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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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Padula WV, Smith GA, Gordon Z, Pronovost PJ. Value Defects in Spine Surgery: How to Reduce Wasteful Care and Improve Value. J Am Acad Orthop Surg 2024; 32:833-839. [PMID: 39240706 PMCID: PMC11384277 DOI: 10.5435/jaaos-d-23-00989] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Accepted: 04/14/2024] [Indexed: 09/08/2024] Open
Abstract
Technological innovation has advanced the efficacy of spine surgery for patients; however, these advances do not consistently translate into clinical effectiveness. Some patients who undergo spine surgery experience continued chronic back pain and other complications that were not present before the procedure. Defects in healthcare value, such as the lack of clinical benefit from spine surgery, are, unfortunately, common, and the US healthcare system spends $1.4 trillion annually on value defects. In this article, we examine how avoidable complications, postacute healthcare use, revision surgeries, and readmissions among spine surgery patients contribute to $67 million of wasteful spending on value defects. Furthermore, we estimate that almost $27 million of these costs could be recuperated simply by redirecting patients to facilities referred to as centers of excellence. In total, quality improvement efforts are costly to implement but may only cost about $36 million to fully correct the $67 million in finances misappropriated to value defects. The objectives of this article are to present an approach to eliminate defects in spine surgery, including a center-of-excellence framework for eliminating defects specific to this group of procedures.
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Affiliation(s)
- William V Padula
- From the Department of Pharmaceutical and Health Economics, Mann School of Pharmacy & Pharmaceutical Sciences, Leonard D. Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles, CA (Padula), Division Chief of Neurosurgery, University Hospitals, St. John and Southwest General Medical Centers, Cleveland, OH (Smith), Department of Neurosurgery, Case Western Reserve University, Cleveland, OH (Smith), Department of Orthopaedic Surgery, University Hospitals Cleveland Medical Center, Cleveland, OH (Gordon), Department of Orthopaedic Surgery, Case Western Reserve University School of Medicine, Cleveland, OH (Gordon), and Schools of Medicine, Nursing, and Management, Case Western Reserve University, Cleveland, OH (Pronovost)
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Du JY, Shafi K, Blackburn CW, Chapman JR, Ahn NU, Marcus RE, Albert TJ. Resource Utilization Following Anterior Versus Posterior Cervical Decompression and Fusion for Acute Central Cord Syndrome. Clin Spine Surg 2024; 37:E309-E316. [PMID: 38446594 DOI: 10.1097/bsd.0000000000001598] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Accepted: 12/06/2023] [Indexed: 03/08/2024]
Abstract
STUDY DESIGN Retrospective cohort study. OBJECTIVE The purpose of this study is to compare the impact of anterior cervical decompression and fusion (ACDF) versus posterior cervical decompression and fusion (PCDF) for the treatment of acute traumatic central cord syndrome (CCS) on hospital episodes of care in terms of (1) cost, (2) length of hospital stay, and (3) discharge destination. SUMMARY OF BACKGROUND DATA Acute traumatic CCS is the most common form of spinal cord injury in the United States. CCS is commonly treated with surgical decompression and fusion. Hospital resource utilization based on surgical approach remains unclear. METHODS Patients undergoing ACDF and PCDF for acute traumatic CCS were identified using the 2019 Medicare Provider Analysis and Review Limited Data Set and Centers for Medicare and Medicaid Services 2019 Impact File. Multivariate models for hospital cost of care, length of stay, and discharge destination were performed, controlling for confounders. Subanalysis of accommodation and revenue center cost drivers was performed. RESULTS There were 1474 cases that met inclusion criteria: 673 ACDF (45.7%) and 801 PCDF (54.3%). ACDF was independently associated with a decreased cost of $9802 ( P <0.001) and a 59.2% decreased risk of discharge to nonhome destinations (adjusted odds ratio: 0.408, P <0.001). The difference in length of stay was not statistically significant. On subanalysis of cost drivers, ACDF was associated with decreased charges ($55,736, P <0.001) compared with PCDF, the largest drivers being the intensive care unit ($15,873, 28% of total charges, P <0.001) and medical/surgical supply charges ($19,651, 35% of total charges, P <0.001). CONCLUSIONS For treatment of acute traumatic CCS, ACDF was associated with almost $10,000 less expensive cost of care and a 60% decreased risk of discharge to nonhome destination compared with PCDF. The largest cost drivers appear to be ICU and medical/surgical-related. These findings may inform value-based decisions regarding the treatment of acute traumatic CCS. However, injury and patient clinical factors should always be prioritized in surgical decision-making, and increased granularity in reimbursement policies is needed to prevent financial disincentives in the treatment of patients with CCS better addressed with posterior approach-surgery.
