A NADE nomogram to predict the probability of 6-month unfavorable outcome in Chinese patients with ischemic stroke

Abstract Background Early prediction of unfavorable outcome after ischemic stroke is of great significance to the clinical and therapeutic management. A nomogram is a better visual tool than earlier models and prognostic scores to predict clinical outcomes, which incorporates different factors to de...

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Main Authors: Chao Sun, Xiang Li, Baili Song, Xiangliang Chen, Linda Nyame, Yukai Liu, Dan Tang, Mako Ibrahim, Zheng Zhao, Chao Liu, Miao Yan, Xiding Pan, Jie Yang, Junshan Zhou, Jianjun Zou
Format: Article
Language:English
Published: BMC 2019-11-01
Series:BMC Neurology
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12883-019-1464-6
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spelling doaj-3e7b824b6416463a9f9ae17364d74a732020-11-25T04:03:31ZengBMCBMC Neurology1471-23772019-11-011911810.1186/s12883-019-1464-6A NADE nomogram to predict the probability of 6-month unfavorable outcome in Chinese patients with ischemic strokeChao Sun0Xiang Li1Baili Song2Xiangliang Chen3Linda Nyame4Yukai Liu5Dan Tang6Mako Ibrahim7Zheng Zhao8Chao Liu9Miao Yan10Xiding Pan11Jie Yang12Junshan Zhou13Jianjun Zou14School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical UniversitySchool of Basic Medicine and Clinical Pharmacy, China Pharmaceutical UniversitySchool of Basic Medicine and Clinical Pharmacy, China Pharmaceutical UniversityDepartment of Neurology, Nanjing First Hospital, Nanjing Medical UniversitySchool of Basic Medicine and Clinical Pharmacy, China Pharmaceutical UniversityDepartment of Neurology, Nanjing First Hospital, Nanjing Medical UniversitySchool of Basic Medicine and Clinical Pharmacy, China Pharmaceutical UniversitySchool of Basic Medicine and Clinical Pharmacy, China Pharmaceutical UniversityDepartment of Clinical Pharmacology, Nanjing First Hospital, Nanjing Medical UniversityDepartment of Clinical Pharmacology, Nanjing First Hospital, Nanjing Medical UniversityDepartment of Pharmacy, the Second Xiangya Hospital, Central South UniversityDepartment of Clinical Pharmacology, Nanjing First Hospital, Nanjing Medical UniversityDepartment of Neurology, the First Affiliated Hospital of Chengdu Medical CollegeDepartment of Neurology, Nanjing First Hospital, Nanjing Medical UniversityDepartment of Clinical Pharmacology, Nanjing First Hospital, Nanjing Medical UniversityAbstract Background Early prediction of unfavorable outcome after ischemic stroke is of great significance to the clinical and therapeutic management. A nomogram is a better visual tool than earlier models and prognostic scores to predict clinical outcomes, which incorporates different factors to develop a graphic continuous scoring system and calculates accurately the risk probability of poor outcome entirely based on individual characteristics. However, to date, no nomogram models have been found to predict the probability of 6-month poor outcome after ischemic stroke. We aimed to develop and validate a nomogram for individualized prediction of the probability of 6-month unfavorable outcome in Chinese patients with ischemic stroke. Methods Based on the retrospective stroke registry, a single-center study which included 499 patients from May, 2013 to May, 2018 was conducted in Nanjing First Hospital (China) for ischemic stroke within 12 h of symptoms onset. The main outcome measure was 6-month unfavorable outcome (mRS > 2). To generate the nomogram, NIHSS score on admission, Age, previous Diabetes mellitus and crEatinine (NADE) were integrated into the model. We assessed the discriminative performance by using the area under the curve (AUC) of receiver-operating characteristic (ROC) and calibration of risk prediction model by using the Hosmer–Lemeshow test. Results A visual NADE nomogram was constructed that NIHSS score on admission (OR: 1.190, 95%CI: 1.125–1.258), age (OR: 1.068, 95%CI: 1.045–1.090), previous diabetes mellitus (OR: 1.995, 95%CI: 1.236–3.221) and creatinine (OR: 1.010, 95%CI: 1.002–1.018) were found to be significant predictors of 6-month unfavorable outcome after acute ischemic stroke in Chinese patients. The AUC–ROC of nomogram was 0.791. Calibration was good (p = 0.4982 for the Hosmer–Lemeshow test). Conclusion The NADE is the first nomogram developed and validated in Chinese ischemic stroke patients to provide an individual, visual and precise prediction of the risk probability of 6-month unfavorable outcome.http://link.springer.com/article/10.1186/s12883-019-1464-6StrokeCerebral ischemiaUnfavorable outcomePredictionNomogram
