemiologia , AVC Isquêmico/diagnóstico , AVC Isquêmico/fisiopatologia , Kentucky/epidemiologia , Ohio/epidemiologia , Prevalência , Fatores de Risco , Fatores de Tempo , População Branca/estatística & dados numéricos , Brancos
4.
BMC Cardiovasc Disord ; 24(1): 288, 2024 May 30.
Artigo em Inglês | MEDLINE | ID: mdl-38816791

RESUMO

Clinical risk factors associated obesity and smoking, as well as their combined effect, are not fully understood. This study aims to determine sex differences in risk factors in a population of acute ischemic stroke (AIS) patients who are obese and with a history of previous or current smoking. METHODS: A retrospective analysis of risk factors in male and female AIS patients with baseline data of obesity and current or previous history of smoking, smoking, and obesity alone was determined. The primary predictor and outcome are risk factors associated with male and female AIS patients. Baseline risk factors were analyzed using a multivariate regression analysis to determine specific risk factors linked with the combined effect of obesity and current or previous history of smoking''. RESULTS: Male obese AIS patients who are current or previous smokers were more likely to be older patients(OR = 1.024, 95% CI, 1.022-1.047, P = 0.033) that present with coronary artery disease (OR = 1.806, 95% CI, 1.028-3.174, P = 0.040), a history of alcohol use (OR = 2.873, 95% CI, 1.349-6.166, P = 0.006), elevated serum creatinine (OR = 4.724, 95% CI, 2.171-10.281, P < 0.001) and systolic blood pressure (OR = 1.029, 95% CI, 1.011-1.047, P < 0.002). Females were more associated with depression (OR = 0.432, 95% CI, 0.244-0.764, P = 0.004), previous TIA (OR = 0.319, 95% CI, 0.142-0.714, P < 0.005), and higher levels of HDL (OR = 0.938, 95% CI, 0.915-0.962, P < 0.001). CONCLUSION: Our results reveal sex differences in risk factors in obese AIS patients with a current or past history of smoking. This finding emphasizes the need to develop management strategies to improve the care of obese AIS patients who are either current or former smokers.


Assuntos
AVC Isquêmico , Obesidade , Fumar , Humanos , Masculino , Feminino , Fatores de Risco , Obesidade/epidemiologia , Obesidade/diagnóstico , Estudos Retrospectivos , Pessoa de Meia-Idade , Idoso , Fatores Sexuais , Fumar/efeitos adversos , Fumar/epidemiologia , AVC Isquêmico/epidemiologia , AVC Isquêmico/diagnóstico , AVC Isquêmico/etiologia , Medição de Risco , Disparidades nos Níveis de Saúde , Ex-Fumantes , Idoso de 80 Anos ou mais , Prognóstico
5.
J Am Heart Assoc ; 13(10): e033301, 2024 May 21.
Artigo em Inglês | MEDLINE | ID: mdl-38686866

RESUMO

BACKGROUND: The modified Rankin Scale (mRS) is commonly used to measure disability after stroke, traditionally assessed through telephone or in-person evaluation. Here, we investigated the validity of mRS assessment through an automated text messaging system based on the simplified mRS questionnaire as an alternative method to traditional methods of assessment. METHODS AND RESULTS: A total of 250 patients admitted to 3 hospitals within the University of Pennsylvania Health System with ischemic or hemorrhagic stroke were enrolled. Participants received automated text messages sent 48 hours before their outpatient appointment at about 90 days after stroke. The mRS scores were assigned on the basis of participant responses to 2 to 4 text questions eliciting yes/no responses. The mRS was then evaluated in person or by telephone interview for comparison. Responses were compared with κ. A total of 142 patients (57%) completed the study. The spontaneous response rate to text messages was 46.5% and up to 72% with an additional direct in-person or phone call reminder. Agreement was substantial (quadratic-weighted κ=0.87 [95% CI, 0.83-0.89]) between responses derived from the automated text messaging and traditional interviews. Agreement for distinguishing functional independence (mRS 0-1) from dependence (mRS 2-5) was substantial (unweighted κ=0.79 [95% CI, 0.69-0.90]). CONCLUSIONS: An automated text messaging system is a feasible method for remotely obtaining the mRS after stroke and a potential alternative to traditional in-person or telephone assessment. Further studies are needed to evaluate the generalizability of text message-based approaches to stroke outcome measurement.