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Affiliation(s)
- Jerry Y Du
- Division of Spine Surgery, Hospital for Special Surgery, New York City, NY
| | - Karim Shafi
- Division of Spine Surgery, Hospital for Special Surgery, New York City, NY
| | - Collin W Blackburn
- Department of Orthopedics, University Hospitals/Cleveland Medical Center, Cleveland, OH
| | - Jens R Chapman
- Swedish Neuroscience Institute, Swedish Medical Center, Seattle, WA
| | - Nicholas U Ahn
- Department of Orthopedics, University Hospitals/Cleveland Medical Center, Cleveland, OH
| | - Randall E Marcus
- Department of Orthopedics, University Hospitals/Cleveland Medical Center, Cleveland, OH
| | - Todd J Albert
- Division of Spine Surgery, Hospital for Special Surgery, New York City, NY
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Du JY, Shafi K, Blackburn CW, Chapman JR, Ahn NU, Marcus RE, Albert TJ. Elective Single-Level Primary Anterior Cervical Decompression and Fusion for Degenerative Spondylotic Cervical Myelopathy Is Associated With Decreased Resource Utilization Versus Posterior Cervical Decompression and Fusion. Clin Spine Surg 2024; 37:E317-E323. [PMID: 38409682 DOI: 10.1097/bsd.0000000000001594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 01/22/2024] [Indexed: 02/28/2024]
Abstract
STUDY DESIGN Retrospective cohort study. OBJECTIVE To compare elective single-level anterior cervical discectomy and fusion (ACDF) versus posterior cervical decompression and fusion (PCDF) for degenerative cervical myelopathy (DCM) in terms of (1) cost, (2) length of hospital stay, and (3) discharge destination in Medicare patients. A sub-analysis of potential cost drivers was also performed. BACKGROUND In the era of value-based medicine, there is substantial interest in reducing the cost of care. Both ACDF and PCDF are used to treat DCM but carry different morbidity and risk profiles that can impact hospital resource utilization. However, this has not been assessed on a national level. METHODS Patients undergoing single-level elective ACDF and PCDF surgery were identified using the 2019 Medicare Provider Analysis and Review (MedPAR) Limited Data Set (LDS) and Centers for Medicare and Medicaid Services (CMS) 2019 Impact File. Multivariate models of hospital cost of care, length of stay, and discharge destination were performed, controlling for confounders. A univariate sub-analysis of 9 revenue centers was performed. RESULTS In all, 3942 patients met the inclusion criteria. The mean cost of elective single-level cervical fusion for myelopathy was $18,084±10,783, and the mean length of stay was 2.45±2.95 d. On multivariate analysis, ACDF was independently associated with decreased cost of $5,814 ( P <0.001), shorter length of stay by 1.1 days ( P <0.001), and decreased risk of nonhome discharge destination by 58% (adjusted odds ratio: 0.422, P <0.001).On sub-analysis of 9 revenue centers, medical/surgical supply ($10,497, 44%), operating room charges ($5401, 23%), and accommodations ($3999, 17%) were the largest drivers of charge differences. CONCLUSIONS Single-level elective primary ACDF for DCM was independently associated with decreased cost, decreased hospital length of stay, and a lower rate of nonhome discharge compared with PCDF. Medical and surgical supply, operating room, and accommodation differences between ACDF and PCDF are potential areas for intervention. Increased granularity in reimbursement structures is warranted to prevent the creation of disincentives to the treatment of patients with DCM with pathology that is better addressed with PCDF. LEVEL OF EVIDENCE Level-III Retrospective Cohort Study.
