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Elsamadicy, Aladine A.

https://orcid.org/0000-0002-7658-6461

Mayo Clinic

Yale University

Citations 14

The influence of bone quality and paraspinal musculature on proximal junctional kyphosis failure mode among patients undergoing lumbopelvic fusion terminating at the thoracolumbar junction
Pennington, Zach , Mikula, Anthony L. , Elsamadicy, Aladine A. , Grossbach, Andrew J. , Paganucci, Gabriella L, Freedman, Brett A. , Sebastian, Arjun S. , Fogelson, Jeremy L. , Elder, Benjamin D. , Sebastian, Arjun, Pennington, Zach , Hamouda, Abdelrahman M. , Nassr, Ahmad

Journal of Neurosurgery: Spine | September 12, 2025 | Volume: 43 | Issue: 5 | Pages: 559-568

10.3171/2025.5.spine25303 Get It

OBJECTIVE Proximal junctional kyphosis (PJK) affects 5%–61% of patients following thoracolumbar fusion. Many patients are asymptomatic, but a plurality require surgical revision at a cost of $75,000 per case. This analysis sought to analyze the degree to which bone quality and paraspinal muscle sarcopenia influence PJK failure mode. METHODS Patients undergoing thoracolumbar instrumented fusion with an upper instrumented vertebra (UIV) at the thoracolumbar junction (T10–L2) were identified and data were gathered on surgery, bone quality, pre- and postoperative sagittal alignment, and paraspinal muscle cross-sectional area (CSA). PJK was defined as a ≥ 10° increase in proximal junctional angle from the first postoperative radiograph. PJK was classified as discoligamentous failure (type 1), bone failure (type 2), or screw-bone interface failure (type 3) according to the Yagi-Boachie system. Bone quality was assessed by Hounsfield units (HUs) and the vertebral bone quality (VBQ) score at the UIV. RESULTS One hundred fifty patients were identified (median age 67 years, 53.3% female), 46 of whom experienced PJK (22 type 1, 13 type 2, 11 type 3). The median time to onset was most rapid for type 2 events (2.6 months). There were no differences between patients experiencing PJK versus controls regarding bone quality (HUs or VBQ score) or paraspinal muscle CSA on univariate comparison. However, subdivision by PJK type showed patients experiencing bone failure (type 2) PJK had significantly lower HUs at the UIV and UIV+1 relative to those experiencing type 1 PJK or no PJK (all p < 0.05). The VBQ score trended toward being significant, with a higher VBQ score (worse bone quality) in those suffering type 2 PJK, but did not reach statistical significance (p = 0.07). Patients experiencing discoligamentous failure PJK (type 1) had small multifidus CSA (390 mm 2 ) relative to patients experiencing type 2 (516 mm 2 ) or type 3 (440 mm 2 ) PJK and patients who did not experience PJK (481 mm 2 ), although the difference did not reach statistical significance. On time-to-event analysis, low HUs of the UIV/UIV+1 predicted type 2 (hazard ratio [HR] 0.81, 95% CI 0.70–0.93; p = 0.002) and type 2/3 PJK (HR 0.87, 95% CI 0.78–0.96; p = 0.006) but not type 1 PJK. Low UIV multifidus CSA trended toward being a significant predictor of type 1 PJK (HR 0.85, 95% CI 0.69–1.05; p < 0.10). CONCLUSIONS The combination of underlying bone quality and paraspinal musculature CSA at the UIV appeared to influence failure mode among patients who underwent lumbosacral instrumented fusion terminating at the thoracolumbar junction.
Ablative Techniques for the Management of Osseous Spine Metastases: A Narrative Review
Pennington, Zach , Morris, Jonathan M. , Elsamadicy, Aladine A. , Lo, Sheng-Fu Larry , Schwab, Joseph H. , Sciubba, Daniel M. , Pennington, Zach , Sciubba, Daniel