Assuntos
Avaliação da Deficiência , Envio de Mensagens de Texto , Humanos , Feminino , Masculino , Idoso , Pessoa de Meia-Idade , Fatores de Tempo , AVC Isquêmico/diagnóstico , Reprodutibilidade dos Testes , Acidente Vascular Cerebral/diagnóstico , Estado Funcional , Idoso de 80 Anos ou mais , Inquéritos e Questionários , Recuperação de Função Fisiológica , Reabilitação do Acidente Vascular Cerebral/métodos , Acidente Vascular Cerebral Hemorrágico/diagnóstico , Pennsylvania , Valor Preditivo dos Testes
6.
J Am Heart Assoc ; 13(9): e033316, 2024 May 07.
Artigo em Inglês | MEDLINE | ID: mdl-38639371

RESUMO

BACKGROUND: Despite its approval for acute ischemic stroke >25 years ago, intravenous thrombolysis (IVT) remains underused, with inequities by age, sex, race, ethnicity, and geography. Little is known about IVT rates by insurance status. METHODS AND RESULTS: We assessed temporal trends from 2002 to 2015 in IVT for acute ischemic stroke in the Nationwide Inpatient Sample using adjusted, survey-weighted logistic regression. We calculated odds ratios for IVT for each category in 2002 to 2008 (period 1) and 2009 to 2015 (period 2). IVT use for acute ischemic stroke increased from 1.0% in 2002 to 6.8% in 2015 (adjusted annual relative ratio, 1.15). Individuals aged ≥85 years had the most pronounced increase during 2002 to 2015 (adjusted annual relative ratio, 1.18) but were less likely to receive IVT compared with 18- to 44-year-olds in period 1 (adjusted odds ratio [aOR], 0.23) and period 2 (aOR, 0.36). Women were less likely than men to receive IVT, but the disparity narrowed over time (period 1: aOR, 0.81; period 2: aOR, 0.94). Inequities in IVT resolved for Hispanic individuals in period 2 (aOR, 0.96) but not for Black individuals (period 2: aOR, 0.81). The disparity in IVT for Medicare patients, compared with privately insured patients, lessened over time (period 1: aOR, 0.59; period 2: aOR, 0.75). Patients treated in rural hospitals remained less likely to receive IVT than in urban hospitals; a more dramatic increase in urbanity widened the inequity (period 2, urban nonteaching versus rural: aOR, 2.58, period 2, urban teaching versus rural: aOR, 3.90). CONCLUSIONS: IVT for acute ischemic stroke increased among adults. Despite some encouraging trends, the remaining disparities highlight the need for intensified efforts at addressing inequities.


Assuntos
Fibrinolíticos , Disparidades em Assistência à Saúde , AVC Isquêmico , Terapia Trombolítica , Humanos , Feminino , Estados Unidos/epidemiologia , Masculino , AVC Isquêmico/tratamento farmacológico , AVC Isquêmico/etnologia , AVC Isquêmico/diagnóstico , Idoso , Pessoa de Meia-Idade , Terapia Trombolítica/tendências , Terapia Trombolítica/estatística & dados numéricos , Disparidades em Assistência à Saúde/tendências , Disparidades em Assistência à Saúde/etnologia , Adulto , Idoso de 80 Anos ou mais , Adulto Jovem , Adolescente , Fibrinolíticos/uso terapêutico , Fibrinolíticos/administração & dosagem , Pacientes Internados , Fatores de Tempo , Administração Intravenosa , Cobertura do Seguro/estatística & dados numéricos
7.
J Comp Eff Res ; 13(6): e240008, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38602503

RESUMO

Aim: Patients with ischemic stroke (IS) commonly undergo monitoring to identify atrial fibrillation with mobile cardiac outpatient telemetry (MCOT) or implantable loop recorders (ILRs). The authors compared readmission, healthcare cost and survival in patients monitored post-stroke with either MCOT or ILR. Materials & methods: The authors used claims data from Optum's de-identified Clinformatics® Data Mart Database to identify patients with IS hospitalized from January 2017 to December 2020 who were prescribed ambulatory cardiac monitoring via MCOT or ILR. They compared the costs associated with the initial inpatient visit as well as the rate and causes of readmission, survival and healthcare costs over the following 18 months. Datasets were balanced using patient baseline and hospitalization characteristics. Multivariable generalized linear gamma regression was used for cost comparisons. Cox proportional hazard regression was used for survival and readmission analysis. Sub-cohorts were analyzed based on the severity of the index IS. Results: In 2244 patients, readmissions were significantly lower in the MCOT monitored group (30.2%) compared with the ILR group (35.4%) (hazard ratio [HR] 1.23; 95% CI: 1.04-1.46). Average cost over 18 months starting with the index IS was $27,429 (USD) lower in the MCOT group (95% CI: $22,353-$32,633). Survival difference bordered on statistical significance and trended to lower mortality in MCOT (8.9%) versus ILR (11.3%) (HR 1.30; 95% CI: 1:00-1.69), led by significance in patients with complications or comorbidities with the index event (MCOT 7.5%, ILR 11.5%; HR 1.62; 95% CI: 1.11-2.36). Conclusion: The use of MCOT versus ILR as the primary monitor following IS was associated with significant decreases in readmission, lower costs for the initial IS and total care over the next 18 months, significantly lower mortality for patients with complications and comorbidities at the index stroke, and a trend toward improved survival across all patients.