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Affiliation(s)
- Jerry Y Du
- Division of Spine Surgery, Hospital for Special Surgery, New York City, NY
| | - Karim Shafi
- Division of Spine Surgery, Hospital for Special Surgery, New York City, NY
| | - Collin W Blackburn
- Department of Orthopedics, University Hospitals/Cleveland Medical Center, Cleveland, OH
| | - Jens R Chapman
- Swedish Neuroscience Institute, Swedish Medical Center, Seattle, WA
| | - Nicholas U Ahn
- Department of Orthopedics, University Hospitals/Cleveland Medical Center, Cleveland, OH
| | - Randall E Marcus
- Department of Orthopedics, University Hospitals/Cleveland Medical Center, Cleveland, OH
| | - Todd J Albert
- Division of Spine Surgery, Hospital for Special Surgery, New York City, NY
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Kalinin A, Goloborodko V, Pestryakov Y, Kundubayev R, Biryuchkov M, Shchegolev A, Byvaltsev V. A New Neuroanesthetic Protocol of Rendering Specialized Care in Treating Degenerative Lumbar Spine Diseases in High-Risk Patients: Prospective Analysis of the Results. Sovrem Tekhnologii Med 2024; 16:51-59. [PMID: 39650272 PMCID: PMC11618530 DOI: 10.17691/stm2024.16.3.06] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Indexed: 12/11/2024] Open
Abstract
The aim of the study is to assess the effectiveness of a new neuroanesthetic protocol for treating degenerative lumbar spine diseases in high-risk patients. Materials and Methods Two groups of patients with a high risk of anesthesia and surgery determined by the authors' clinical decision support system (CDSS) have been prospectively studied. A new neuroanesthetic protocol was used in the experimental group (EG, n=25), while the control group (CG, n=25) underwent intravenous anesthesia based on propofol and fentanyl. Minimally invasive transforaminal lumbar interbody fusion was performed in all cases. Changes of the intraoperative mean arterial pressure and heart rate, intensity of the local pain syndrome, amount of the opiates used, presence of cognitive disorders, adverse effects of anesthesia, and surgical complications have been compared. Results The groups were representative (p>0.05) in terms of the age-gender parameters, anthropological data, comorbid background, involvement in smoking, preoperative characteristics of the lumbar spine, as well as the level of cognitive functions. No statistically significant changes of the mean arterial pressure (p=0.17) were registered in EG patients relative to the CG (p=0.0008). Intraoperative reduction of the heart rate in patients of the CG was not noted (p=0.49) in comparison with the EG (p=0.03). In the postoperative period, the best indicators of cognitive functions on the FAB test (p=0.02) and MoCA test (p=0.03) were revealed in EG. A significantly less amount of perioperative opiates (p=0.005) at a low level of the local pain syndrome was also noted (p=0.01). The intergroup analysis has shown fewer adverse effects of anesthesia in EG compared to CG (p=0.01) with a comparable number of postoperative surgical complications (p=0.42). Conclusion A new neuroanesthetic protocol of rendering a specialized care to patients with a high risk of anesthesia and surgery, assessed by the authors-developed CDSS, has resulted in effective elimination of the local postoperative pain syndrome, reduction of perioperative application of opioids, and stabilization of intraoperative indicators of cardiovascular activity. In addition, no postoperative cognitive disorders, anesthetic side-effects, adverse pharmacological consequences of the complex usage of non-steroidal anti-inflammatory drugs, prolonged local anesthetics, alpha-2-agonist, and non-narcotic analgesics have been registered.
