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Heyl J, Hardy F, Gray WK, Tucker K, Marchã MJM, Yates J, Briggs TWR, Hutton M. Factors associated with poorer outcomes for posterior lumbar decompression and or/or discectomy: an exploratory analysis of administrative data. Arch Orthop Trauma Surg 2024; 144:1129-1137. [PMID: 38206447 DOI: 10.1007/s00402-023-05182-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Accepted: 12/11/2023] [Indexed: 01/12/2024]
Abstract
PURPOSE This study aimed to identify factors associated with poorer patient outcomes for lumbar decompression and/or discectomy (PLDD). METHODS We extracted data from the Hospital Episodes Statistics database for the 5 years from 1st April 2014 to 31st March 2019. Patients undergoing an elective one- or two-level PLDD aged ≥ 17 years and without evidence of revision surgery during the index stay were included. The primary patient outcome measure was readmission within 90 days post-discharge. RESULTS Data for 93,813 PLDDs across 111 hospital trusts were analysed. For the primary outcome, greater age [< 40 years vs 70-79 years odds ratio (OR) 1.28 (95% confidence interval (CI) 1.14 to 1.42), < 40 years vs ≥ 80 years OR 2.01 (95% CI 1.76-2.30)], female sex [OR 1.09 (95% CI 1.02-1.16)], surgery over two spinal levels [OR 1.16 (95% CI 1.06-1.26)] and the comorbidities chronic pulmonary disease, connective tissue disease, liver disease, diabetes, hemi/paraplegia, renal disease and cancer were all associated with emergency readmission within 90 days. Other outcomes studied had a similar pattern of associations. CONCLUSIONS A high-throughput PLDD pathway will not be suitable for all patients. Extra care should be taken for patients aged ≥ 70 years, females, patients undergoing surgery over two spinal levels and those with specific comorbidities or generalised frailty.
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Affiliation(s)
- Johannes Heyl
- Department of Physics and Astronomy, University College London, London, UK
- Getting It Right First Time Programme, NHS England, London, UK
| | - Flavien Hardy
- Getting It Right First Time Programme, NHS England, London, UK
| | - William K Gray
- Getting It Right First Time Programme, NHS England, London, UK.
| | - Katie Tucker
- Innovation and Intelligent Automation Unit, Royal Free London NHS Foundation Trust, London, UK
| | - Maria J M Marchã
- Science and Technology Facilities Council Distributed Research Utilising Advanced Computing (DiRAC) High Performance Computing Facility, London, UK
| | - Jeremy Yates
- Science and Technology Facilities Council Distributed Research Utilising Advanced Computing (DiRAC) High Performance Computing Facility, London, UK
- Department of Computer Science, University College London, London, UK
| | - Tim W R Briggs
- Getting It Right First Time Programme, NHS England, London, UK
- Royal National Orthopaedic Hospital, Stanmore, London, UK
| | - Mike Hutton
- Getting It Right First Time Programme, NHS England, London, UK
- Royal Devon and Exeter NHS Foundation Trust, Exeter, UK
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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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Blackett J, McClure JA, Kanawati A, Welk B, Vogt K, Vinden C, Rasoulinejad P, Bailey CS. Rates, Predictive Factors, and Adverse Outcomes of Fusion Surgery for Lumbar Degenerative Disorders in Ontario, Canada, Between 2006 and 2015: A Retrospective Cohort Study. World Neurosurg 2022; 168:e196-e205. [PMID: 36150601 DOI: 10.1016/j.wneu.2022.09.080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Revised: 09/16/2022] [Accepted: 09/17/2022] [Indexed: 12/25/2022]
Abstract
BACKGROUND The addition of fusion surgery to the decompression for lumbar degenerative disorders remains controversial. The purpose of this study is to compare the rate and outcome of decompression and fusion versus decompression alone. METHODS This population-based retrospective cohort study used several linked administrative databases to identify patients who underwent spinal decompression surgery in Ontario, Canada, from 2006 to 2015. Patients who had previous spine surgery, concurrent lumbar disc replacement, or a diagnosis other than degenerative disc disease were excluded. Adjusted logistic regression was used to assess our outcomes. RESULTS We identified 33,912 patients, of whom 9748 (28.74%) underwent fusion. Overall, fusion rates increased from 27.66% to 31.33% over the study period (P = 0.025). Factors associated with fusion included: older age, female sex, American Society of Anesthesiologists score ≥3, previous total joint replacement, and surgery by an orthopedic surgeon. Fusion surgery was associated with increased odds of 30-day mortality (odds ratio [OR] 1.77, 95% confidence interval [CI] 1.01-3.09; P = 0.046), 30-day (OR 1.94, 95% CI 1.53-2.46; P < 0.0001) and 90-day reoperation (OR 1.66, 95% CI 1.35-2.05; P < 0.0001), and 30-day readmission (OR 1.23, 95% CI 1.02-1.49; P = 0.027) when adjusting for confounding variables. The odds of suffering a complication after fusion and decompression surgery vs. decompression surgery alone were 4.3-fold greater (95% CI 3.78-5.09; P < 0.0001). CONCLUSIONS As compared with decompression alone, spinal fusion for degenerative lumbar disorders is associated with increased odds of adverse outcomes. These findings highlight the need for spine surgeons to consider carefully their indications for fusion procedures in the setting of degenerative spinal disorders.