Assuntos
Readmissão do Paciente , Telemetria , Humanos , Masculino , Feminino , Idoso , Telemetria/economia , Telemetria/métodos , Telemetria/instrumentação , Readmissão do Paciente/estatística & dados numéricos , Readmissão do Paciente/economia , Pessoa de Meia-Idade , Fibrilação Atrial/economia , Fibrilação Atrial/diagnóstico , Fibrilação Atrial/mortalidade , Custos de Cuidados de Saúde/estatística & dados numéricos , Acidente Vascular Cerebral/economia , Acidente Vascular Cerebral/mortalidade , Acidente Vascular Cerebral/diagnóstico , AVC Isquêmico/economia , AVC Isquêmico/diagnóstico , AVC Isquêmico/mortalidade , Estudos Retrospectivos , Idoso de 80 Anos ou mais
8.
Korean J Intern Med ; 39(3): 469-476, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38632895

RESUMO

BACKGROUND/AIMS: The reimbursement policy for cryptogenic stroke (CS) was expanded in November 2018 from recurrent strokes to the first stroke episode. No reports have demonstrated whether this policy change has affected trends in implantable loop recorder (ILR) utilization. METHODS: We identified patients who received an ILR implant using the Korea Health Insurance Review and Assessment Service database between July 2016 and October 2021. Patients meeting all the following criteria were considered to have CS indication: 1) prior stroke history, 2) no previous history of atrial fibrillation or flutter (AF/AFL), and 3) no maintenance of oral anticoagulant for ≥4 weeks within a year before ILR implant. AF/AFL diagnosed within 3 years after ILR implant or before ILR removal was considered ILR-driven. RESULTS: Among 3,056 patients, 1,001 (32.8%) had CS indications. The total ILR implant number gradually increased for both CS and non-CS indications and the number of CS indication significantly increased after implementing the expanded reimbursement policy. The detection rate for AF/AFL was 26.3% in CS patients over 3 years, which was significantly higher in patients implanted with an ILR within 2 months after stroke than those implanted later. CONCLUSION: The expanded coverage policy for CS had a significant impact on the number of ILR implantation for CS indication. The diagnostic yield of ILR for AF/AFL detection seems better when ILR is implanted within 2 months than later. Further investigation is needed to demonstrate other clinical benefits and the optimal ILR implantation timing.


Assuntos
AVC Isquêmico , Humanos , República da Coreia , Masculino , Feminino , Pessoa de Meia-Idade , Idoso , AVC Isquêmico/diagnóstico , Bases de Dados Factuais , Fatores de Tempo , Reembolso de Seguro de Saúde , Estudos Retrospectivos , Fibrilação Atrial/diagnóstico , Fibrilação Atrial/economia , Eletrocardiografia Ambulatorial/instrumentação , Eletrocardiografia Ambulatorial/economia , Adulto
9.
Cardiovasc Toxicol ; 24(4): 365-374, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38499940

RESUMO

In this study, we leveraged machine learning (ML) approach to develop and validate new assessment tools for predicting stroke and bleeding among patients with atrial fibrillation (AFib) and cancer. We conducted a retrospective cohort study including patients who were newly diagnosed with AFib with a record of cancer from the 2012-2018 Surveillance, Epidemiology, and End Results (SEER)-Medicare database. The ML algorithms were developed and validated separately for each outcome by fitting elastic net, random forest (RF), extreme gradient boosting (XGBoost), support vector machine (SVM), and neural network models with tenfold cross-validation (train:test = 7:3). We obtained area under the curve (AUC), sensitivity, specificity, and F2 score as performance metrics. Model calibration was assessed using Brier score. In sensitivity analysis, we resampled data using Synthetic Minority Oversampling Technique (SMOTE). Among 18,388 patients with AFib and cancer, 523 (2.84%) had ischemic stroke and 221 (1.20%) had major bleeding within one year after AFib diagnosis. In prediction of ischemic stroke, RF significantly outperformed other ML models [AUC (0.916, 95% CI 0.887-0.945), sensitivity 0.868, specificity 0.801, F2 score 0.375, Brier score = 0.035]. However, the performance of ML algorithms in prediction of major bleeding was low with highest AUC achieved by RF (0.623, 95% CI 0.554-0.692). RF models performed better than CHA2DS2-VASc and HAS-BLED scores. SMOTE did not improve the performance of the ML algorithms. Our study demonstrated a promising application of ML in stroke prediction among patients with AFib and cancer. This tool may be leveraged in assisting clinicians to identify patients at high risk of stroke and optimize treatment decisions.