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Affiliation(s)
- A.A. Kalinin
- MD, PhD, Associate Professor, Doctoral Candidate, Department of Neurosurgery and Innovative Medicine; Irkutsk State Medical University, 1 Krasnogo Vosstaniya St., Irkutsk, 664003, Russia; Neurosurgeon, Center of Neurosurgery; Russian Railways–Medicine Clinical Hospital, 10 Botkin St., Irkutsk, 664005, Russia
| | - V.Yu. Goloborodko
- PhD Student, Department of Neurosurgery and Innovative Medicine; Irkutsk State Medical University, 1 Krasnogo Vosstaniya St., Irkutsk, 664003, Russia; Head of the Department of Anesthesiology and Resuscitation No.1; Russian Railways–Medicine Clinical Hospital, 10 Botkin St., Irkutsk, 664005, Russia
| | - Yu.Ya. Pestryakov
- MD, PhD, Doctoral Candidate, Department of Neurosurgery and Innovative Medicine; Irkutsk State Medical University, 1 Krasnogo Vosstaniya St., Irkutsk, 664003, Russia
| | - R.A. Kundubayev
- Assistant, Department of Neurosurgery with the Course of Traumatology; West Kazakhstan Marat Ospanov Medical University, 68 Maresyev St., Aktobe, 030019, Kazakhstan
| | - M.Yu. Biryuchkov
- MD, DSc, Professor, Head of the Department of Neurosurgery with the Course of Traumatology; West Kazakhstan Marat Ospanov Medical University, 68 Maresyev St., Aktobe, 030019, Kazakhstan
| | - A.V. Shchegolev
- MD, DSc, Professor, Head of the Department of Military Anesthesiology and Resuscitation; S.M. Kirov Military Medical Academy, 6 Academician Lebedev St., Saint Petersburg, 194044, Russia
| | - V.A. Byvaltsev
- MD, DSc, Professor, Head of the Department of Neurosurgery and Innovative Medicine; Irkutsk State Medical University, 1 Krasnogo Vosstaniya St., Irkutsk, 664003, Russia; Chief of the Center of Neurosurgery; Russian Railways–Medicine Clinical Hospital, 10 Botkin St., Irkutsk, 664005, Russia; Professor, Department of Traumatology, Orthopedics and Neurosurgery; Irkutsk State Medical Academy of Postgraduate Education, 100 Yubileyny Microdistrict, Irkutsk, 664049, Russia
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Passias PG, Tretiakov PS, Onafowokan OO, Galetta M, Lorentz N, Mir JM, Das A, Dave P, Lafage R, Yee T, Diebo B, Vira S, Jankowski PP, Hockley A, Daniels A, Schoenfeld AJ, Mummaneni P, Paulino CB, Lafage V. The Evolution of Enhanced Recovery After Surgery: Assessing the Clinical Benefits of Developments Within Enhanced Recovery After Surgery Protocols in Adult Cervical Deformity Surgery. Clin Spine Surg 2024; 37:182-187. [PMID: 38637915 DOI: 10.1097/bsd.0000000000001611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Accepted: 02/28/2024] [Indexed: 04/20/2024]
Abstract
STUDY DESIGN Retrospective cohort. OBJECTIVE To investigate the impact of evolving Enhanced Recovery After Surgery (ERAS) protocols on outcomes after cervical deformity (CD) surgery. BACKGROUND ERAS can help accelerate patient recovery and assist hospitals in maximizing the incentives of bundled payment models while maintaining high-quality patient care. However, there remains a paucity of literature assessing how developments have impacted outcomes after adult CD surgery. METHODS Patients with operative CD 18 years or older with pre-baseline and 2 years (2Y) postoperative data, who underwent ERAS protocols, were stratified by increasing implantation of ERAS components: (1) early (multimodal pain program), (2) intermediate (early protocol + paraspinal blocks, early ambulation), and (3) late (early/intermediate protocols + comprehensive prehabilitation). Differences in demographics, clinical outcomes, radiographic alignment targets, perioperative factors, and complication rates were assessed through Bonferroni-adjusted means comparison analysis. RESULTS A total of 131 patients were included (59.4 ± 11.7 y, 45% females, 28.8 ± 6.0 kg/m 2 ). Of these patients, 38.9% were considered "early," 36.6% were "intermediate," and 24.4% were "late." Perioperatively, rates of intraoperative complications were lower in the late group ( P = 0.036). Postoperatively, discharge disposition differed significantly between cohorts, with late patients more likely to be discharged to home versus early or intermediate cohorts [χ 2 (2) = 37.973, P < 0.001]. In terms of postoperative disability recovery, intermediate and late patients demonstrated incrementally improved 6 W modified Japanese Orthopedic Association scores ( P = 0.004), and late patients maintained significantly higher mean Euro-QOL 5-Dimension Questionnaire and modified Japanese Orthopedic Association scores by 1 year ( P < 0.001, P = 0.026). By 2Y, cohorts demonstrated incrementally increasing SWAL-QOL scores (all domains P < 0.028) domain scores versus early or intermediate cohorts. By 2Y, incrementally decreasing reoperation was observed in early versus intermediate versus late cohorts ( P = 0.034). CONCLUSIONS The present study demonstrates that patients enrolled in an evolving ERAS program demonstrate incremental improvement in preoperative optimization and candidate selection, greater likelihood of discharge to home, decreased postoperative disability and dysphasia burden, and decreased likelihood of intraoperative complications and reoperation rates.
