急性缺血性卒中患者静脉注射rt-PA后不良预后预测图的开发和验证。

IF 2.9 3区 生物学 Q2 MULTIDISCIPLINARY SCIENCES PeerJ Pub Date : 2025-02-26 eCollection Date: 2025-01-01 DOI:10.7717/peerj.18937
Fengjiao Zhang, Dan Zhao, Jing Zhang
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摘要

背景:在症状出现后4.5小时内静脉注射重组组织型纤溶酶原激活剂(rt-PA)是急性缺血性卒中(AIS)的标准治疗方法。然而,尽管rt-PA治疗及时,某些患者仍然出现不良结果。识别高危人群对于制定个性化护理计划和建立适当的随访至关重要。方法:本回顾性研究纳入本中心静脉注射0.9 mg/kg rt-PA治疗的AIS患者。3个月时的结果采用改良Rankin量表(mRS)进行评估。mRS评分≤2分的患者预后良好,评分bbb20分的患者预后较差。使用单变量分析和逐步逻辑回归来确定预后不良的独立预测因素,并随后开发了nomogram。用受试者工作特征曲线下面积(AUC-ROC)评价模型的判别能力,用标定图检验模型的标定性。采用决策曲线和临床影响曲线确定临床效用。结果:在392例入组患者中,77例在rt-PA治疗后3个月预后不良。纤维蛋白原(Fg)、基线NIHSS和高血压史成为不良预后的独立预测因素。该nomogram在训练数据集中的AUC为0.948 (95% CI[0.910-0.985]),灵敏度为0.900,特异度为0.916;在验证数据集中的AUC为0.959 (95% CI[0.907-1.000]),灵敏度为0.943,特异度为0.947。校准图显示预测概率与观测概率之间的密切一致,决策曲线显示净效益阈值概率的范围很广。结论:该nomogram结合了基线NIHSS、Fg和高血压史,可以准确预测静脉注射rt-PA治疗的AIS患者三个月的不良预后。它的易用性可以促进早期风险分层,并帮助临床医生为可能出现不良结果的患者制定更有针对性的管理策略和随访方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Development and validation of a prognostic nomogram for predicting poor outcomes following intravenous rt-PA in patients with acute ischemic stroke.

Background: Intravenous administration of recombinant tissue plasminogen activator (rt-PA) within 4.5 h of symptom onset is a standard treatment for acute ischemic stroke (AIS). However, certain patients continue to develop unfavorable outcomes despite timely rt-PA therapy. Identifying those at high risk is essential for developing individualized care plans and establishing appropriate follow-up.

Methods: This retrospective study included AIS patients treated with intravenous rt-PA at 0.9 mg/kg at our center. Outcomes at three months were evaluated using the modified Rankin Scale (mRS). Patients with mRS scores ≤2 were considered to have favorable outcomes, and those with scores >2 were considered to have poor outcomes. Univariable analysis and stepwise logistic regression were used to identify independent predictors of poor prognosis, and a nomogram was subsequently developed. The model's discriminative power was assessed with area under the receiver operating characteristic curves (AUC-ROC), and its calibration was examined using calibration plots. Decision curves and clinical impact curves were applied to determine clinical utility.

Results: Among 392 enrolled patients, 77 had poor outcomes three months after rt-PA therapy. Fibrinogen (Fg), baseline NIHSS, and a history of hypertension emerged as independent predictors of poor prognosis. The nomogram achieved an AUC of 0.948 (95% CI [0.910-0.985]), with sensitivity of 0.900 and specificity of 0.916 in the training dataset, and an AUC of 0.959 (95% CI [0.907-1.000]), with sensitivity of 0.943 and specificity of 0.947 in the validation dataset. Calibration plots demonstrated close agreement between predicted and observed probabilities, and decision curves indicated a wide range of net benefit threshold probabilities.

Conclusions: This nomogram, incorporating baseline NIHSS, Fg, and a history of hypertension, accurately predicts poor three-month outcomes in AIS patients treated with intravenous rt-PA. Its ease of use may facilitate early risk stratification and assist clinicians in formulating more targeted management strategies and follow-up protocols for patients likely to experience unfavorable outcomes.

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来源期刊
PeerJ
PeerJ MULTIDISCIPLINARY SCIENCES-
CiteScore
4.70
自引率
3.70%
发文量
1665
审稿时长
10 weeks
期刊介绍: PeerJ is an open access peer-reviewed scientific journal covering research in the biological and medical sciences. At PeerJ, authors take out a lifetime publication plan (for as little as $99) which allows them to publish articles in the journal for free, forever. PeerJ has 5 Nobel Prize Winners on the Board; they have won several industry and media awards; and they are widely recognized as being one of the most interesting recent developments in academic publishing.
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