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Leyendecker J, Prasse T, Rückels P, Köster M, Rumswinkel L, Schunk V, Marossa I, Eysel P, Bredow J, Hofstetter CP, Khan I. Full-endoscopic spine-surgery in the elderly and patients with comorbidities. Sci Rep 2024; 14:29188. [PMID: 39587174 PMCID: PMC11589573 DOI: 10.1038/s41598-024-80235-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Accepted: 11/18/2024] [Indexed: 11/27/2024] Open
Abstract
Due to demographic changes, a growing number of elderly patients with comorbidities will require spine surgery in the next decades. However, age and multimorbidity have been associated with considerably worse postoperative outcomes, and is often associated with surgical invasiveness. Full-endoscopic spine-surgery (FESS), as a cornerstone of contemporary minimally invasive surgery, has the potential to mitigate some of these disparities. Thus, we conducted an analysis of all FESS cases at a national center. Utilizing the Charlson Comorbidity index (CCI) ≥ 3 as a frailty surrogate we separated patients in two groups for patients with and without comorbidities. Patients with (CCI) ≥ 3 exhibited a higher age (p < 0.001), and number of comorbidities (p < 0.001) than the control group. Thereafter, a propensity score matching was done to adjust for potential confounders. Postoperative safety measures in emergency department utilization, and clinic readmission did not significantly differ between the groups. Furthermore, patients of both groups reported similar postoperative pain improvements. However, patients with a (CCI) ≥ 3 were treated as inpatients more often (p < 0.001), had a higher length of stay (p < 0.001) and a smaller functional improvement after at a chronic postoperative timepoint (p = 0.045). The results underline safety and efficacy of FESS in patients with comorbidities. Additionally, they provide guidance for preoperative patient counselling and resource utilization when applying FESS in frail patients.
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Affiliation(s)
- Jannik Leyendecker
- Department of Orthopedics and Trauma Surgery, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.
- Department of Neurological Surgery, University of Washington, 325 9th Avenue, Box 359924, Seattle, WA, 98104, USA.
| | - Tobias Prasse
- Department of Orthopedics and Trauma Surgery, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Department of Neurological Surgery, University of Washington, 325 9th Avenue, Box 359924, Seattle, WA, 98104, USA
| | - Pia Rückels
- Department of Neurological Surgery, University of Washington, 325 9th Avenue, Box 359924, Seattle, WA, 98104, USA
- Department of Orthopedics and Trauma Surgery, Krankenhaus Porz am Rhein, University of Cologne, Cologne, Germany
| | - Malin Köster
- Department of Orthopedics and Trauma Surgery, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Lena Rumswinkel
- Department of Orthopedics and Trauma Surgery, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Valentina Schunk
- Department of Orthopedics and Trauma Surgery, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Isabella Marossa
- Department of Neurological Surgery, University of Washington, 325 9th Avenue, Box 359924, Seattle, WA, 98104, USA
| | - Peer Eysel
- Department of Orthopedics and Trauma Surgery, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Jan Bredow
- Department of Orthopedics and Trauma Surgery, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Department of Orthopedics and Trauma Surgery, Krankenhaus Porz am Rhein, University of Cologne, Cologne, Germany
| | - Christoph P Hofstetter
- Department of Neurological Surgery, University of Washington, 325 9th Avenue, Box 359924, Seattle, WA, 98104, USA
| | - Imad Khan
- Department of Neurological Surgery, University of Washington, 325 9th Avenue, Box 359924, Seattle, WA, 98104, USA
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Jagtiani P, Rumalla K, Roy JM, Bhalla S, Covell MM, Bowers CA. Risk Analysis Index Predicts Nonhome Discharge Following Resection of Cavernous Malformations. World Neurosurg 2024; 189:e681-e687. [PMID: 38960310 DOI: 10.1016/j.wneu.2024.06.148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2024] [Accepted: 06/26/2024] [Indexed: 07/05/2024]
Abstract
OBJECTIVE Intracranial cavernous malformations (CMs) are benign vascular lesions associated with hemorrhage, seizures, and corresponding neurological deficits. Recent evidence shows that frailty predicts neurosurgical adverse outcomes with superior discrimination compared to greater patient age. Therefore, we utilized the Risk Analysis Index (RAI) to predict adverse outcomes following cavernous malformation resection (CMR). METHODS This retrospective study utilized the Nationwide Inpatient Sample to identify patients who underwent craniotomy for CMR (2019-2020). Multivariate analysis used RAI to assess the ability of frailty to predict nonhome discharge (NHD), extended length of stay (eLOS), and postoperative adverse outcomes. Receiver operating characteristic curve analysis evaluated the discriminatory accuracy of RAI for prediction of NHD. RESULTS One thousand two hundred CMR patients were identified. Mean patient age was 38±1.2 years, 53.3% (N=640) were female, and 58.3% (N=700) had private insurance. Patients were stratified into 4 frailty tiers based on RAI scores: "robust" (0-20, R), N=905 (80.8%); "normal" (21-30, N), N=110 (9.8%); "frail" (31-40, F), N=25 (2.2%); and "very frail" (41+, VF), N = 80 (7.1%). Increasing frailty was associated with eLOS and higher rates of NHD (P<0.05). The RAI demonstrated strong discriminatory accuracy (C-statistic=0.722) for prediction of NHD following CMR in area under the receiver operating characteristics. CONCLUSIONS Preoperative frailty independently predicts adverse outcomes, including eLOS and NHD in patients undergoing resection of cranial CMs. Integrating RAI into preoperative frailty risk assessment may optimize risk stratification and improve patient selection and reallocate perioperative management resources for better patient outcomes.