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Affiliation(s)
- Peter G Passias
- Departments of Orthopaedic and Neurosurgery, Division of Spinal Surgery, NYU Langone Medical Center, NY Spine Institute
| | - Peter S Tretiakov
- Departments of Orthopaedic and Neurosurgery, Division of Spinal Surgery, NYU Langone Medical Center, NY Spine Institute
| | - Oluwatobi O Onafowokan
- Departments of Orthopaedic and Neurosurgery, Division of Spinal Surgery, NYU Langone Medical Center, NY Spine Institute
| | - Matthew Galetta
- Departments of Orthopaedic and Neurosurgery, Division of Spinal Surgery, NYU Langone Medical Center, NY Spine Institute
| | - Nathan Lorentz
- Departments of Orthopaedic and Neurosurgery, Division of Spinal Surgery, NYU Langone Medical Center, NY Spine Institute
| | - Jamshaid M Mir
- Departments of Orthopaedic and Neurosurgery, Division of Spinal Surgery, NYU Langone Medical Center, NY Spine Institute
| | - Ankita Das
- Departments of Orthopaedic and Neurosurgery, Division of Spinal Surgery, NYU Langone Medical Center, NY Spine Institute
| | - Pooja Dave
- Departments of Orthopaedic and Neurosurgery, Division of Spinal Surgery, NYU Langone Medical Center, NY Spine Institute
| | - Renaud Lafage
- Department of Orthopaedics, Lenox Hill Hospital, Northwell Health, New York, NY
| | - Timothy Yee
- Department of Neurosurgery, University of California San Francisco, CA
| | - Bassel Diebo
- Department of Orthopedic Surgery, The Warren Alpert School of Medicine, Brown University, RI
| | - Shaleen Vira
- Departments of Orthopedic and Neurosurgery, Banner Health, Phoenix, AZ
| | - Pawel P Jankowski
- Department of Neurosurgery, Hoag Neurosciences Institute, Irvine, CA
| | - Aaron Hockley
- Department of Neurological Surgery, University of Alberta, Edmonton, AB, Canada
| | - Alan Daniels
- Department of Orthopedic Surgery, The Warren Alpert School of Medicine, Brown University, RI
| | - Andrew J Schoenfeld
- Department of Orthopaedic Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA
| | - Praveen Mummaneni
- Department of Neurosurgery, University of California San Francisco, CA
| | - Carl B Paulino
- Department of Orthopaedic Surgery, SUNY Downstate Medical Center, Brooklyn, NY
| | - Virginie Lafage
- Department of Orthopaedics, Lenox Hill Hospital, Northwell Health, New York, NY
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D'Antonio ND, Lambrechts MJ, Trenchfield D, Sherman M, Karamian BA, Fredericks DJ, Boere P, Siegel N, Tran K, Canseco JA, Kaye ID, Rihn J, Woods BI, Hilibrand AS, Kepler CK, Vaccaro AR, Schroeder GD. Patient-specific Risk Factors Increase Episode of Care Costs After Lumbar Decompression. Clin Spine Surg 2023; 36:E339-E344. [PMID: 37012618 DOI: 10.1097/bsd.0000000000001460] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Accepted: 03/09/2023] [Indexed: 04/05/2023]
Abstract
STUDY DESIGN Retrospective cohort analysis. OBJECTIVE To determine, which patient-specific risk factors increase total episode of care (EOC) costs in a population of Centers for Medicare and Medicaid Services beneficiaries undergoing lumbar decompression. SUMMARY OF BACKGROUND DATA Lumbar decompression is an effective option for the treatment of central canal stenosis or radiculopathy in patients unresponsive to nonoperative management. Given that elderly Americans are more likely to have one or more chronic medical conditions, there is a need to determine, which, if any, patient-specific risk factors increase health care costs after lumbar decompression. METHODS Care episodes limited to lumbar decompression surgeries were retrospectively reviewed on a Centers for Medicare and Medicaid Service reimbursement database at our academic institution between 2014 and 2019. The 90-day total EOC reimbursement payments were collected. Patient electronic medical records were then matched to the selected care episodes for the collection of patient demographics, medical comorbidities, surgical characteristics, and clinical outcomes. A stepwise multivariate linear regression model was developed to predict patient-specific risk factors that increased total EOC costs after lumbar decompression. Significance was set at P <0.05. RESULTS A total of 226 patients were included for analysis. Risk factors associated with increased total EOC cost included increased age (per year) (β = $324.70, P < 0.001), comorbid depression (β = $4368.30, P = 0.037), revision procedures (β = $6538.43, P =0.012), increased hospital length of stay (per day) (β = $2995.43, P < 0.001), discharge to an inpatient rehabilitation facility (β = $14,417.42, P = 0.001), incidence of a complication (β = $8178.07, P < 0.001), and readmission (β = $18,734.24, P < 0.001) within 90 days. CONCLUSIONS Increased age, comorbid depression, revision decompression procedures, increased hospital length of stay, discharge to an inpatient rehabilitation facility, and incidence of a complication and readmission within 90 days were all associated with increased total episodes of care costs.