Assuntos
Fibrilação Atrial , AVC Isquêmico , Neoplasias , Acidente Vascular Cerebral , Humanos , Idoso , Estados Unidos , Fibrilação Atrial/diagnóstico , Fibrilação Atrial/epidemiologia , AVC Isquêmico/diagnóstico , AVC Isquêmico/epidemiologia , Estudos Retrospectivos , Medição de Risco , Medicare , Hemorragia/induzido quimicamente , Hemorragia/diagnóstico , Hemorragia/epidemiologia , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/epidemiologia , Algoritmos , Neoplasias/complicações , Neoplasias/diagnóstico , Neoplasias/epidemiologia , Aprendizado de Máquina
10.
Comput Med Imaging Graph ; 113: 102346, 2024 04.
Artigo em Inglês | MEDLINE | ID: mdl-38364600

RESUMO

This study conducts collateral evaluation from ischemic damage using a deep learning-based Siamese network, addressing the challenges associated with a small and imbalanced dataset. The collateral network provides an alternative oxygen and nutrient supply pathway in ischemic stroke cases, influencing treatment decisions. Research in this area focuses on automated collateral assessment using deep learning (DL) methods to expedite decision-making processes and enhance accuracy. Our study employed a 3D ResNet-based Siamese network, referred to as SCANED, to classify collaterals as good/intermediate or poor. Utilizing non-contrast computed tomography (NCCT) images, the network automates collateral identification and assessment by analyzing tissue degeneration around the ischemic site. Relevant features from the left/right hemispheres were extracted, and Euclidean Distance (ED) was employed for similarity measurement. Finally, dichotomized classification of good/intermediate or poor collateral is performed by SCANED using an optimal threshold derived from ROC analysis. SCANED provides a sensitivity of 0.88, a specificity of 0.63, and a weighted F1 score of 0.86 in the dichotomized classification.


Assuntos
Isquemia Encefálica , AVC Isquêmico , Curva ROC , Isquemia Encefálica/diagnóstico , Aprendizado Profundo , AVC Isquêmico/diagnóstico , Humanos
11.
J Stroke Cerebrovasc Dis ; 33(1): 107489, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-37980845

RESUMO

BACKGROUND AND PURPOSE: Predicting patient recovery and discharge disposition following mechanical thrombectomy remains a challenge in patients with ischemic stroke. Machine learning offers a promising prognostication approach assisting in personalized post-thrombectomy care plans and resource allocation. As a large national database, National Inpatient Sample (NIS), contain valuable insights amenable to data-mining. The study aimed to develop and evaluate ML models predicting hospital discharge disposition with a focus on demographic, socioeconomic and hospital characteristics. MATERIALS AND METHODS: The NIS dataset (2006-2019) was used, including 4956 patients diagnosed with ischemic stroke who underwent thrombectomy. Demographics, hospital characteristics, and Elixhauser comorbidity indices were recorded. Feature extraction, processing, and selection were performed using Python, with Maximum Relevance - Minimum Redundancy (MRMR) applied for dimensionality reduction. ML models were developed and benchmarked prior to interpretation of the best model using Shapley Additive exPlanations (SHAP). RESULTS: The multilayer perceptron model outperformed others and achieved an AUROC of 0.81, accuracy of 77 %, F1-score of 0.48, precision of 0.64, and recall of 0.54. SHAP analysis identified the most important features for predicting discharge disposition as dysphagia and dysarthria, NIHSS, age, primary payer (Medicare), cerebral edema, fluid and electrolyte disorders, complicated hypertension, primary payer (private insurance), intracranial hemorrhage, and thrombectomy alone. CONCLUSION: Machine learning modeling of NIS database shows potential in predicting hospital discharge disposition for inpatients with acute ischemic stroke following mechanical thrombectomy in the NIS database. Insights gained from SHAP interpretation can inform targeted interventions and care plans, ultimately enhancing patient outcomes and resource allocation.


Assuntos
Isquemia Encefálica , AVC Isquêmico , Acidente Vascular Cerebral , Humanos , Idoso , Estados Unidos , AVC Isquêmico/diagnóstico , AVC Isquêmico/terapia , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/terapia , Pacientes Internados , Alta do Paciente , Resultado do Tratamento , Medicare , Trombectomia/efeitos adversos , Hospitais , Estudos Retrospectivos , Isquemia Encefálica/diagnóstico , Isquemia Encefálica/terapia
12.
Eur Stroke J ; 9(1): 219-225, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-37978872