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Affiliation(s)
- Pemla Jagtiani
- School of Medicine, SUNY Downstate Health Sciences University, New York, NY, USA; Bowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, UT, USA
| | - Kranti Rumalla
- Bowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, UT, USA; Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Joanna M Roy
- Bowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, UT, USA; Topiwala National Medical College, Mumbai, India
| | - Shubhang Bhalla
- Bowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, UT, USA; Texas Tech University Health Sciences Center School of Medicine, El Paso, Texas
| | - Michael M Covell
- Bowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, UT, USA; School of Medicine, Georgetown University, Washington, DC, USA
| | - Christian A Bowers
- Bowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, UT, USA.
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Covell MM, Rumalla KC, Bhalla S, Bowers CA. Risk analysis index predicts mortality and non-home discharge following posterior lumbar interbody fusion: a nationwide inpatient sample analysis of 429,380 patients (2019-2020). EUROPEAN SPINE JOURNAL : OFFICIAL PUBLICATION OF THE EUROPEAN SPINE SOCIETY, THE EUROPEAN SPINAL DEFORMITY SOCIETY, AND THE EUROPEAN SECTION OF THE CERVICAL SPINE RESEARCH SOCIETY 2024:10.1007/s00586-024-08373-9. [PMID: 38902536 DOI: 10.1007/s00586-024-08373-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/03/2024] [Revised: 05/18/2024] [Accepted: 06/14/2024] [Indexed: 06/22/2024]
Abstract
PURPOSE Frailty is an independent risk factor for adverse postoperative outcomes following spine surgery. The ability of the Risk Analysis Index (RAI) to predict adverse outcomes following posterior lumbar interbody fusion (PLIF) has not been studied extensively and may improve preoperative risk stratification. METHODS Patients undergoing PLIF were queried from Nationwide Inpatient Sample (NIS) (2019-2020). The relationship between RAI-measured preoperative frailty and primary outcomes (mortality, non-home discharge (NHD)) and secondary outcomes (extended length of stay (eLOS), complication rates) was assessed via multivariate analyses. The discriminatory accuracy of the RAI for primary outcomes was measured in area under the receiver operating characteristic (AUROC) curve analysis. RESULTS A total of 429,380 PLIF patients (mean age = 61y) were identified, with frailty cohorts stratified by standard RAI convention: 0-20 "robust" (R)(38.3%), 21-30 "normal" (N)(54.3%), 31-40 "frail" (F)(6.1%) and 41+ "very frail" (VF)(1.3%). The incidence of primary and secondary outcomes increased as frailty thresholds increased: mortality (R 0.1%, N 0.1%, F 0.4%, VF 1.3%; p < 0.001), NHD (R 6.5%, N 18.1%, F 36.9%, VF 42.0%; p < 0.001), eLOS (R 18.0%, N 21.9%, F 31.6%, VF 43.8%; p < 0.001) and complication rates (R 6.6%, N 8.8%, F 11.1%, VF 12.2%; p < 0.001). The RAI demonstrated acceptable discrimination for NHD (C-statistic: 0.706) and mortality (C-statistic: 0.676) in AUROC curve analysis. CONCLUSION Increasing RAI-measured frailty is significantly associated with increased NHD, eLOS, complication rates, and mortality following PLIF. The RAI demonstrates acceptable discrimination for predicting NHD and mortality, and may be used to improve frailty-based risk assessment for spine surgeons.