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Affiliation(s)
- Nicholas D D'Antonio
- Department of Orthopedic Surgery, Rothman Orthopedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
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Cabrera A, Bouterse A, Nelson M, Razzouk J, Ramos O, Bono CM, Cheng W, Danisa O. Accounting for age in prediction of discharge destination following elective lumbar fusion: a supervised machine learning approach. Spine J 2023; 23:997-1006. [PMID: 37028603 DOI: 10.1016/j.spinee.2023.03.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Revised: 03/01/2023] [Accepted: 03/26/2023] [Indexed: 04/09/2023]
Abstract
BACKGROUND CONTEXT The number of elective spinal fusion procedures performed each year continues to grow, making risk factors for post-operative complications following this procedure increasingly clinically relevant. Nonhome discharge (NHD) is of particular interest due to its associations with increased costs of care and rates of complications. Notably, increased age has been found to influence rates of NHD. PURPOSE To identify aged-adjusted risk factors for nonhome discharge following elective lumbar fusion through the utilization of Machine Learning-generated predictions within stratified age groupings. STUDY DESIGN Retrospective Database Study. PATIENT SAMPLE The American College of Surgeons National Quality Improvement Program (ACS-NSQIP) database years 2008 to 2018. OUTCOME MEASURES Postoperative discharge destination. METHODS ACS-NSQIP was queried to identify adult patients undergoing elective lumbar spinal fusion from 2008 to 2018. Patients were then stratified into the following age ranges: 30 to 44 years, 45 to 64 years, and ≥65 years. These groups were then analyzed by eight ML algorithms, each tasked with predicting post-operative discharge destination. RESULTS Prediction of NHD was performed with average AUCs of 0.591, 0.681, and 0.693 for those aged 30 to 44, 45 to 64, and ≥65 years respectively. In patients aged 30 to 44, operative time (p<.001), African American/Black race (p=.003), female sex (p=.002), ASA class three designation (p=.002), and preoperative hematocrit (p=.002) were predictive of NHD. In ages 45 to 64, predictive variables included operative time, age, preoperative hematocrit, ASA class two or class three designation, insulin-dependent diabetes, female sex, BMI, and African American/Black race all with p<.001. In patients ≥65 years, operative time, adult spinal deformity, BMI, insulin-dependent diabetes, female sex, ASA class four designation, inpatient status, age, African American/Black race, and preoperative hematocrit were predictive of NHD with p<.001. Several variables were distinguished as predictive for only one age group including ASA Class two designation in ages 45 to 64 and adult spinal deformity, ASA class four designation, and inpatient status for patients ≥65 years. CONCLUSIONS Application of ML algorithms to the ACS-NSQIP dataset identified a number of highly predictive and age-adjusted variables for NHD. As age is a risk factor for NHD following spinal fusion, our findings may be useful in both guiding perioperative decision-making and recognizing unique predictors of NHD among specific age groups.
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Affiliation(s)
- Andrew Cabrera
- School of Medicine, Loma Linda University, Loma Linda, CA, 92354, USA
| | | | - Michael Nelson
- School of Medicine, Loma Linda University, Loma Linda, CA, 92354, USA
| | - Jacob Razzouk
- School of Medicine, Loma Linda University, Loma Linda, CA, 92354, USA
| | - Omar Ramos
- Orthopaedic Surgery, Twin Cities Spine Center, MN 55404, USA
| | - Christopher M Bono
- Department of Orthopedics, Harvard Medical School, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Wayne Cheng
- Division of Orthopaedic Surgery, Jerry L. Pettis VA Medical Center, Loma Linda, CA 92354 , USA
| | - Olumide Danisa
- Department of Orthopedics, Loma Linda University, Loma Linda, CA, 92354, USA.