Journal of Clinical Medicine | September 10, 2025 | Volume: 14 | Issue: 18 | Pages: 6358

10.3390/jcm14186358 Get It

With continued improvements in systemic cancer therapies, there has been an increase in the survivorship of patients with spinal metastases. However, many patients with spinal metastases are frail and may not be able to tolerate the morbidity of open surgery. For these patients, percutaneous ablation techniques offer a minimally invasive approach that can facilitate local tumor control and pain relief. Here we describe the currently employed modalities—radiofrequency ablation (RFA), microwave ablation (MWA), cryoablation, and laser interstitial thermal therapy (LITT)—summarize the clinical support for their use, and overview the relative risks and benefits for each. All these technologies offer to help improve local tumor control and improve oncologic pain associated with vertebral metastases, and they have become a staple of multidisciplinary spine metastasis care at many centers. As clinical experience with these technologies continues to grow, their use will likely become more widely adopted, and so understanding of their indications, risks, and benefits will become increasingly important to the practicing spine oncologist.
Assessing Morbidity and Mortality in Adult Patients With Acute Traumatic Cervical Spinal Cord Injury Using a Modified Risk Analysis Index
Elsamadicy, Aladine A. , Belkasim, Selma , Sayeed, Sumaiya , Ghanekar, Shaila , Pennington, Zach , Lo, Sheng-Fu Larry , Sciubba, Daniel M. , Pennington, Zach , Serrato, Paul , Hengartner, Astrid C. , Sadeghzadeh, Sina, Khalid, Syed

Neurosurgery | April 14, 2025 | Volume: 97 | Issue: 4 | Pages: 829-841

10.1227/neu.0000000000003443 Get It

BACKGROUND AND OBJECTIVES: The Risk Analysis Index (RAI) is a comprehensive assessment of frailty for predicting neurosurgical outcomes. The aim of this study was to assess whether frailty, measured by a modified RAI (mRAI), was an independent predictor of adverse events (AEs), nonroutine discharge (NRD), and in-hospital mortality for patients with acute cervical spinal cord injuries (SCIs). METHODS: A retrospective cohort study was performed using the American College of Surgeons Trauma Quality Programs database. Adult patients with acute cervical SCI from 2016 to 2022 were stratified by mRAI score into 3 groups: Robust (mRAI 0-10), Frail (mRAI 11-20), and Very Frail (mRAI ≥21). Patient demographics, comorbidities, injury type, diagnostic and treatment modality, AEs, and in-hospital mortality were assessed. A multivariate logistic regression analysis was used to identify independent predictors of AEs, NRD, and in-hospital mortality. RESULTS: 71 048 patients were stratified by mRAI score: 59 796 Robust (84.2%), 9558 Frail (13.5%), and 1694 Very Frail (2.4%). The proportion of SCIs secondary to a fall (Robust: 44.1% vs Frail: 70.2% vs Very Frail: 82.3%; P < .001) and AEs (Robust: 21.5% vs Frail: 24.4% vs Very Frail: 25.0%; P < .001) significantly increased with frailty. Very Frail patients experienced higher NRDs (Robust: 72.3% vs Frail: 85.2% vs Very Frail: 91.0%; P < .001) and in-hospital mortality (Robust: 10.9% vs Frail: 18.3% vs Very Frail: 29.2%; P < .001). On multivariate regression analysis, both Frail (odds ratio [OR]: 1.42; 95% CI: 1.25-1.61; P < .001) and Very Frail (OR: 2.09; 95% CI: 1.46-2.99; P < .001) mRAI scores predicted NRD, but only Frail mRAI score (OR: 1.12; 95% CI: 1.05-1.21; P = .001) was significantly associated with AEs. In addition, Frail (OR: 1.50; 95% CI: 1.36-1.65; P < .001) and Very Frail (OR: 2.79; 95% CI: 2.36-3.29; P < .001) mRAI scores were independent predictors of in-hospital mortality. CONCLUSION: Our study suggests that mRAI may be used to assess morbidity and mortality in patients presenting with spinal cord injury.
Outcomes after en bloc resection with sacrectomy of advanced colorectal carcinomas that invade the sacrum: a multiinstitutional descriptive series
Pieters, Thomas A. , Elsamadicy, Aladine A. , Pennington, Zach , Najjar, Salem , Ber, Roee , Efron, Jonathan E., Gearhart, Susan L. , Safar, Bashar , Wolinsky, Jean-Paul, Sciubba, Daniel M. , Lo, Sheng-Fu Larry , Pennington, Zach , Hersh, Andrew M. , Santangelo, Gabrielle , Hung, Bethany , Atallah, Chady , Wolinsky, Jean‐Paul

