Risk classification after aneurysmal subarachnoid hemorrhage
Prediction of patient outcome is an important aspect of the management and study of aneurysmal subarachnoid hemorrhage (SAH). In the present study, we evaluated the prognostic value of two multivariate approaches to risk classification, Classification and Regression Trees (CART) and multiple logisti...
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Published in | Surgical neurology Vol. 49; no. 2; pp. 155 - 161 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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Elsevier Inc
01.02.1998
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Abstract | Prediction of patient outcome is an important aspect of the management and study of aneurysmal subarachnoid hemorrhage (SAH). In the present study, we evaluated the prognostic value of two multivariate approaches to risk classification, Classification and Regression Trees (CART) and multiple logistic regression, and compared them with the best single predictor of outcome, level of consciousness.
Data prospectively collected in the first Cooperative Aneurysm Study of intravenous nicardipine after aneurysmal SAH (NICSAH I, n = 885) were used to develop the prediction models. Low-, medium-, and high-risk groups for unfavorable outcome were devised using CART and a stepwise logistic regression analysis. Admission factors incorporated into both classification schemes were: level of consciousness, age, location of aneurysm (basilar versus other), and the Glasgow Coma Score. The CART prediction tree also branched on a dichotomy of admission glucose level. The two multivariate classifications were then compared with a prediction scheme based on the single best performing prognostic factor, level of consciousness in an independent series, NICSAH II (n = 353), and also in the original training dataset.
A similar discrimination of risk was achieved by the three classification systems in the testing sample (NICSAH II). The 8%, 19%, and 52% rates of unfavorable outcome obtained from low-, medium-, and high-risk groups defined by LOC approximated those obtained using the more complex multivariate systems.
Although multivariate classification systems are useful to characterize the relationship of multiple risk factors to outcome, the simple clinical measure LOC is favored as a concise and practical classification for predicting the probability of unfavorable outcome after aneurysmal SAH. |
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AbstractList | BACKGROUNDPrediction of patient outcome is an important aspect of the management and study of aneurysmal subarachnoid hemorrhage (SAH). In the present study, we evaluated the prognostic value of two multivariate approaches to risk classification, Classification and Regression Trees (CART) and multiple logistic regression, and compared them with the best single predictor of outcome, level of consciousness.METHODSData prospectively collected in the first Cooperative Aneurysm Study of intravenous nicardipine after aneurysmal SAH (NICSAH I, n = 885) were used to develop the prediction models. Low-, medium-, and high-risk groups for unfavorable outcome were devised using CART and a stepwise logistic regression analysis. Admission factors incorporated into both classification schemes were: level of consciousness, age, location of aneurysm (basilar versus other), and the Glasgow Coma Score. The CART prediction tree also branched on a dichotomy of admission glucose level. The two multivariate classifications were then compared with a prediction scheme based on the single best performing prognostic factor, level of consciousness in an independent series, NICSAH II (n = 353), and also in the original training dataset.RESULTSA similar discrimination of risk was achieved by the three classification systems in the testing sample (NICSAH II). The 8%, 19%, and 52% rates of unfavorable outcome obtained from low-, medium-, and high-risk groups defined by LOC approximated those obtained using the more complex multivariate systems.CONCLUSIONAlthough multivariate classification systems are useful to characterize the relationship of multiple risk factors to outcome, the simple clinical measure LOC is favored as a concise and practical classification for predicting the probability of unfavorable outcome after aneurysmal SAH. Prediction of patient outcome is an important aspect of the management and study of aneurysmal subarachnoid hemorrhage (SAH). In the present study, we evaluated the prognostic value of two multivariate approaches to risk classification, Classification and Regression Trees (CART) and multiple logistic regression, and compared them with the best single predictor of outcome, level of consciousness. Data prospectively collected in the first Cooperative Aneurysm Study of intravenous nicardipine after aneurysmal SAH (NICSAH I, n = 885) were used to develop the prediction models. Low-, medium-, and high-risk groups for unfavorable outcome were devised using CART and a stepwise logistic regression analysis. Admission factors incorporated into both classification schemes were: level of consciousness, age, location of aneurysm (basilar versus other), and the Glasgow Coma Score. The CART prediction tree also branched on a dichotomy of admission glucose level. The two multivariate classifications were then compared with a prediction scheme based on the single best performing prognostic factor, level of consciousness in an independent series, NICSAH II (n = 353), and also in the original training dataset. A similar discrimination of risk was achieved by the three classification systems in the testing sample (NICSAH II). The 8%, 19%, and 52% rates of unfavorable outcome obtained from low-, medium-, and high-risk groups defined by LOC approximated those obtained using the more complex multivariate systems. Although multivariate classification systems are useful to characterize the relationship of multiple risk factors to outcome, the simple clinical measure LOC is favored as a concise and practical classification for predicting the probability of unfavorable outcome after aneurysmal SAH. |
Author | Kassell, Neal F. Torner, James C. Germanson, Teresa P. Lanzino, Giuseppe Kongable, Gail L. |
Author_xml | – sequence: 1 givenname: Teresa P. surname: Germanson fullname: Germanson, Teresa P. organization: Department of Neurosurgery, Neuroclinical Trials Center, University of Virginia, Charlottesville, Virginia USA – sequence: 2 givenname: Giuseppe surname: Lanzino fullname: Lanzino, Giuseppe organization: Department of Neurosurgery, Neuroclinical Trials Center, University of Virginia, Charlottesville, Virginia USA – sequence: 3 givenname: Gail L. surname: Kongable fullname: Kongable, Gail L. organization: Department of Neurosurgery, Neuroclinical Trials Center, University of Virginia, Charlottesville, Virginia USA – sequence: 4 givenname: James C. surname: Torner fullname: Torner, James C. organization: Department of Preventive Medicine and Environmental Health, University of Iowa, Iowa City, Iowa USA – sequence: 5 givenname: Neal F. surname: Kassell fullname: Kassell, Neal F. |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/9457265$$D View this record in MEDLINE/PubMed |
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A report of the Cooperative Aneurysm Study publication-title: J Neurosurg doi: 10.3171/jns.1994.80.5.0788 contributor: fullname: Haley – volume: 43 start-page: 712 year: 1993 ident: 10.1016/S0090-3019(97)00337-6_BIB15 article-title: Clinical course of spontaneous SAH: a population-based study in King County, Washington publication-title: Neurology doi: 10.1212/WNL.43.4.712 contributor: fullname: Longstreth |
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Snippet | Prediction of patient outcome is an important aspect of the management and study of aneurysmal subarachnoid hemorrhage (SAH). In the present study, we... BACKGROUNDPrediction of patient outcome is an important aspect of the management and study of aneurysmal subarachnoid hemorrhage (SAH). In the present study,... |
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SubjectTerms | Calcium Channel Blockers - administration & dosage Female Humans Infusions, Intravenous Intracranial Aneurysm - complications Logistic Models Male Nicardipine - administration & dosage outcome prediction Predictive Value of Tests Prognosis Prospective Studies Risk Risk Factors Subarachnoid hemorrhage Subarachnoid Hemorrhage - diagnosis Subarachnoid Hemorrhage - etiology Treatment Outcome |
Title | Risk classification after aneurysmal subarachnoid hemorrhage |
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