collection DOAJ
language English
format Article
sources DOAJ
author Chao Sun
Xiang Li
Baili Song
Xiangliang Chen
Linda Nyame
Yukai Liu
Dan Tang
Mako Ibrahim
Zheng Zhao
Chao Liu
Miao Yan
Xiding Pan
Jie Yang
Junshan Zhou
Jianjun Zou
spellingShingle Chao Sun
Xiang Li
Baili Song
Xiangliang Chen
Linda Nyame
Yukai Liu
Dan Tang
Mako Ibrahim
Zheng Zhao
Chao Liu
Miao Yan
Xiding Pan
Jie Yang
Junshan Zhou
Jianjun Zou
A NADE nomogram to predict the probability of 6-month unfavorable outcome in Chinese patients with ischemic stroke
BMC Neurology
Stroke
Cerebral ischemia
Unfavorable outcome
Prediction
Nomogram
author_facet Chao Sun
Xiang Li
Baili Song
Xiangliang Chen
Linda Nyame
Yukai Liu
Dan Tang
Mako Ibrahim
Zheng Zhao
Chao Liu
Miao Yan
Xiding Pan
Jie Yang
Junshan Zhou
Jianjun Zou
author_sort Chao Sun
title A NADE nomogram to predict the probability of 6-month unfavorable outcome in Chinese patients with ischemic stroke
title_short A NADE nomogram to predict the probability of 6-month unfavorable outcome in Chinese patients with ischemic stroke
title_full A NADE nomogram to predict the probability of 6-month unfavorable outcome in Chinese patients with ischemic stroke
title_fullStr A NADE nomogram to predict the probability of 6-month unfavorable outcome in Chinese patients with ischemic stroke
title_full_unstemmed A NADE nomogram to predict the probability of 6-month unfavorable outcome in Chinese patients with ischemic stroke
title_sort nade nomogram to predict the probability of 6-month unfavorable outcome in chinese patients with ischemic stroke
publisher BMC
series BMC Neurology
issn 1471-2377
publishDate 2019-11-01
description Abstract Background Early prediction of unfavorable outcome after ischemic stroke is of great significance to the clinical and therapeutic management. A nomogram is a better visual tool than earlier models and prognostic scores to predict clinical outcomes, which incorporates different factors to develop a graphic continuous scoring system and calculates accurately the risk probability of poor outcome entirely based on individual characteristics. However, to date, no nomogram models have been found to predict the probability of 6-month poor outcome after ischemic stroke. We aimed to develop and validate a nomogram for individualized prediction of the probability of 6-month unfavorable outcome in Chinese patients with ischemic stroke. Methods Based on the retrospective stroke registry, a single-center study which included 499 patients from May, 2013 to May, 2018 was conducted in Nanjing First Hospital (China) for ischemic stroke within 12 h of symptoms onset. The main outcome measure was 6-month unfavorable outcome (mRS > 2). To generate the nomogram, NIHSS score on admission, Age, previous Diabetes mellitus and crEatinine (NADE) were integrated into the model. We assessed the discriminative performance by using the area under the curve (AUC) of receiver-operating characteristic (ROC) and calibration of risk prediction model by using the Hosmer–Lemeshow test. Results A visual NADE nomogram was constructed that NIHSS score on admission (OR: 1.190, 95%CI: 1.125–1.258), age (OR: 1.068, 95%CI: 1.045–1.090), previous diabetes mellitus (OR: 1.995, 95%CI: 1.236–3.221) and creatinine (OR: 1.010, 95%CI: 1.002–1.018) were found to be significant predictors of 6-month unfavorable outcome after acute ischemic stroke in Chinese patients. The AUC–ROC of nomogram was 0.791. Calibration was good (p = 0.4982 for the Hosmer–Lemeshow test). Conclusion The NADE is the first nomogram developed and validated in Chinese ischemic stroke patients to provide an individual, visual and precise prediction of the risk probability of 6-month unfavorable outcome.
topic Stroke
Cerebral ischemia
Unfavorable outcome
Prediction
Nomogram
url http://link.springer.com/article/10.1186/s12883-019-1464-6
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