Journal of Neurosurgery: Spine | March 7, 2025 | Volume: 42 | Issue: 5 | Pages: 598-604

10.3171/2024.10.spine24391 Get It

OBJECTIVE Management of locally invasive colorectal carcinoma at any stage currently involves surgical excision followed by chemoradiotherapy; however, the prognosis is poor, with a 5-year overall survival (OS) of only 5%. Failure to achieve gross-total resection is associated with poorer OS, and patients with residual tumor postresection (R1 or R2 resection) have a median OS of 7 months compared with 23 months in those who undergo resection with negative margins (R0 resection). For tumors that have invaded the sacrum, sacrectomy becomes necessary to achieve R0 resection. The objective of this study was to provide a descriptive multicenter account of resection for locally invasive colorectal carcinoma with sacral invasion, focusing on the association of tumor morphometry with surgical planning and perioperative outcomes. METHODS Demographic, comorbidity, clinical, tumor-specific, operative characteristic, and outcome data were collected on all patients who underwent resection of colorectal carcinoma with concurrent sacral resection between January 2005 and May 2022. Patients were grouped into those having undergone surgery for purely palliative intent, or those with resection with attempt at local control and dichotomized into level of osteotomy (either proximal or distal to the S2–3 level). RESULTS Twenty-two patients (median age 50.5 [IQR 43.3–60.0] years, 54.5% female) underwent sacrectomy for colorectal carcinoma. Operative records indicated intent for local control in 14 patients and palliative in the remaining 8 patients. Palliative surgical intent was based primarily on the presence of distant metastases. There was no significant difference in median local progression-free survival between patients undergoing osteotomy proximal to the S2–3 level and those undergoing osteotomy distal to the S2–3 level. CONCLUSIONS En bloc resection is believed to offer the best local control in patients with locally invasive colorectal carcinoma. The present descriptive series highlights outcomes of en bloc resection with partial or full sacrectomy in patients with tumors showing local extension into the sacrum. Complications are common, most often in the form of wound dehiscence or infection, and many patients require placement in a rehabilitation or intermediate-care facility upon discharge. However, for those with stage III (locally aggressive) disease, median OS exceeds 16 years, suggesting that such aggressive management with en bloc resection may be warranted in properly selected patients.
Treatment of intramedullary spinal cord tumors: a modified Delphi technique of the North American Spine Society Section of Spine Oncology
Pennington, Zach , Elsamadicy, Aladine A. , Dea, Nicolas , Desai, Atman , Gokaslan, Ziya L. , Hsu, Wesley , Krishnaney, Ajit A., Laufer, Ilya , Lo, Sheng-Fu Larry , Macki, Mohamed, Mehta, Ankit I. , Ozturk, Ali K. , Sciubba, Daniel M. , Pennington, Zach , Hersh, Andrew M. , Lubelski, Daniel , Goodwin, C. Rory , Jallo, George I. , Shin, John H. , Soliman, Hesham Magdi

Journal of Neurosurgery: Spine | October 13, 2023 | Volume: 40 | Issue: 1 | Pages: 1-10