RESUMO

INTRODUCTION: Patent foramen ovale (PFO) closure prevents recurrent ischemic stroke in selected patients with a cryptogenic stroke. Trial results tend to be generalized to daily practice, often extending original trial inclusion criteria. This may result in unnecessary closure without benefit, but with risk of complications. We therefore introduced a standardized and structured evaluation by an interdisciplinary Heart-Stroke Team (HST). Our aim was to investigate the proportion of actual PFO closure of all referred patients with a cryptogenic stroke, after evaluation by the HST. PATIENTS AND METHODS: We conducted a single-center, retrospective cohort study. Patients with an assumed cryptogenic ischemic stroke or transient ischemic attack (TIA) and a PFO who were referred for PFO closure were analyzed. As part of the HST approach, all patients underwent a standardized work-up, first to demonstrate the ischemic event on neuroimaging, second to evaluate all potential causes of stroke and finally, to assess the possible relation between the PFO and stroke. Outcome was the proportion of patients treated with PFO closure after referral. RESULTS: A total of 195 patients were included. In 124 patients (64%) PFO closure was advised. Fourty-two (22%) patients had a clear alternative cause of stroke and in 13 (7%) patients the initial stroke diagnosis could not be confirmed. CONCLUSION: After careful analysis of patients referred for PFO closure a relationship between the PFO and stroke could not be demonstrated in 32% of referrals, and 3% preferred best medical treatment over percutaneous closure. This stresses the need for a complete neurovascular work-up and multidisciplinary assessment.


Assuntos
Forame Oval Patente , Ataque Isquêmico Transitório , AVC Isquêmico , Acidente Vascular Cerebral , Humanos , Forame Oval Patente/complicações , Estudos Retrospectivos , Acidente Vascular Cerebral/diagnóstico , Ataque Isquêmico Transitório/epidemiologia , AVC Isquêmico/diagnóstico
13.
Anal Chem ; 95(33): 12391-12397, 2023 08 22.
Artigo em Inglês | MEDLINE | ID: mdl-37486019

RESUMO

For the first time, a paper-based analytical device (PAD) was developed for the assessment of transferrin saturation (TSAT), which is defined as the ratio between iron bound to transferrin (Tf) and the total iron-binding capacity (TIBC) of Tf. Both parameters were simultaneously measured on the same PAD using ferrozine as a chromophore and a smartphone as the color reader. To this end, Tf was first isolated from serum using anti-Tf immunomagnetic beads to ensure that only the Tf-bound iron was measured, improving the selectivity and accuracy of TSAT assessment. To demonstrate the practical utility of the device, it was validated by analyzing a certified reference material, showing excellent accuracy (Er < 4%) and good precision (RSD ≤ 6%). Finally, 18 diagnosed serum samples from ischemic stroke patients were analyzed by this approach, and the results were compared with those obtained by urea-PAGE, showing not only an excellent correlation (r = 0.93, p < 0.05) but that the PAD approach has become statistically identical to the free-interference urea-PAGE. In comparison with the slow, tedious, and non-miniaturized-PAGE, this PAD approach exhibited attractive characteristics such as low cost, disposability, and connectivity, showing great potential for future point-of-care testing, especially in developing countries and/or remote areas, where access to medical or clinical facilities is limited.


Assuntos
AVC Isquêmico , Humanos , AVC Isquêmico/diagnóstico , Ferro/sangue , Transferrinas/sangue , Cor , Aplicativos Móveis
14.
Circulation ; 148(1): 20-34, 2023 07 04.
Artigo em Inglês | MEDLINE | ID: mdl-37199147

RESUMO

BACKGROUND: Existing data and clinical trials could not determine whether faster intravenous thrombolytic therapy (IVT) translates into better long-term functional outcomes after acute ischemic stroke among those treated with endovascular thrombectomy (EVT). Patient-level national data can provide the required large population to study the associations between earlier IVT, versus later, with longitudinal functional outcomes and mortality in patients receiving IVT+EVT combined treatment. METHODS: This cohort study included older US patients (age ≥65 years) who received IVT within 4.5 hours or EVT within 7 hours after acute ischemic stroke using the linked 2015 to 2018 Get With The Guidelines-Stroke and Medicare database (38 913 treated with IVT only and 3946 with IVT+EVT). Primary outcome was home time, a patient-prioritized functional outcome. Secondary outcomes included all-cause mortality in 1 year. Multivariate logistic regression and Cox proportional hazards models were used to evaluate the associations between door-to-needle (DTN) times and outcomes. RESULTS: Among patients treated with IVT+EVT, after adjusting for patient and hospital factors, including onset-to-EVT times, each 15-minute increase in DTN times for IVT was associated with significantly higher odds of zero home time in a year (never discharged to home) (adjusted odds ratio, 1.12 [95% CI, 1.06-1.19]), less home time among those discharged to home (adjusted odds ratio, 0.93 per 1% of 365 days [95% CI, 0.89-0.98]), and higher all-cause mortality (adjusted hazard ratio, 1.07 [95% CI, 1.02-1.11]). These associations were also statistically significant among patients treated with IVT but at a modest degree (adjusted odds ratio, 1.04 for zero home time, 0.96 per 1% home time for those discharged to home, and adjusted hazard ratio 1.03 for mortality). In the secondary analysis where the IVT+EVT group was compared with 3704 patients treated with EVT only, shorter DTN times (≤60, 45, and 30 minutes) achieved incrementally more home time in a year, and more modified Rankin Scale 0 to 2 at discharge (22.3%, 23.4%, and 25.0%, respectively) versus EVT only (16.4%, P<0.001 for each). The benefit dissipated with DTN>60 minutes. CONCLUSIONS: Among older patients with stroke treated with either IVT only or IVT+EVT, shorter DTN times are associated with better long-term functional outcomes and lower mortality. These findings support further efforts to accelerate thrombolytic administration in all eligible patients, including EVT candidates.


