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"Michael M. Covell"

Letter to the Editor

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Reply Letter: A Commentary on “A Predictive Model of Failure to Rescue After Thoracolumbar Fusion”
Neurospine. 2025;22(2):617-618.   Published online June 30, 2025
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Reply Letter: A Commentary on “A Predictive Model of Failure to Rescue After Thoracolumbar Fusion”
Neurospine. 2025;22(2):617-618.   Published online June 30, 2025
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A Predictive Model of Failure to Rescue After Thoracolumbar Fusion
Neurospine. 2023;20(4):1337-1345.   Published online December 31, 2023
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A Predictive Model of Failure to Rescue After Thoracolumbar Fusion
Neurospine. 2023;20(4):1337-1345.   Published online December 31, 2023
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Objective
Although failure to rescue (FTR) has been utilized as a quality-improvement metric in several surgical specialties, its current utilization in spine surgery is limited. Our study aims to identify the patient characteristics that are independent predictors of FTR among thoracolumbar fusion (TLF) patients.
Methods
Patients who underwent TLF were identified using relevant diagnostic and procedural codes from the National Surgical Quality Improvement Program (NSQIP) database from 2011–2020. Frailty was assessed using the risk analysis index (RAI). FTR was defined as death, within 30 days, following a major complication. Univariate and multivariable analyses were used to compare baseline characteristics and early postoperative sequelae across FTR and non-FTR cohorts. Receiver operating characteristic (ROC) curve analysis was used to assess the discriminatory accuracy of the frailty-driven predictive model for FTR.
Results
The study cohort (N = 15,749) had a median age of 66 years (interquartile range, 15 years). Increasing frailty, as measured by the RAI, was associated with an increased likelihood of FTR: odds ratio (95% confidence interval [CI]) is RAI 21–25, 1.3 [0.8–2.2]; RAI 26–30, 4.0 [2.4–6.6]; RAI 31–35, 7.0 [3.8–12.7]; RAI 36–40, 10.0 [4.9–20.2]; RAI 41– 45, 21.5 [9.1–50.6]; RAI ≥ 46, 45.8 [14.8–141.5]. The frailty-driven predictive model for FTR demonstrated outstanding discriminatory accuracy (C-statistic = 0.92; CI, 0.89–0.95).
Conclusion
Baseline frailty, as stratified by type of postoperative complication, predicts FTR with outstanding discriminatory accuracy in TLF patients. This frailty-driven model may inform patients and clinicians of FTR risk following TLF and help guide postoperative care after a major complication.

Citations

Citations to this article as recorded by  Crossref logo
  • Predictive value of the risk analysis index for 30-day mortality following surgical management of thoracolumbar vertebral body fractures
    Stefan Prvulovic, Nithin Gupta, Sina Zhogi, Charles Bowers, Kishan Shah, Alfred Marcinkowski, Anjali Gupta, Christian Bowers
    European Spine Journal.2026; 35(4): 1964.     CrossRef
  • Is the “Fix-and-Replace” Method Associated With Higher Early Perioperative Risk Than Isolated Internal Fixation for Acetabular Fractures in Frail Patients?
    Tyler K. Williamson, Luke Verlinsky, Loc-Uyen Vo, Ravi Karia, Case Martin
    Journal of Orthopaedic Trauma.2026; 40(4): 196.     CrossRef
  • Frailty and the Older Neurosurgical Patient: Assessment, Outcomes and Management
    Adele S. Budiansky, Dan Budiansky, Daniel I. McIsaac
    Current Anesthesiology Reports.2025;[Epub]     CrossRef
  • Frailty Predicts Failure to Rescue Following Malignant Brain Tumor Resection: A National Surgical Quality Improvement Program Analysis of 14,721 Patients/ (2012–2020)
    Stefan T. Prvulovic, Joanna M. Roy, Akshay Warrier, Pemla Jagtiani, Joe Hirsch, Michael M. Covell, Christian A. Bowers
    World Neurosurgery.2025; 195: 123671.     CrossRef
  • Failure to Rescue After Brain Tumor Resection: A National Surgical Quality Improvement Program Analysis (2012-2020)
    Joanna M. Roy, Stefan T. Prvulovic, Akshay Warrier, Arash K. Mousavi, Shubhang Bhalla, Damian Sanchez, Pemla Jagtiani, Vinay Verma, Jonathan Roy Varghese, Praveen Sanmuganthan, Johnny Delashaw, Christian A. Bowers
    Neurosurgery.2025; 97(5): 1170.     CrossRef
  • Clinical Utility and Actionability of Failure to Rescue Prediction Model for Thoracolumbar Fusion: A Focus on Variable Relevance – A Commentary on “A Predictive Model of Failure to Rescue After Thoracolumbar Fusion”
    Seyed Amirhossein Tabatabaei, Mohammad Reza Cheraghi
    Neurospine.2025; 22(2): 615.     CrossRef
  • Reply Letter: A Commentary on “A Predictive Model of Failure to Rescue After Thoracolumbar Fusion”
    Joanna M. Roy, Aaron C. Segura, Michael M. Covell, Christian A. Bowers
    Neurospine.2025; 22(2): 617.     CrossRef
  • Frailty assessment in acute spinal cord injury surgery: Insights from the risk analysis index and broader neurosurgical context
    Omar Sbaih, Stefan Prvulovic, Shubhang Bhalla, Michael Covell, Christian A. Bowers
    The Journal of Spinal Cord Medicine.2025; : 1.     CrossRef
  • Serum Albumin Level as a Predictor of Failure to Rescue in Patients Undergoing Surgery for Spinal Metastases
    Esli Nájera Samaniego, Rose Fluss, Ali Haider Bangash, Sertac Kirnaz, Saikiran Murthy, Yaroslav Gelfand, Reza Yassari, Rafael De La Garza Ramos
    Cancers.2025; 17(21): 3477.     CrossRef
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