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Affiliation(s)
| | - Kranti C Rumalla
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Shubhang Bhalla
- Paul L. Foster School of Medicine, Texas Tech University Health Sciences Center El Paso, El Paso, TX, USA
| | - Christian A Bowers
- Bowers Neurosurgical Frailty and Outcomes Data Science Lab, 8342 S Levine Ln, Sandy, UT, 87122, USA.
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Yuh WT, Kim J, Kim MS, Kim JH, Kim YR, Kim S, Chung CK, Lee CH, Park SB, Kim KT, Rhee JM, Ko YS, Kim CH. Trends in degenerative lumbar spinal surgery during the early COVID-19 pandemic in Republic of Korea: A national study utilizing the national health insurance database. PLoS One 2024; 19:e0305128. [PMID: 38861502 PMCID: PMC11166321 DOI: 10.1371/journal.pone.0305128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Accepted: 05/24/2024] [Indexed: 06/13/2024] Open
Abstract
During the first year of the COVID-19 pandemic, the Republic of Korea (ROK) experienced three epidemic waves in February, August, and November 2020. These waves, combined with the overarching pandemic, significantly influenced trends in spinal surgery. This study aimed to investigate the trends in degenerative lumbar spinal surgery in ROK during the early COVID-19 pandemic, especially in relation to specific epidemic waves. Using the National Health Information Database in ROK, we identified all patients who underwent surgery for degenerative lumbar spinal diseases between January 1, 2019 and December 31, 2020. A joinpoint regression was used to assess temporal trends in spinal surgeries over the first year of the COVID-19 pandemic. The number of surgeries decreased following the first and second epidemic waves (p<0.01 and p = 0.34, respectively), but these were offset by compensatory increases later on (p<0.01 and p = 0.05, respectively). However, the third epidemic wave did not lead to a decrease in surgical volume, and the total number of surgeries remained comparable to the period before the pandemic. When compared to the pre-COVID-19 period, average LOH was reduced by 1 day during the COVID-19 period (p<0.01), while mean hospital costs increased significantly from 3,511 to 4,061 USD (p<0.01). Additionally, the transfer rate and the 30-day readmission rate significantly decreased (both p<0.01), while the reoperation rate remained stable (p = 0.36). Despite the impact of epidemic waves on monthly surgery numbers, a subsequent compensatory increase was observed, indicating that surgical care has adapted to the challenges of the pandemic. This adaptability, along with the stable total number of operations, highlights the potential for healthcare systems to continue elective spine surgery during public health crises with strategic resource allocation and patient triage. Policies should ensure that surgeries for degenerative spinal diseases, particularly those not requiring urgent care but crucial for patient quality of life, are not unnecessarily halted.
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Affiliation(s)
- Woon Tak Yuh
- Department of Neurosurgery, Hallym University College of Medicine, Chuncheon-si, Gangwon-do, Republic of Korea
- Department of Neurosurgery, Hallym University Dongtan Sacred Heart Hospital, Hwaseong-si, Gyeonggi-do, Republic of Korea
| | - Jinhee Kim
- Division of Clinical Epidemiology, Medical Research Collaborating Center, Seoul National University Hospital, Seoul, Republic of Korea
| | - Mi-Sook Kim
- Division of Clinical Epidemiology, Medical Research Collaborating Center, Seoul National University Hospital, Seoul, Republic of Korea
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Jun-Hoe Kim
- Department of Neurosurgery, Seoul National University Hospital, Seoul, Republic of Korea
| | - Young Rak Kim
- Department of Neurosurgery, Seoul National University Hospital, Seoul, Republic of Korea
| | - Sum Kim
- Department of Neurosurgery, Seoul National University Hospital, Seoul, Republic of Korea
| | - Chun Kee Chung
- Department of Neurosurgery, Seoul National University Hospital, Seoul, Republic of Korea
- Department of Neurosurgery, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Brain and Cognitive Sciences, Seoul National University, Seoul, Republic of Korea
| | - Chang-Hyun Lee
- Department of Neurosurgery, Seoul National University Hospital, Seoul, Republic of Korea
- Department of Neurosurgery, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Sung Bae Park
- Department of Neurosurgery, Seoul National University Hospital, Seoul, Republic of Korea
- Department of Neurosurgery, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Neurosurgery, Seoul National University Boramae Hospital, Boramae Medical Center, Seoul, Republic of Korea
| | - Kyoung-Tae Kim
- Department of Neurosurgery, School of Medicine, Kyungpook National University, Daegu, Republic of Korea
- Department of Neurosurgery, Korea University Guro Hospital, Korea University College of Medicine, Republic of Korea
| | - John M. Rhee