Assuntos
Isquemia Encefálica , Procedimentos Endovasculares , AVC Isquêmico , Acidente Vascular Cerebral , Humanos , Idoso , Estados Unidos/epidemiologia , AVC Isquêmico/diagnóstico , AVC Isquêmico/terapia , Estudos de Coortes , Isquemia Encefálica/tratamento farmacológico , Resultado do Tratamento , Medicare , Fibrinolíticos/uso terapêutico , Terapia Trombolítica/efeitos adversos , Trombectomia/efeitos adversos , Procedimentos Endovasculares/efeitos adversos
15.
Circ Cardiovasc Qual Outcomes ; 16(3): e008961, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-36734862

RESUMO

BACKGROUND: Up to 20% of acute ischemic stroke (AIS) patients may benefit from intensive care unit (ICU)-level care; however, there are few studies evaluating ICU availability for AIS. We aim to summarize the proportion of elderly AIS patients in the United States who are admitted to an ICU and assess the national availability of ICU-level care in AIS. METHODS: We performed a retrospective cohort study using de-identified Medicare inpatient datasets from January 1, 2016 through December 31, 2019 for US individuals aged ≥65 years. We used validated International Classification of Diseases, Tenth Revision, Clinical Modification codes to identify AIS admission and interventions. ICU-level care was identified by revenue center code. AIS patient characteristics and interventions were stratified by receipt of ICU-level care, comparing differences through calculated standardized mean difference score due to large sample sizes. RESULTS: From 2016 through 2019, a total of 952 400 admissions by 850 055 individuals met criteria for hospital admission for AIS with 19.9% involving ICU-level care. Individuals were predominantly >75 years of age (58.5%) and identified as white (80.0%). Hospitals on average admitted 11.4% (SD 14.6) of AIS patients to the ICU, with the median hospital admitting 7.7% of AIS patients to the ICU. The ICU admissions were younger and more likely to receive reperfusion therapy but had more comorbid conditions and neurologic complications. Of the 5084 hospitals included, 1971 (38.8%) reported no ICU-level AIS care. Teaching hospitals (36.9% versus 1.6%, P<0.0001) with larger AIS volume (P<0.0001) or in larger metropolitan areas (P<0.0001) were more likely to have an ICU available. CONCLUSIONS: We found evidence of national variation in the availability of ICU-level care for AIS admissions. Since ICUs may provide comprehensive care for the most severe AIS patients, continued effort is needed to examine ICU accessibility and utility among AIS.


Assuntos
AVC Isquêmico , Acidente Vascular Cerebral , Humanos , Idoso , Estados Unidos/epidemiologia , AVC Isquêmico/diagnóstico , AVC Isquêmico/epidemiologia , AVC Isquêmico/terapia , Estudos Retrospectivos , Medicare , Cuidados Críticos , Hospitalização , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/epidemiologia , Acidente Vascular Cerebral/terapia
16.
Stroke Vasc Neurol ; 8(3): 259-262, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-36379616

RESUMO

BACKGROUND: COVID-19 is associated with an increased risk of venous thromboembolism (VTE). This study examined the prevalence of VTE among acute ischaemic stroke (AIS) patients with and without a history of COVID-19. METHODS: We identified AIS hospitalisations of Medicare fee-for-service (FFS) beneficiaries aged ≥65 years from 1 April 2020 to 31 March 2022. We compared the prevalence and adjusted prevalence ratio of VTE among AIS patients with and without a history of COVID-19. RESULTS: Among 283 034 Medicare FFS beneficiaries with AIS hospitalisations, the prevalence of VTE was 4.51%, 2.96% and 2.61% among those with a history of hospitalised COVID-19, non-hospitalised COVID-19 and without COVID-19, respectively. As compared with patients without a history of COVID-19, the prevalence of VTE among patients with a history of hospitalised or non-hospitalised COVID-19 were 1.62 (95% CI 1.54 to 1.70) and 1.13 (95% CI 1.03 to 1.23) times greater, respectively. CONCLUSIONS: There appeared to be a notably higher prevalence of VTE among Medicare beneficiaries with AIS accompanied by a current or prior COVID-19. Early recognition of coagulation abnormalities and appropriate interventions may help improve patients' clinical outcomes.