10.3171/2023.8.spine23190 Get It

OBJECTIVE Intramedullary spinal cord tumors (IMSCTs) are rare tumors with heterogeneous presentations and natural histories that complicate their management. Standardized guidelines are lacking on when to surgically intervene and the appropriate aggressiveness of resection, especially given the risk of new neurological deficits following resection of infiltrative tumors. Here, the authors present the results of a modified Delphi method using input from surgeons experienced with IMSCT removal to construct a framework for the operative management of IMSCTs based on the clinical, radiographic, and tumor-specific characteristics. METHODS A modified Delphi technique was conducted using a group of 14 neurosurgeons experienced in IMSCT resection. Three rounds of written correspondence, surveys, and videoconferencing were carried out. Participants were queried about clinical and radiographic criteria used to determine operative candidacy and guide decision-making. Members then completed a final survey indicating their choice of observation or surgery, choice of resection strategy, and decision to perform duraplasty, in response to a set of patient- and tumor-specific characteristics. Consensus was defined as ≥ 80% agreement, while responses with 70%–79% agreement were defined as agreement. RESULTS Thirty-six total characteristics were assessed. There was consensus favoring surgical intervention for patients with new-onset myelopathy (86% agreement), chronic myelopathy (86%), or progression from mild to disabling numbness (86%), but disagreement for patients with mild numbness or chronic paraplegia. Age was not a determinant of operative candidacy except among frail patients, who were deemed more suitable for observation (93%). Well-circumscribed (93%) or posteriorly located tumors reaching the surface (86%) were consensus surgical lesions, and participants agreed that the presence of syringomyelia (71%) and peritumoral T2 signal change (79%) were favorable indications for surgery. There was consensus that complete loss of transcranial motor evoked potentials with a 50% decrease in the D-wave amplitude should halt further resection (93%). Preoperative symptoms seldom influenced choice of resection strategy, while a distinct cleavage plane (100%) or visible tumor-cord margins (100%) strongly favored gross-total resection. CONCLUSIONS The authors present a modified Delphi technique highlighting areas of consensus and agreement regarding surgical management of IMSCTs. Although not intended as a substitute for individual clinical decision-making, the results can help guide care of these patients. Additionally, areas of controversy meriting further investigation are highlighted.
Academic career progression in AANS/CNS Spine Section award recipients
Elsamadicy, Aladine A. , Craft, Samuel , Virk, Michael S. , Elder, Benjamin D. , Bonfield, Christopher M. , Snyder, Laura A. , Ray, Wilson Z. , Ryu, Won Hyung A. , Sherman, Josiah , Jones, Kristen E.

Journal of Neurosurgery: Spine | September 30, 2023 | Volume: 40 | Issue: 1 | Pages: 107-114

