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Published in: Journal of Neuro-Oncology 3/2019

01-12-2019 | Glioma | Clinical Study

Analysis of intra-operative variables as predictors of 30-day readmission in patients undergoing glioma surgery at a single center

Authors: Iahn Cajigas, Anil K. Mahavadi, Ashish H. Shah, Veronica Borowy, Nathalie Abitbol, Michael E. Ivan, Ricardo J. Komotar, Richard H. Epstein

Published in: Journal of Neuro-Oncology | Issue 3/2019

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Abstract

Purpose

Reducing the time from surgery to adjuvant chemoradiation, by decreasing unnecessary readmissions, is paramount for patients undergoing glioma surgery. The effects of intraoperative risk factors on 30-day readmission rates for such patients is currently unclear. We utilized a predictive model-driven approach to assess the impact of intraoperative factors on 30-day readmission rates for the cranial glioma patient.

Methods

Retrospectively, the intraoperative records of 290 patients who underwent glioma surgery at a single institution by a single surgeon were assessed. Data on operative variables including anesthesia specific factors were analyzed via univariate and stepwise regression analysis for impact on 30-day readmission rates. A predictive model was built to assess the capability of these results to predict readmission and validated using leave-one-out cross-validation.

Results

In multivariate analysis, end case hypothermia (OR 0.28, 95% CI [0.09, 0.84]), hypertensive time > 15 min (OR 2.85, 95% CI [1.21, 6.75]), and pre-operative Karnofsky performance status (KPS) (OR 0.63, 95% CI [0.41, 0.98] were identified as being significantly associated with 30-day readmission rates (chi-squared statistic vs. constant model 25.2, p < 0.001). Cross validation of the model resulted in an overall accuracy of 89.7%, a specificity of 99.6%, and area under the receiver operator curve (AUC) of 0.763.

Conclusion

Intraoperative risk factors may help risk-stratify patients with a high degree of accuracy and improve postoperative patient follow-up. Attention should be paid to duration of hypertension and end-case final temperature as these represent potentially modifiable factors that appear to be highly associated with 30-day readmission rates. Prospective validation of our model is needed to assess its potential for implementation as a screening tool to identify patients undergoing glioma surgery who are at a higher risk of post-operative readmission within 30 days
Literature
4.
go back to reference Akaike H (1973) Information theory and an extension of the maximum likelihood principle. Second international symposium on information theory. Springer, New York, pp 267–281 Akaike H (1973) Information theory and an extension of the maximum likelihood principle. Second international symposium on information theory. Springer, New York, pp 267–281
12.
go back to reference Lenhardt R, Marker E, Goll V, Tschernich H, Kurz A, Sessler DI, Narzt E, Lackner F (1997) Mild intraoperative hypothermia prolongs postanesthetic recovery. Anesthesiology 87:1318–1323CrossRef Lenhardt R, Marker E, Goll V, Tschernich H, Kurz A, Sessler DI, Narzt E, Lackner F (1997) Mild intraoperative hypothermia prolongs postanesthetic recovery. Anesthesiology 87:1318–1323CrossRef
13.
go back to reference Schmied H, Kurz A, Sessler DI, Kozek S, Reiter A (1996) Mild hypothermia increases blood loss and transfusion requirements during total hip arthroplasty. Lancet 347:289–292CrossRef Schmied H, Kurz A, Sessler DI, Kozek S, Reiter A (1996) Mild hypothermia increases blood loss and transfusion requirements during total hip arthroplasty. Lancet 347:289–292CrossRef
14.
go back to reference Yi J, Lei Y, Xu S, Si Y, Li S, Xia Z, Shi Y, Gu X, Yu J, Xu G, Gu E, Yu Y, Chen Y, Jia H, Wang Y, Wang X, Chai X, Jin X, Chen J, Xu M, Xiong J, Wang G, Lu K, Yu W, Lei W, Qin Z, Xiang J, Li L, Xiang Z, Pan S, Zhan L, Qiu K, Yao M, Huang Y (2017) Intraoperative hypothermia and its clinical outcomes in patients undergoing general anesthesia: National study in China. PLoS ONE 12:e0177221. https://doi.org/10.1371/journal.pone.0177221 CrossRefPubMedPubMedCentral Yi J, Lei Y, Xu S, Si Y, Li S, Xia Z, Shi Y, Gu X, Yu J, Xu G, Gu E, Yu Y, Chen Y, Jia H, Wang Y, Wang X, Chai X, Jin X, Chen J, Xu M, Xiong J, Wang G, Lu K, Yu W, Lei W, Qin Z, Xiang J, Li L, Xiang Z, Pan S, Zhan L, Qiu K, Yao M, Huang Y (2017) Intraoperative hypothermia and its clinical outcomes in patients undergoing general anesthesia: National study in China. PLoS ONE 12:e0177221. https://​doi.​org/​10.​1371/​journal.​pone.​0177221 CrossRefPubMedPubMedCentral
Metadata
Title
Analysis of intra-operative variables as predictors of 30-day readmission in patients undergoing glioma surgery at a single center
Authors
Iahn Cajigas
Anil K. Mahavadi
Ashish H. Shah
Veronica Borowy
Nathalie Abitbol
Michael E. Ivan
Ricardo J. Komotar
Richard H. Epstein
Publication date
01-12-2019
Publisher
Springer US
Published in
Journal of Neuro-Oncology / Issue 3/2019
Print ISSN: 0167-594X
Electronic ISSN: 1573-7373
DOI
https://doi.org/10.1007/s11060-019-03317-6

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