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Cheng H, Liu J, Shi L, Hei X. The Rehabilitation-Related Effects on the Fear, Pain, and Disability of Patients With Lumbar Fusion Surgery: A Systematic Review and Meta-Analysis. Neurospine 2023; 20:278-289. [PMID: 37016875 PMCID: PMC10080435 DOI: 10.14245/ns.2245056.528] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 01/27/2023] [Indexed: 04/03/2023] Open
Abstract
Objective: The lumbar fusion is an important surgery for the orthopedic diseases. The rehabilitation might improve the outcome of patients with lumbar fusion surgery. The rehabilitation-related effects can be revealed by a systemic review and meta-analysis of randomized clinical trials (RCTs). The purpose of this study is to clarify the rehabilitation effects in the patients with lumbar fusion surgery.Methods: We performed a systematic search and a meta-analysis for the RCT of rehabilitation treatment on the patients with lumbar fusion surgery. The comparison between rehabilitation treatment (including psychological rehabilitation, exercise, and multimodal rehabilitation) and typical treatment was performed to find if the rehabilitation treatment can improve the outcome after the lumbar fusion surgery. Fifteen studies of lumbar fusion patients under rehabilitation treatment and typical treatment were enrolled in a variety of rehabilitation modalities. The focused outcome was the rehabilitation-related effects on the fear, disability, and pain of patients after the lumbar fusion surgery.Results: Five hundred twenty-eight rehabilitation subjects and 498 controls were enrolled. The psychological-related rehabilitation showed a significant decrease in pain-related fear when compared to usual treatment. The multimodal rehabilitation can improve the disability outcome to a greater extent when compared to usual treatment. The multimodal rehabilitation seemed to have a more significantly positive effect to decrease disability after lumbar fusion surgery. In addition, the exercise and multimodal rehabilitation can relieve the pain after lumbar fusion surgery. The exercise rehabilitation seemed to have a more significantly positive effect to relieve pain after lumbar fusion surgery.Conclusion: The rehabilitation might relieve the pain-related fear, disability, and pain after lumbar fusion surgery.
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Affiliation(s)
- Haiyan Cheng
- Department of Military Clinic Area, The No.901 Hospital of the Joint Logistics Support Unit of the Chinese People’s Liberation Army, Hefei, China
| | - Jing Liu
- Department of Orthopaedics, Ezhou Central Hospital, Ezhou, China
| | - Lin Shi
- Department of Rehabilitation, Dalian NO.2 People’s Hospital, Liaoning, Dalian, China
| | - Xiuxiu Hei
- Department of Orthopaedics, Xijing Hospital, Air Force Medical University, Xi’an, China
- Corresponding Author Xiuxiu Hei Department of Orthopaedics, Xijing Hospital, Air Force Medical University, Xi'an, Shaanxi, 710032, China
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Lambrechts MJ, Siegel N, Karamian BA, Kanhere A, Tran K, Samuel AM, Viola Iii A, Tokarski A, Santisi A, Canseco JA, David Kaye I, Woods B, Kurd M, Hilibrand AS, Kepler CK, Vaccaro AR, Schroeder GD, Rihn J. Demographics and Medical Comorbidities as Risk Factors for Increased Episode of Care Costs Following Lumbar Fusion in Medicare Patients. Am J Med Qual 2022; 37:519-527. [PMID: 36314932 DOI: 10.1097/jmq.0000000000000088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The objective was to evaluate medical comorbidities and surgical variables as independent risk factors for increased health care costs in Medicare patients undergoing lumbar fusion. Care episodes limited to lumbar fusions were retrospectively reviewed on the Centers of Medicare and Medicaid Innovation (CMMI) Bundled Payment for Care Improvement (BPCI) reimbursement database at a single academic institution. Total episode of care cost was also collected. A multivariable linear regression model was developed to identify independent risk factors for increased total episode of care cost, and logistic models for surgical complications and readmission. A total of 500 Medicare patients were included. Risk factors associated with increased total episode of care cost included transforaminal interbody fusion (TLIF) and anterior lumbar interbody fusion (ALIF) (β = $5,399, P < 0.001) and ALIF+PLF (AP) fusions (β = $24,488, P < 0.001), levels fused (β = $3,989, P < 0.001), congestive heart failure (β = $6,161, P = 0.022), hypertension with end-organ damage (β = $10,138, P < 0.001), liver disease (β = $16,682, P < 0.001), inpatient complications (β = $4,548, P = 0.001), 90-day complications (β = $10,012, P = 0.001), and 90-day readmissions (β = $15,677, P < 0.001). The most common surgical complication was postoperative anemia, which was associated with significantly increased costs (β = $18,478, P < 0.001). Female sex (OR = 2.27, P = 0.001), AP fusion (OR = 2.59, P = 0.002), levels fused (OR = 1.45, P = 0.005), cerebrovascular disease (OR = 4.19, P = 0.003), cardiac arrhythmias (OR = 2.32, P = 0.002), and fluid electrolyte disorders (OR = 4.24, P = 0.002) were independent predictors of surgical complications. Body mass index (OR = 1.07, P = 0.029) and AP fusions (OR = 2.87, P = 0.049) were independent predictors of surgical readmission. Among medical comorbidities, congestive heart failure, hypertension with end-organ damage, and liver disease were independently associated with a significant increase in total episode of care cost. Interbody devices were associated with increased admission cost.
