Evidence map›Paper›PMID 40417121›Full record

ArticleFrontiers in neurology2025

Construction and validation of a nomogram for predicting 3-month outcome in elderly patients with nonvalvular atrial fibrillation-induced acute ischemic stroke.

Yang Yang, Xiaohong Zhang

Abstract read
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Article in Frontiers in neurology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
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1 · What the graph read from it

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3 · Its place in the literature

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1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Yang YangDepartment of Cardiology, The First People's Hospital of Hefei, The Third Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China.
Xiaohong ZhangDepartment of Cardiology, The First People's Hospital of Hefei, The Third Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Aim: Cardiogenic embolism caused by atrial fibrillation (AF) leads to higher disability, mortality, and recurrence rates compared to stroke independent of AF, resulting in a poorer prognosis for patients. Effective risk assessment and timely clinical intervention are essential. This study aimed to develop and validate a personalized nomogram to predict the 3-month outcomes for elderly patients with nonvalvular atrial fibrillation (NVAF) induced acute ischemic stroke (AIS). Methods: A retrospective cohort study was implemented at Hefei First People's Hospital. Participants were patients diagnosed with NVAF-induced acute ischemic stroke (NVAF-AIS) who fulfilled the study's inclusion criteria. Data collection encompassed baseline demographic, clinical, and laboratory information. The primary endpoint was the 3-month outcome, evaluated using the modified Rankin Scale (mRS). To identify potential predictors, univariate logistic regression and the least absolute shrinkage and selection operator (LASSO) regression algorithm were employed. Subsequently, a binary regression model was established, and internal validation was conducted using bootstrap resampling with 1,000 iterations. The assessment tools included receiver operating characteristic (ROC) curves, calibration curves, and decision curve analysis (DCA). Ultimately, a nomogram was constructed to forecast the 3-month outcomes for this demographic. Results: A total of 178 patients were included, of whom 95 (53.3%) had a poor outcome (mRS > 2). Independent risk factors for poor outcomes in NVAF-AIS patients included stroke history (OR = 9.140; 95% CI: 3.481-26.923), NIHSS score (OR = 1.167; 95% CI: 1.071-1.284), glycated hemoglobin (HbA1c) (OR = 2.211; 95% CI:1.573-3.220), D-dimer (OR = 1.157; 95% CI: 1.022-1.361), neutrophil-to-lymphocyte ratio (NLR) (OR = 1.531; 95%CI:1.242-1.972), and left atrial diameter (LAD) (OR = 1.163; 95%CI: 1.072-1.280). A nomogram was created based on these factors. The area under the ROC curve (AUC) for the nomogram was 0.933 (95%CI:0.897-0.969) before and 0.933(95%CI:0.895-0.964) after internal validation, demonstrating good discriminative ability. The nomogram also showed excellent calibration and clinical applicability, as confirmed by calibration curve analysis and DCA. Conclusion: Stroke history, NIHSS score, HbA1c, D-dimer, NLR, and LAD are independent risk factors for poor outcomes in elderly patients with NVAF-AIS. The nomogram, integrating these factors, provides intuitive, individualized predictions for the risk of poor outcomes, aiding in the selection of treatment options for these patients.

Indexed as

acute ischemic strokeclinical risk prediction modelnomogramnonvalvular atrial fibrillationprognosis

Identifiers

PMID40417121
PMCPMC12098105

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