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Predictors of Hospital-Acquired Conditions Are Predominately Similar for Spine Surgery and Other Common Elective Surgical Procedures, With Some Key Exceptions
STUDY DESIGN: Retrospective review of a prospectively collected database. OBJECTIVE: To predict the occurrence of hospital-acquired conditions (HACs) 30-days postoperatively and to compare predictors of HACs for spine surgery with other common elective surgeries. METHODS: Patients ≥18 years undergoi...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6745634/ https://www.ncbi.nlm.nih.gov/pubmed/31552152 http://dx.doi.org/10.1177/2192568219826083 |
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author | Horn, Samantha R. Pierce, Katherine E. Oh, Cheongeun Segreto, Frank A. Egers, Max Bortz, Cole Vasquez-Montes, Dennis Lafage, Renaud Lafage, Virginie Vira, Shaleen Steinmetz, Leah Ge, David H. Buza, John A. Moon, John Diebo, Bassel G. Alas, Haddy Brown, Avery E. Shepard, Nicholas A. Hassanzadeh, Hamid Passias, Peter G. |
author_facet | Horn, Samantha R. Pierce, Katherine E. Oh, Cheongeun Segreto, Frank A. Egers, Max Bortz, Cole Vasquez-Montes, Dennis Lafage, Renaud Lafage, Virginie Vira, Shaleen Steinmetz, Leah Ge, David H. Buza, John A. Moon, John Diebo, Bassel G. Alas, Haddy Brown, Avery E. Shepard, Nicholas A. Hassanzadeh, Hamid Passias, Peter G. |
author_sort | Horn, Samantha R. |
collection | PubMed |
description | STUDY DESIGN: Retrospective review of a prospectively collected database. OBJECTIVE: To predict the occurrence of hospital-acquired conditions (HACs) 30-days postoperatively and to compare predictors of HACs for spine surgery with other common elective surgeries. METHODS: Patients ≥18 years undergoing elective spine surgery were identified in the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) database from 2005 to 2013. Outcome measures included any HACs: superficial or deep surgical site infection (SSI), venous thromboembolism (VTE), urinary tract infection (UTI). Spine surgery patients were compared with those undergoing other common procedures. Random forest followed by multivariable regression analysis was used to determine risk factors for the occurrence of HACs. RESULTS: A total of 90 551 elective spine surgery patients, of whom 3021 (3.3%) developed at least 1 HAC, 1.4% SSI, 1.3% UTI, and 0.8% VTE. The occurrence of HACs for spine patients was predicted with high accuracy (area under the curve [AUC] 77.7%) with the following variables: female sex, baseline functional status, hypertension, history of transient ischemic attack (TIA), quadriplegia, steroid use, preoperative bleeding disorders, American Society of Anesthesiologists (ASA) class, operating room duration, operative time, and level of residency supervision. Functional status and hypertension were HAC predictors for total knee arthroplasty (TKA), bariatric, and cardiothoracic patients. ASA class and operative time were predictors for most surgery cohorts. History of TIA, preoperative bleeding disorders, and steroid use were less predictive for most other common surgical cohorts. CONCLUSIONS: Occurrence of HACs after spine surgery can be predicted with demographic, clinical, and surgical factors. Predictors for HACs in surgical spine patients, also common across other surgical groups, include functional status, hypertension, and operative time. Understanding the baseline patient risks for HACs will allow surgeons to become more effective in their patient selection for surgery. |
format | Online Article Text |
id | pubmed-6745634 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-67456342019-09-24 Predictors of Hospital-Acquired Conditions Are Predominately Similar for Spine Surgery and Other Common Elective Surgical Procedures, With Some Key Exceptions Horn, Samantha R. Pierce, Katherine E. Oh, Cheongeun Segreto, Frank A. Egers, Max Bortz, Cole Vasquez-Montes, Dennis Lafage, Renaud Lafage, Virginie Vira, Shaleen Steinmetz, Leah Ge, David H. Buza, John A. Moon, John Diebo, Bassel G. Alas, Haddy Brown, Avery E. Shepard, Nicholas A. Hassanzadeh, Hamid Passias, Peter G. Global Spine J Original Articles STUDY DESIGN: Retrospective review of a prospectively collected database. OBJECTIVE: To