10.3171/2023.7.spine23259 Get It

OBJECTIVE The American Association of Neurological Surgeons (AANS)/Congress of Neurological Surgeons (CNS) Joint Spine Section awards highlight outstanding abstracts submitted to the AANS/CNS Section on Disorders of the Spine and Peripheral Nerves by trainees interested in spine surgery, although the academic trajectory of awardees has not been studied. The aim of this study was to assess the academic career progression of prior recipients of the Journalistic and Academic Neurosurgical Excellence (JANE), Mayfield, and Kuntz research awards. METHODS Prior JANE, Mayfield, and Kuntz award recipients were identified using awardee records accrued between 1984 and February 2022. Awardee sex, country of residence, specialty, subspecialty focus, and current academic appointment status (if applicable) were searched online. Awardee h-indices and number of peer-reviewed publications were assessed via Google Scholar profiles (or Scopus if unavailable) and PubMed, respectively. Receipt of federal research funding as principal investigator (PI) was determined using the websites of the National Institutes of Health, the National Science Foundation, and the Department of Defense Congressionally Directed Medical Research Programs. The abstract-to-publication rate was assessed. RESULTS A total of 7 JANE awards, 57 Mayfield awards, and 149 Kuntz awards were identified. Of the JANE awardees, all recipients were male. Of the 4 unique JANE awardees who completed training, 2 (50.0%) held academic appointments at the time of the study. All of the JANE abstracts were published in peer-reviewed journals. The mean h-index of all JANE awardees was 28 and the mean number of publications was 126. None of the awardees have received federal research funding. Of the Mayfield awards, 98.2% were awarded to males. Of the 43 unique Mayfield awardees who completed training, 20 (46.5%) held faculty appointments at academic medical centers. All of the Mayfield abstracts since 2011 were published in peer-reviewed journals. The mean h-index of all Mayfield awardees was 26 and the mean number of publications was 82. Five Mayfield awardees received National Institutes of Health funding as PI, and 7 awardees received Department of Defense funding as PI. Of the Kuntz awards, 95.3% were awarded to males. Most awards were given to current residents and fellows (46.3%). Of the 55 unique Kuntz awardees who completed training, 31 (56.4%) held faculty appointments at academic medical centers. The abstract-to-publication rate of the total Kuntz abstracts was 70.5%. The mean h-index of all Kuntz awardees was 15 and the mean number of publications was 58. Five Kuntz awardees (3.4%) received federal research funding as PI. CONCLUSIONS Many recipients of the JANE, Mayfield, and Kuntz Joint Spine Section awards have successfully translated award abstracts into peer-reviewed publications. Furthermore, approximately one-third of the awardees are active in academic neurosurgery, with some having secured federal research funding.
Novel Standalone Motion-Sparing Pelvic Fixation Prevents Short-Term Insufficiency Fractures After Midsacrectomies Without Sacrificing Normal, Mobile Lumbar Segments Traditionally Used for Stabilization
Lo, Sheng-Fu Larry , Pieters, Thomas A. , Green, Ross, Suk, Ian, Pennington, Zach , Elsamadicy, Aladine A. , Sciubba, Daniel M. , Pennington, Zach , Hersh, Andrew M.

Operative Neurosurgery | June 7, 2023 | Volume: 25 | Issue: 3 | Pages: 278-284

10.1227/ons.0000000000000767 Get It

BACKGROUND AND OBJECTIVES: Sacrectomy is often the treatment of choice to provide the greatest chance of progression-free and overall survival for patients with primary malignant bone tumors of the sacrum. After midsacrectomy, the stability of the sacropelvic interface is diminished, resulting in insufficiency fractures. Traditional stabilization involves lumbopelvic fixation but subjects normal mobile segments to fusion. The purpose of this study was to determine whether standalone intrapelvic fixation is a safe adjunct to midsacrectomy, avoiding both sacral insufficiency fractures and the morbidity of instrumenting into the mobile spine. METHODS: A retrospective study identified all patients who underwent resection of sacral tumors at 2 comprehensive cancer centers between June 2020 and July 2022. Demographic, tumor-specific, operative characteristics and outcome data were collected. The primary outcome was presence of sacral insufficiency fractures. A retrospective data set of patients undergoing midsacrectomy without hardware placement was collected as a control. RESULTS: Nine patients (5 male, 4 female), median age 59 years, underwent midsacrectomy with concomitant placement of standalone pelvic fixation. No patients developed insufficiency fractures during the 216 days of clinical and 207 days of radiographic follow-up. There were no adverse events attributable to the addition of standalone pelvic fixation. In our historical cohort of partial sacrectomies without stabilization, there were 4/25 patients (16%) with sacral insufficiency fractures. These fractures appeared between 0 and 5 months postoperatively. CONCLUSION: A novel standalone intrapelvic fixation after partial sacrectomy is a safe adjunct to prevent postoperative sacral insufficiency fractures in patients undergoing midsacrectomy for tumor. Such a technique may allow for long-term sacropelvic stability without sacrificing mobile lumbar segments.
Socioeconomic and Racial/Ethnic Disparities in Perception of Health Status and Literacy in Spine Oncological Patients
Elsamadicy, Aladine A. , Wang, Chelsea, Craft, Samuel , Rajjoub, Rami , Pennington, Zach , Lo, Sheng-Fu Larry , Mendel, Ehud , Sciubba, Daniel M. , Pennington, Zach , Reeves, Benjamin C. , Sherman, Josiah , Koo, Andrew B. , Hersh, Andrew M. , Shin, John H.