- Department of Orthopaedic Surgery, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Young San Ko
- Department of Neurosurgery, School of Medicine, Kyungpook National University, Daegu, Republic of Korea
| | - Chi Heon Kim
- Department of Neurosurgery, Seoul National University Hospital, Seoul, Republic of Korea
- Department of Neurosurgery, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Medical Device Development, Seoul National University College of Medicine, Seoul, Republic of Korea
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Thommen R, Bowers CA, Segura AC, Roy JM, Schmidt MH. Baseline Frailty Measured by the Risk Analysis Index and 30-Day Mortality After Surgery for Spinal Malignancy: Analysis of a Prospective Registry (2011-2020). Neurospine 2024; 21:404-413. [PMID: 38955517 PMCID: PMC11224747 DOI: 10.14245/ns.2347120.560] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 02/22/2024] [Accepted: 02/28/2024] [Indexed: 07/04/2024] Open
Abstract
OBJECTIVE To evaluate the prognostic utility of baseline frailty, measured by the Risk Analysis Index (RAI), for prediction of postoperative mortality among patients with spinal malignancy (SM) undergoing resection. METHODS SM surgery cases were queried from the American College of Surgeons - National Surgical Quality Improvement Program database (2011-2020). The relationship between preoperative RAI frailty score and increasing rate of primary endpoint (mortality or discharge to hospice within 30 days, "mortality/hospice") were assessed. Discriminatory accuracy was assessed by computation of C-statistics (with 95% confidence interval [CI]) in receiver operating characteristic (ROC) curve analysis. RESULTS A total of 2,235 cases were stratified by RAI score: 0-20, 22.7%; 21-30, 11.9%; 31-40, 54.7%; and ≥ 41, 10.7%. The rate of mortality/hospice was 6.5%, which increased linearly with increasing RAI score (p < 0.001). RAI was also associated with increasing rates of major complication, extended length of stay, and nonhome discharge (all p < 0.05). The RAI demonstrated acceptable discriminatory accuracy for prediction of primary endpoint (C-statistic, 0.717; 95% CI, 0.697-0.735). In pairwise ROC comparison, RAI demonstrated superiority versus modified frailty index-5 and chronological age (p < 0.001). CONCLUSION Preoperative frailty, as measured by RAI, is a robust predictor of mortality/ hospice after SM surgery. The frailty score may be applied in clinical settings using a user-friendly calculator, deployed here: https://nsgyfrailtyoutcomeslab.shinyapps.io/spinalMalignancyRAI/.
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Affiliation(s)
- Rachel Thommen
- School of Medicine, New York Medical College, Valhalla, NY, USA
- Bowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, UT, USA
| | | | - Aaron C. Segura
- Bowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, UT, USA
| | | | - Meic H. Schmidt
- Bowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, UT, USA
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Yokoyama K, Ikeda N, Tanaka H, Ito Y, Sugie A, Yamada M, Wanibuchi M, Kawanishi M. The Effectiveness of Vertebral Height Restoration Based on the Vertebroplasty Procedure Used to Treat Osteoporotic Vertebral Fractures. Neurospine 2023; 20:1159-1165. [PMID: 38369361 PMCID: PMC10762406 DOI: 10.14245/ns.2346754.377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Revised: 08/09/2023] [Accepted: 08/21/2023] [Indexed: 01/05/2024] Open
Abstract
OBJECTIVE Whether the use of a balloon or stent in vertebroplasty for vertebral fractures, such as balloon kyphoplasty (BKP) or vertebral body stenting (VBS), actually contributes to the restoration of postoperative vertebral height is unclear. The aim of the current study was to compare the effectiveness of percutaneous vertebroplasty (PVP), BKP, and VBS in the correction of collapsed vertebrae in patients with painful vertebral fractures. METHODS The cases studied involved 34 vertebrae in 28 patients treated with PVP, 43 vertebrae in 38 patients treated with BKP, and 20 vertebrae in 20 patients treated with VBS at Izinkai Takeda General Hospital. Changes in the vertebral height and local kyphosis angle were measured based on standing lumbar radiographs before and after surgery and were compared among the treatment groups. RESULTS There were no differences in changes in the height of the anterior wall, middle body, or posterior wall of the treated vertebrae among the 3 treatment groups. The same was true for changes in the local kyphosis angle. The effectiveness of vertebral height restoration depended heavily upon preoperative vertebral instability in all the treatment groups. Correction loss due to balloon deflation effect or balloon sinking was noted with VBS or BKP. CONCLUSION BKP and VBS have the advantage of reducing the risk of extravertebral leakage of injected bone cement, but they have a disadvantage in that they are no more effective than PVP in restoring collapsed vertebrae despite the use of a balloon or metal stent.