Assuntos
Isquemia Encefálica , COVID-19 , AVC Isquêmico , Acidente Vascular Cerebral , Tromboembolia Venosa , Humanos , Idoso , Estados Unidos/epidemiologia , Medicare , Tromboembolia Venosa/diagnóstico , Tromboembolia Venosa/epidemiologia , Tromboembolia Venosa/terapia , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/epidemiologia , Acidente Vascular Cerebral/terapia , COVID-19/diagnóstico , COVID-19/complicações , AVC Isquêmico/diagnóstico , AVC Isquêmico/epidemiologia , AVC Isquêmico/terapia
17.
J Am Heart Assoc ; 11(6): e024327, 2022 03 15.
Artigo em Inglês | MEDLINE | ID: mdl-35232223

RESUMO

Background The aim of this study was to discussions about post-stroke outcomes related to post-stroke function and post-acute care discharge setting.inform patient-provider. Methods and Results We conducted a retrospective cohort study of Medicare beneficiaries with acute ischemic stroke or intracerebral hemorrhage in 2013. Our primary outcome was mortality within at least 1-year post discharge. We performed multivariate logistic regression to estimate 90-day odds ratios (ORs) and Cox proportional hazards regression to estimate post 90-day hazard ratios on mortality, adjusting for demographics, procedures, comorbidities, discharge setting (inpatient rehabilitation facility, skilled nursing facility, or home health care agency), post-stroke function (measured by the Functional/Pseudo-Functional Independence Measure) and setting-function interactions. There were 167 000 patients with a mean follow-up of 441 days. Mortality within 90 days was associated with post-stroke function (OR, 0.23; 95% CI, 0.19-0.27 comparing highest to lowest quintile of post-stroke function) and discharge setting (OR, 4.05; 95% CI, 3.78-4.33 for skilled nursing facility versus inpatient rehabilitation facility). Among the highest functioning patients, those discharged to inpatient rehabilitation facility had a 1-year mortality of 9% and those discharged with home health had 11% mortality at 1 year. The lowest functioning survivors of stroke discharged to a skilled nursing facility had 64% mortality at 1 year and those discharged to an inpatient rehabilitation facility had 29.6% mortality at 1 year. Conclusions Nearly two thirds of the lowest functioning survivors of stroke discharged to a skilled nursing facility die within a year. This finding should inform discussions between providers and patients/caregivers in aligning goals of care with the care survivors of stroke receive.


Assuntos
AVC Isquêmico , Reabilitação do Acidente Vascular Cerebral , Acidente Vascular Cerebral , Assistência ao Convalescente , Idoso , Humanos , AVC Isquêmico/diagnóstico , AVC Isquêmico/terapia , Medicare , Alta do Paciente , Estudos Retrospectivos , Instituições de Cuidados Especializados de Enfermagem , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/terapia , Cuidados Semi-Intensivos , Estados Unidos/epidemiologia
18.
J Stroke Cerebrovasc Dis ; 31(4): 106327, 2022 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-35123276

RESUMO

OBJECTIVES: In-hospital stroke is associated with poor outcomes. Reasons for delays, use of interventions, and presence of large vessel occlusion are not well characterized. MATERIALS AND METHODS: A retrospective single center cohort of 97 patients with in-hospital stroke was analyzed to identify factors associated with delays from last known normal to symptom identification and to stroke team alerting. Stroke interventions and presence of large vessel occlusion were also assessed. RESULTS: Strokes were predominantly on surgery services (70%), ischemic (82%), and severe (median NIHSS 16; interquartile range [IQR] 6-24). There were long delays from last known normal to symptom identification (median 5.1 hours, IQR 1.0-19.7 hours), symptom identification to stroke team alerting (median 2.1 hours, IQR 0.5-9.9 hours), and total time from last known normal to alerting (median 11.4 [IQR 2.7-34.2] hours). In univariable analysis, being on a surgical service, in an ICU, intubated, and higher NIHSS were associated with delays. In multivariable analysis only intubation was independently associated with time from last known normal to symptom identification (coefficient 20 hours, IQR 0.2 - 39.8, p=0.047). Interventions were given to 17/80 (21%) ischemic stroke patients; 3 (4%) received IV tPA and 14 (18%) underwent thrombectomy. Vascular imaging occurred in 57/80 (71%) ischemic stroke patients and 21/57 (37%) had large vessel occlusion. CONCLUSIONS: Hospitalized patients with stroke experience long delays from symptom identification to stroke team alerting. Intubation was strongly associated with delay to symptom identification. Although stroke severity was high and large vessel occlusion common, many patients did not receive acute interventions.