Spine | May 10, 2023 | Volume: 48 | Issue: 15 | Pages: 1107-1115

10.1097/brs.0000000000004712 Get It

Study Design. A cross-sectional study was performed using the National Institutes of Health All of Us survey database. Objective. The aim of this study was to assess socioeconomic and racial disparities in the perception of personal health, health literacy, and healthcare access among spine oncology patients. Summary of Background Data. Racial, ethnic, and socioeconomic disparities in health literacy and perception of health status have been described for many disease processes. However, few studies have assessed the prevalence of these disparities among spine oncology patients. Methods. Adult spine oncology patients, identified using ICD-9/10-CM codes, were categorized by race/ethnicity: White/Caucasian (WC), Black/African-American (BAA), and Non-White Hispanic (NWH). Demographics and socioeconomic status were assessed. Questionnaire responses regarding baseline health status, perception of health status, health literacy, and barriers to healthcare were compared. Results. Of the 1,175 patients identified, 207 (17.6%) were BAA, 267 (22.7%) were NWH, and 701 (59.7%) were WC. Socioeconomic status varied among cohorts, with WC patients reporting higher levels of education (P<0.001), annual income greater than $50K (P<0.001), and home ownership (P<0.001). BAA and NWH patients reported greater rates of 7-day “Severe fatigue” (P<0.001) and “10/10 pain” (P<0.001) and lower rates of “Completely” able to perform everyday activities (P<0.001). WC patients had a higher response rate for “Excellent/Very Good” regarding their own general health (P<0.001) and quality (P<0.001). The WC cohort had a significantly higher proportion of patients responding “Never” when assessing difficulty understanding (P<0.001) and needing assistance with health materials (P<0.001). BAA and NWH were significantly less likely to report feeling “Extremely” confident with medical forms (P<0.001). BAA and NWH had significantly higher response rates to feeling “Somewhat Worried” about healthcare costs (P<0.001) and with delaying medical care given “Can’t Afford Co-pay” (P<0.001). Conclusion. We identified disparities in perception of health status, literacy, and access among spine oncology patients. Level of Evidence. 4
Promoting diversity in neurosurgery through a virtual symposium
Charles, Antoinette J. , Seas, Andreas , Corley, Jacquelyn, Duvall, Julia B. , Owolo, Edwin , Abu-Bonsrah, Nancy , Elsamadicy, Aladine A. , Simpson, Venita M., Sanusi, Olabisi , Holly, Langston T. , Levi, Allan D. , Quiñones‐Hinojosa, Alfredo , Karikari, Isaac O. , Fuller, Anthony T. , Rodriguez, Analiz , Nduom, Edjah Kweku-Ebura , Liau, Linda M. , Grant, Gerald A. , Goodwin, C. Rory

Journal of Neurosurgery | March 10, 2023 | Volume: 139 | Issue: 4 | Pages: 1101-1108

