External validation of a predictive model of adverse events following spine surgery.

dc.contributor.author

Fatemi, Parastou

dc.contributor.author

Zhang, Yi

dc.contributor.author

Han, Summer S

dc.contributor.author

Purington, Natasha

dc.contributor.author

Zygourakis, Corinna C

dc.contributor.author

Veeravagu, Anand

dc.contributor.author

Desai, Atman

dc.contributor.author

Park, Jon

dc.contributor.author

Shuer, Lawrence M

dc.contributor.author

Ratliff, John K

dc.date.accessioned

2025-05-23T19:22:32Z

dc.date.available

2025-05-23T19:22:32Z

dc.date.issued

2022-01

dc.description.abstract

Background context

We lack models that reliably predict 30-day postoperative adverse events (AEs) following spine surgery.

Purpose

We externally validated a previously developed predictive model for common 30-day adverse events (AEs) after spine surgery.

Study design/setting

This prospective cohort study utilizes inpatient and outpatient data from a tertiary academic medical center.

Patient sample

We assessed a prospective cohort of all 276 adult patients undergoing spine surgery in the Department of Neurosurgery at a tertiary academic institution between April 1, 2018 and October 31, 2018. No exclusion criteria were applied.

Outcome measures

Incidence of observed AEs was compared with predicted incidence of AEs. Fifteen assessed AEs included: pulmonary complications, congestive heart failure, neurological complications, pneumonia, cardiac dysrhythmia, renal failure, myocardial infarction, wound infection, pulmonary embolus, deep venous thrombosis, wound hematoma, other wound complication, urinary tract infection, delirium, and other infection.

Methods

Our group previously developed the Risk Assessment Tool for Adverse Events after Spine Surgery (RAT-Spine), a predictive model of AEs within 30 days following spine surgery using a cohort of approximately one million patients from combined Medicare and MarketScan databases. We applied RAT-Spine to the single academic institution prospective cohort by entering each patient's preoperative medical and demographic characteristics and surgical type. The model generated a patient-specific overall risk score ranging from 0 to 1 representing the probability of occurrence of any AE. The predicted risks are presented as absolute percent risk and divided into low (<17%), medium (17%-28%), and high (>28%).

Results

Among the 276 patients followed prospectively, 76 experienced at least one 30-day postoperative AE. Slightly more than half of the cohort were women (53.3%). The median age was slightly lower in the non-AE cohort (63 vs. 66.5 years old). Patients with Medicaid comprised 2.5% of the non-AE cohort and 6.6% of the AE cohort. Spinal fusion was performed in 59.1% of cases, which was comparable across cohorts. There was good agreement between the predicted AE and observed AE rates, Area Under the Curve (AUC) 0.64 (95% CI 0.56-0.710). The incidence of observed AEs in the prospective cohort was 17.8% among the low-risk group, 23.0% in the medium-risk group, and 38.4% in the high risk group (p =.003).

Conclusions

We externally validated a model for postoperative AEs following spine surgery (RAT-Spine). The results are presented as low-, moderate-, and high-risk designations.
dc.identifier

S1529-9430(21)00727-0

dc.identifier.issn

1529-9430

dc.identifier.issn

1878-1632

dc.identifier.uri

https://hdl.handle.net/10161/32421

dc.language

eng

dc.publisher

Elsevier BV

dc.relation.ispartof

The spine journal : official journal of the North American Spine Society

dc.relation.isversionof

10.1016/j.spinee.2021.06.006

dc.rights.uri

https://creativecommons.org/licenses/by-nc/4.0

dc.subject

Spine

dc.subject

Humans

dc.subject

Postoperative Complications

dc.subject

Risk Assessment

dc.subject

Prospective Studies

dc.subject

Aged

dc.subject

Medicare

dc.subject

United States

dc.title

External validation of a predictive model of adverse events following spine surgery.

dc.type

Journal article

duke.contributor.orcid

Fatemi, Parastou|0000-0001-8188-8440

pubs.begin-page

104

pubs.end-page

112

pubs.issue

1

pubs.organisational-group

Duke

pubs.organisational-group

School of Medicine

pubs.organisational-group

Clinical Science Departments

pubs.organisational-group

Orthopaedic Surgery

pubs.organisational-group

Neurosurgery

pubs.publication-status

Published

pubs.volume

22

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
1-s2.0-S1529943021007270.pdf
Size:
898.24 KB
Format:
Adobe Portable Document Format