predict the occurrence of hospital-acquired conditions (HACs) 30-days postoperatively and to compare predictors of HACs for spine surgery with other common elective surgeries. METHODS: Patients ≥18 years undergoing elective spine surgery were identified in the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) database from 2005 to 2013. Outcome measures included any HACs: superficial or deep surgical site infection (SSI), venous thromboembolism (VTE), urinary tract infection (UTI). Spine surgery patients were compared with those undergoing other common procedures. Random forest followed by multivariable regression analysis was used to determine risk factors for the occurrence of HACs. RESULTS: A total of 90 551 elective spine surgery patients, of whom 3021 (3.3%) developed at least 1 HAC, 1.4% SSI, 1.3% UTI, and 0.8% VTE. The occurrence of HACs for spine patients was predicted with high accuracy (area under the curve [AUC] 77.7%) with the following variables: female sex, baseline functional status, hypertension, history of transient ischemic attack (TIA), quadriplegia, steroid use, preoperative bleeding disorders, American Society of Anesthesiologists (ASA) class, operating room duration, operative time, and level of residency supervision. Functional status and hypertension were HAC predictors for total knee arthroplasty (TKA), bariatric, and cardiothoracic patients. ASA class and operative time were predictors for most surgery cohorts. History of TIA, preoperative bleeding disorders, and steroid use were less predictive for most other common surgical cohorts. CONCLUSIONS: Occurrence of HACs after spine surgery can be predicted with demographic, clinical, and surgical factors. Predictors for HACs in surgical spine patients, also common across other surgical groups, include functional status, hypertension, and operative time. Understanding the baseline patient risks for HACs will allow surgeons to become more effective in their patient selection for surgery. SAGE Publications 2019-02-05 2019-10 /pmc/articles/PMC6745634/ /pubmed/31552152 http://dx.doi.org/10.1177/2192568219826083 Text en © The Author(s) 2019 http://creativecommons.org/licenses/by-nc-nd/4.0/ This article is distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 License (http://www.creativecommons.org/licenses/by-nc-nd/4.0/) which permits non-commercial use, reproduction and distribution of the work as published without adaptation or alteration, without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Original Articles Horn, Samantha R. Pierce, Katherine E. Oh, Cheongeun Segreto, Frank A. Egers, Max Bortz, Cole Vasquez-Montes, Dennis Lafage, Renaud Lafage, Virginie Vira, Shaleen Steinmetz, Leah Ge, David H. Buza, John A. Moon, John Diebo, Bassel G. Alas, Haddy Brown, Avery E. Shepard, Nicholas A. Hassanzadeh, Hamid Passias, Peter G. Predictors of Hospital-Acquired Conditions Are Predominately Similar for Spine Surgery and Other Common Elective Surgical Procedures, With Some Key Exceptions |
title | Predictors of Hospital-Acquired Conditions Are Predominately Similar for
Spine Surgery and Other Common Elective Surgical Procedures, With Some Key
Exceptions |
title_full | Predictors of Hospital-Acquired Conditions Are Predominately Similar for
Spine Surgery and Other Common Elective Surgical Procedures, With Some Key
Exceptions |
title_fullStr | Predictors of Hospital-Acquired Conditions Are Predominately Similar for
Spine Surgery and Other Common Elective Surgical Procedures, With Some Key
Exceptions |
title_full_unstemmed | Predictors of Hospital-Acquired Conditions Are Predominately Similar for
Spine Surgery and Other Common Elective Surgical Procedures, With Some Key
Exceptions |
title_short | Predictors of Hospital-Acquired Conditions Are Predominately Similar for
Spine Surgery and Other Common Elective Surgical Procedures, With Some Key
Exceptions |
title_sort | predictors of hospital-acquired conditions are predominately similar for
spine surgery and other common elective surgical procedures, with some key
exceptions |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6745634/ https://www.ncbi.nlm.nih.gov/pubmed/31552152 http://dx.doi.org/10.1177/2192568219826083 |
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