10.3171/2023.1.jns221743 Get It

OBJECTIVE The rates of women and underrepresented racial and ethnic minority (UREM) students successfully matching into neurosurgical residency are extremely low and do not reflect the makeup of the general population. As of 2019, only 17.5% of neurosurgical residents in the United States were women, 4.95% were Black or African American, and 7.2% were Hispanic or Latinx. Earlier recruitment of UREM students will help to diversify the neurosurgical workforce. Therefore, the authors developed a virtual educational event for undergraduate students entitled "Future Leaders in Neurosurgery Symposium for Underrepresented Students’’ (FLNSUS). The primary objectives of the FLNSUS were to expose attendees to 1) neurosurgeons from diverse gender, racial, and ethnic backgrounds; 2) neurosurgical research; 3) opportunities for neurosurgical mentorship; and 4) information about life as a neurosurgeon. The authors hypothesized that the FLNSUS would increase student self-confidence, provide exposure to the specialty, and reduce perceived barriers to a neurosurgical career. METHODS To measure the change in participant perceptions of neurosurgery, pre- and postsymposium surveys were administered to attendees. Of the 269 participants who completed the presymposium survey, 250 participated in the virtual event and 124 completed the postsymposium survey. Paired pre- and postsurvey responses were used for analysis, yielding a response rate of 46%. To assess the impact of participant perceptions of neurosurgery as a field, pre- and postsurvey responses to questions were compared. The change in response was analyzed, and a nonparametric sign test was performed to check for significant differences. RESULTS According to the sign test, applicants showed increased familiarity with the field (p < 0.001), increased confidence in their abilities to become neurosurgeons (p = 0.014), and increased exposure to neurosurgeons from diverse gender, racial, and ethnic backgrounds (p < 0.001 for all categories). CONCLUSIONS These results reflect a significant improvement in student perceptions of neurosurgery and suggest that symposiums like the FLNSUS may promote further diversification of the field. The authors anticipate that events promoting diversity in neurosurgery will lead to a more equitable workforce that will ultimately translate to enhanced research productivity, cultural humility, and patient-centered care in neurosurgery.
Utilization of Machine Learning to Model Important Features of 30-day Readmissions following Surgery for Metastatic Spinal Column Tumors: The Influence of Frailty
Elsamadicy, Aladine A. , Reeves, Benjamin C. , Cross, James M. , Hersh, Andrew M. , Hengartner, Astrid C. , Karhade, Aditya V. , Pennington, Zach , Lo, Sheng-Fu Larry , Gokaslan, Ziya L. , Mendel, Ehud , Sciubba, Daniel M. , Hersh, Andrew , Hengartner, Astrid , Karhade, Aditya V , Pennington, Zach , Sciubba, Daniel , Koo, Andrew B. , Akinduro, Oluwaseun O. , Shin, John H.

Global Spine Journal | November 1, 2022 | Volume: 14 | Issue: 4 | Pages: 1227-1237

10.1177/21925682221138053 Get It

Study Design Retrospective cohort study Objective The aim of this study was to determine the relative importance and predicative power of the Hospital Frailty Risk Score (HFRS) on unplanned 30-day readmission after surgical intervention for metastatic spinal column tumors. Methods All adult patients undergoing surgery for metastatic spinal column tumor were identified in the Nationwide Readmission Database from the years 2016 to 2018. Patients were categorized into 3 cohorts based on the criteria of the HFRS: Low(<5), Intermediate(5-14.9), and High(≥ 15). Random Forest (RF) classification was used to construct predictive models for 30-day patient readmission. Model performance was examined using the area under the receiver operating curve (AUC), and the Mean Decrease Gini (MDG) metric was used to quantify and rank features by relative importance. Results There were 4346 patients included. The proportion of patients who required any readmission were higher among the Intermediate and High frailty cohorts when compared to the Low frailty cohort ( Low:33.9% vs. Intermediate:39.3% vs. High:39.2%, P < .001). An RF classifier was trained to predict 30-day readmission on all features (AUC = .60) and architecturally equivalent model trained using only ten features with highest MDG (AUC = .59). Both models found frailty to have the highest importance in predicting risk of readmission. On multivariate regression analysis, Intermediate frailty [ OR:1.32, CI(1.06,1.64), P = .012] was found to be an independent predictor of unplanned 30-day readmission. Conclusion Our study utilizes machine learning approaches and predictive modeling to identify frailty as a significant risk-factor that contributes to unplanned 30-day readmission after spine surgery for metastatic spinal column metastases.