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Affiliation(s)
- Kunio Yokoyama
- Department of Neurosurgery, Takeda General Hospital, Fushimi Ward, Kyoto, Japan
| | - Naokado Ikeda
- Department of Neurosurgery, Takeda General Hospital, Fushimi Ward, Kyoto, Japan
| | - Hidekazu Tanaka
- Department of Neurosurgery, Takeda General Hospital, Fushimi Ward, Kyoto, Japan
| | - Yutaka Ito
- Department of Neurosurgery, Takeda General Hospital, Fushimi Ward, Kyoto, Japan
| | - Akira Sugie
- Department of Neurosurgery, Takeda General Hospital, Fushimi Ward, Kyoto, Japan
| | - Makoto Yamada
- Department of Neurosurgery, Takeda General Hospital, Fushimi Ward, Kyoto, Japan
| | - Masahiko Wanibuchi
- Department of Neurosurgery, Osaka Medical and Pharmaceutical University, Takatsuki, Japan
| | - Masahiro Kawanishi
- Department of Neurosurgery, Takeda General Hospital, Fushimi Ward, Kyoto, Japan
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Covell MM, Warrier A, Rumalla KC, Dehney CM, Bowers CA. RAI-measured frailty predicts non-home discharge following metastatic brain tumor resection: national inpatient sample analysis of 20,185 patients. J Neurooncol 2023; 164:663-670. [PMID: 37787907 DOI: 10.1007/s11060-023-04461-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Accepted: 09/22/2023] [Indexed: 10/04/2023]
Abstract
PURPOSE Preoperative risk stratification for patients undergoing metastatic brain tumor resection (MBTR) is based on established tumor-, patient-, and disease-specific risk factors for outcome prognostication. Frailty, or decreased baseline physiologic reserve, is a demonstrated independent risk factor for adverse outcomes following MBTR. The present study sought to assess the impact of frailty, measured by the Risk Analysis Index (RAI), on MBTR outcomes. METHODS All MBTR were queried from the National Inpatient Sample (NIS) from 2019 to 2020 using diagnosis and procedural codes. The relationship between preoperative RAI frailty score and our primary outcome - non-home discharge (NHD) - and secondary outcomes - complication rates, extended length of stay (eLOS), and mortality - were analyzed via univariate and multivariable analyses. Discriminatory accuracy was tested by computation of concordance statistics in area under the receiver operating characteristic (AUROC) curve analysis. RESULTS There were 20,185 MBTR patients from the NIS database from 2019 to 2020. Each patient's frailty status was stratified by RAI score: 0-20 (robust): 34%, 21-30 (normal): 35.1%, 31-40 (very frail): 13.9%, 41+ (severely frail): 16.8%. Compared to robust patients, severely frail patients demonstrated increased complication rates (12.2% vs. 6.8%, p < 0.001), eLOS (37.6% vs. 13.2%, p < 0.001), NHD (52.0% vs. 20.6%, p < 0.001), and mortality (9.9% vs. 4.1%, p < 0.001). AUROC curve analysis demonstrated good discriminatory accuracy of RAI-measured frailty in predicting NHD after MBTR (C-statistic = 0.67). CONCLUSION Increasing RAI-measured frailty status is significantly associated with increased complication rates, eLOS, NHD, and mortality following MBTR. Preoperative frailty assessment using the RAI may aid in preoperative surgical planning and risk stratification for patient selection.
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Affiliation(s)
- Michael M Covell
- School of Medicine, Georgetown University, Washington, District of Columbia, USA
| | | | - Kranti C Rumalla
- Feinberg School of Medicine, Northwestern University, Evanston, Illinois, USA
| | | | - Christian A Bowers
- Bowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, Utah, 84070, USA.
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