Assuntos
Diagnóstico Tardio , Acidente Vascular Cerebral , Procedimentos Endovasculares , Hospitalização , Hospitais , Humanos , AVC Isquêmico/diagnóstico , AVC Isquêmico/terapia , Estudos Retrospectivos , Fatores de Risco , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/cirurgia , Acidente Vascular Cerebral/terapia , Trombectomia , Fatores de Tempo , Resultado do Tratamento
19.
Stroke Vasc Neurol ; 7(2): 114-123, 2022 04.
Artigo em Inglês | MEDLINE | ID: mdl-34750282

RESUMO

BACKGROUND: Non-interventional large-scale research on real-world patients who had a stroke requires the use of multiple data sources ensuring access to longitudinal data from large populations with clinically-detailed information. We sought to establish a framework for longitudinal research on patients hospitalised with stroke by linking information-rich, deidentified inpatient data from the Paul Coverdell National Acute Stroke Program (PCNASP) to commercial and Medicare Advantage longitudinal claims data. METHODS: All stroke admissions in PCNASP between 2008 and 2015 were evaluated for linkage to longitudinal claims from a commercial insurer using an algorithm based on six available common data fields (patient age, gender, admission date, discharge date, discharge diagnosis and state) and a hospital match. We evaluated the linkage quality (via the percentage of unique records in the linked dataset) and the representativeness of the linked population. We also described medical history, stroke severity and patterns of medication use among the PCNASP-claims linked cohort. RESULTS: The linkage produced uniqueness equal to 99.1%. We identified 5644 linked and 98 896 unlinked patients who had an ischaemic stroke hospitalisation in claims data. Linked patients were younger than unlinked (69.7 vs 72.5 years), but otherwise similar by medical history, prestroke medication use or lab values. Stroke severity was mild and most patients were discharged home. Prestroke and discharge use of antihypertensive and statins in the PCNASP were greater than their use as measured by filled prescriptions in claims. CONCLUSIONS: High-quality linkage between the PCNASP and commercial claims data is feasible. This linkage identified differences between reported or recommended versus actual out-of-hospital medication utilisation, highlighting the importance of longitudinal data availability for research aimed to improve the care of patients who had a stroke.


Assuntos
Isquemia Encefálica , AVC Isquêmico , Acidente Vascular Cerebral , Idoso , Isquemia Encefálica/epidemiologia , Humanos , AVC Isquêmico/diagnóstico , AVC Isquêmico/tratamento farmacológico , AVC Isquêmico/epidemiologia , Medicare , Sistema de Registros , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/tratamento farmacológico , Acidente Vascular Cerebral/epidemiologia , Estados Unidos/epidemiologia
20.
J Stroke Cerebrovasc Dis ; 30(10): 106013, 2021 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-34375859

RESUMO

OBJECTIVES: With growing evidence of its efficacy for patients with large-vessel occlusion (LVO) ischemic stroke, the use of endovascular thrombectomy (EVT) has increased. The "weekend effect," whereby patients presenting during weekends/off hours have worse clinical outcomes than those presenting during normal working hours, is a critical area of study in acute ischemic stroke (AIS). Our objective was to evaluate whether a "weekend effect" exists in patients undergoing EVT. METHODS: This retrospective, cross-sectional analysis of the 2016-2018 Nationwide Inpatient Sample data included patients ≥18 years with documented diagnosis of ischemic stroke (ICD-10 codes I63, I64, and H34.1), procedural code for EVT, and National Institutes of Health Stroke Scale (NIHSS) score; the exposure variable was weekend vs. weekday treatment. The primary outcome was in-hospital death; secondary outcomes were favorable discharge, extended hospital stay (LOS), and cost. Logistic regression models were constructed to determine predictors for outcomes. RESULTS: We identified 6052 AIS patients who received EVT (mean age 68.7±14.8 years; 50.8% female; 70.8% White; median (IQR) admission NIHSS 16 (10-21). The primary outcome of in-hospital death occurred in 560 (11.1%); the secondary outcome of favorable discharge occurred in 1039 (20.6%). The mean LOS was 7.8±8.6 days. There were no significant differences in the outcomes or cost based on admission timing. In the mixed-effects models, we found no effect of weekend vs. weekday admission on in-hospital death, favorable discharge, or extended LOS. CONCLUSION: These results demonstrate that the "weekend effect" does not impact outcomes or cost for patients who undergo EVT for LVO.


Assuntos
Plantão Médico , Procedimentos Endovasculares , AVC Isquêmico/terapia , Trombectomia , Idoso , Idoso de 80 Anos ou mais , Estudos Transversais , Bases de Dados Factuais , Procedimentos Endovasculares/efeitos adversos , Procedimentos Endovasculares/economia , Procedimentos Endovasculares/mortalidade , Feminino , Custos Hospitalares , Mortalidade Hospitalar , Humanos , Pacientes Internados , AVC Isquêmico/diagnóstico , AVC Isquêmico/economia , AVC Isquêmico/mortalidade , Tempo de Internação , Masculino , Pessoa de Meia-Idade , Alta do Paciente , Estudos Retrospectivos , Medição de Risco , Fatores de Risco , Trombectomia/efeitos adversos , Trombectomia/economia , Trombectomia/mortalidade , Fatores de Tempo , Resultado do Tratamento , Estados Unidos
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