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Affiliation(s)
- Mark J Lambrechts
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Nicholas Siegel
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Brian A Karamian
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Arun Kanhere
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Khoa Tran
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Andre M Samuel
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | | | - Andrew Tokarski
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Anthony Santisi
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Jose A Canseco
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - I David Kaye
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Barrett Woods
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Mark Kurd
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Alan S Hilibrand
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Christopher K Kepler
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Alexander R Vaccaro
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Gregory D Schroeder
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Jeffrey Rihn
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
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11
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Lambrechts MJ, Siegel N, Heard JC, Karamian BA, Dambly J, Baker S, Brush P, Fras S, Canseco JA, Kaye ID, Woods BI, Hilibrand AS, Kepler CK, Vaccaro AR, Schroeder GD. Trends in Single-Level Lumbar Fusions Over the Past Decade Using a National Database. World Neurosurg 2022; 167:e61-e69. [PMID: 35963610 DOI: 10.1016/j.wneu.2022.07.092] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Revised: 07/18/2022] [Accepted: 07/19/2022] [Indexed: 10/31/2022]
Abstract
OBJECTIVE To compare rates of different fusion techniques using a nationwide database over the last decade and identify differences in complications and readmissions based on fusion technique. METHODS All elective, single-level lumbar fusions performed by orthopaedic surgeons from 2011 to 2020 were identified from the American College of Surgeons National Surgical Quality Improvement Program. Rates of lumbar fusion technique posterolateral decompression and fusion [PLDF], combined transforaminal lumbar interbody fusion and PLDF, anterior lumbar or lateral lumbar interbody fusion [ALIF/LLIF], and combined ALIF/LLIF and PLDF were recorded, and 30-day complications and readmissions were compared. Secondary analysis included multiple logistic regression to determine independent predictors of each outcome. RESULTS Inclusion criteria were met by 28,413 fusions: 8749 (30.8%) PLDFs, 11,973 (42.1%) transforaminal lumbar interbody fusions, 4769 (16.8%) ALIF/LLIFs, and 2922 (10.3%) combined ALIF/LLIF and PLDFs. The number of fusions increased over time with 1227 fusions performed in 2011 and 3958 fusions performed in 2019. Interbody fusions also increased over time with a subsequent decrease in PLDFs (39.0% in 2011, 25.2% in 2020). Patients were more likely to be discharged home over the course of the decade (85.4% in 2011, 95.0% in 2020). No difference was observed between the techniques regarding complications or readmissions. The modified 5-item frailty index was predictive of complications (odds ratio, 2.05; P = 0.001) and readmissions (odds ratio, 2.61; P < 0.001). CONCLUSIONS Lumbar fusions have continued to increase over the last decade with an increasing proportion of interbody fusions. Complications and readmissions appear to be driven by patient comorbidity and not fusion technique.
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Affiliation(s)
- Mark J Lambrechts
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA.
| | - Nicholas Siegel
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Jeremy C Heard
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Brian A Karamian
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Julia Dambly
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Sydney Baker
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Parker Brush
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Sebastian Fras
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Jose A Canseco
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - I David Kaye
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Barrett I Woods
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Alan S Hilibrand
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Christopher K Kepler
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Alexander R Vaccaro
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Gregory D Schroeder
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
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