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Affiliation(s)
- James Blackett
- London Health Science Centre Combined Neurosurgical and Orthopaedic Spine Program, London Health Science Centre, London, Ontario, Canada; Department of Surgery, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario, Canada
| | - J Andrew McClure
- Institute for Clinical Evaluative Sciences (ICES), Western, London, Ontario, Canada
| | - Andrew Kanawati
- London Health Science Centre Combined Neurosurgical and Orthopaedic Spine Program, London Health Science Centre, London, Ontario, Canada; Department of Surgery, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario, Canada
| | - Blayne Welk
- Department of Surgery, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario, Canada; Institute for Clinical Evaluative Sciences (ICES), Western, London, Ontario, Canada
| | - Kelly Vogt
- Department of Surgery, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario, Canada
| | - Chris Vinden
- Department of Surgery, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario, Canada; Institute for Clinical Evaluative Sciences (ICES), Western, London, Ontario, Canada
| | - Parham Rasoulinejad
- London Health Science Centre Combined Neurosurgical and Orthopaedic Spine Program, London Health Science Centre, London, Ontario, Canada; Department of Surgery, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario, Canada
| | - Christopher S Bailey
- London Health Science Centre Combined Neurosurgical and Orthopaedic Spine Program, London Health Science Centre, London, Ontario, Canada; Department of Surgery, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario, Canada.
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Shahi P, Song J, Dalal S, Melissaridou D, Shinn DJ, Araghi K, Mai E, Sheha E, Dowdell J, Qureshi SA, Iyer S. Improvement following minimally invasive lumbar decompression in patients 80 years or older compared with younger age groups. J Neurosurg Spine 2022; 37:828-835. [PMID: 35901712 DOI: 10.3171/2022.5.spine22361] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Accepted: 05/16/2022] [Indexed: 11/06/2022]
Abstract
OBJECTIVE The objective of this study was to assess the outcomes of minimally invasive lumbar decompression in patients ≥ 80 years of age and compare them with those of younger age groups. METHODS This was a retrospective cohort study. Patients who underwent primary unilateral laminotomy for bilateral decompression (ULBD) (any number of levels) and had a minimum of 1 year of follow-up were included and divided into three groups by age: < 60 years, 60-79 years, and ≥ 80 years. The outcome measures were 1) patient-reported outcome measures (PROMs) (visual analog scale [VAS] back and leg, Oswestry Disability Index [ODI], 12-Item Short-Form Health Survey [SF-12] Physical Component Summary [PCS] and Mental Component Summary [MCS] scores, and Patient-Reported Outcomes Measurement Information System Physical Function [PROMIS PF]); 2) percentage of patients achieving the minimal clinically important difference (MCID) and the time taken to do so; and 3) complications and reoperations. Two postoperative time points were defined: early (< 6 months) and late (≥ 6 months). RESULTS A total of 345 patients (< 60 years: n = 94; 60-79 years: n = 208; ≥ 80 years: n = 43) were included in this study. The groups had significantly different average BMIs (least in patients aged ≥ 80 years), age-adjusted Charlson Comorbidity Indices (greatest in the ≥ 80-year age group), and operative times (greatest in 60- to 79-year age group). There was no difference in sex, number of operated levels, and estimated blood loss between groups. Compared with the preoperative values, the < 60-year and 60- to 79-year age groups showed a significant improvement in most PROMs at both the early and late time points. In contrast, the ≥ 80-year age group only showed significant improvement in PROMs at the late time point. Although there were significant differences between the groups in the magnitude of improvement (least improvement in ≥ 80-year age group) at the early time point in VAS back and leg, ODI, and SF-12 MCS, no significant difference was seen at the late time point except in ODI (least improvement in ≥ 80-year group). The overall MCID achievement rate decreased, moving from the < 60-year age group toward the ≥ 80-year age group at both the early (64% vs 51% vs 41% ) and late (72% vs 58% vs 52%) time points. The average time needed to achieve the MCID in pain and disability increased, moving from the < 60-year age group toward the ≥ 80-year age group (2 vs 3 vs 4 months). There was no significant difference seen between the groups in terms of complications and reoperations except in immediate postoperative complications (5.3% vs 4.8% vs 14%). CONCLUSIONS Although in this study minimally invasive decompression led to less and slower improvement in patients ≥ 80 years of age compared with their younger counterparts, there was significant improvement compared with the preoperative baseline.
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Affiliation(s)
- Pratyush Shahi
- 1Department of Orthopaedic Surgery, Hospital for Special Surgery, New York; and
| | - Junho Song
- 1Department of Orthopaedic Surgery, Hospital for Special Surgery, New York; and
| | - Sidhant Dalal
- 1Department of Orthopaedic Surgery, Hospital for Special Surgery, New York; and
| | | | - Daniel J Shinn
- 1Department of Orthopaedic Surgery, Hospital for Special Surgery, New York; and
| | - Kasra Araghi
- 1Department of Orthopaedic Surgery, Hospital for Special Surgery, New York; and
| | - Eric Mai
- 2Department of Orthopaedic Surgery, Weill Cornell Medicine, New York, New York
| | - Evan Sheha
- 1Department of Orthopaedic Surgery, Hospital for Special Surgery, New York; and
| | - James Dowdell
- 1Department of Orthopaedic Surgery, Hospital for Special Surgery, New York; and
| | - Sheeraz A Qureshi
- 1Department of Orthopaedic Surgery, Hospital for Special Surgery, New York; and.,2Department of Orthopaedic Surgery, Weill Cornell Medicine, New York, New York
| | - Sravisht Iyer
- 1Department of Orthopaedic Surgery, Hospital for Special Surgery, New York; and.,2Department of Orthopaedic Surgery, Weill Cornell Medicine, New York, New York
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Li Q, Zhong H, Girardi FP, Poeran J, Wilson LA, Memtsoudis SG, Liu J. Machine Learning Approaches to Define Candidates for Ambulatory Single Level Laminectomy Surgery. Global Spine J 2022; 12:1363-1368. [PMID: 33406909 PMCID: PMC9393988 DOI: 10.1177/2192568220979835] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
STUDY DESIGN retrospective cohort study. OBJECTIVES To test and compare 2 machine learning algorithms to define characteristics associated with candidates for ambulatory same day laminectomy surgery. METHODS The American College of Surgeons National Surgical Quality Improvement Program database was queried for patients who underwent single level laminectomy in 2017 and 2018. The main outcome was ambulatory same day discharge. Study variables of interest included demographic information, comorbidities, preoperative laboratory values, and intra-operative information. Two machine learning predictive modeling algorithms, artificial neural network (ANN) and random forest, were trained to predict same day discharge. The quality of models was evaluated with area under the curve (AUC), accuracy, sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) measures. RESULTS Among 35,644 patients, 13,230 (37.1%) were discharged on the day of surgery. Both ANN and RF demonstrated a satisfactory model quality in terms of AUC (0.77 and 0.77), accuracy (0.69 and 0.70), sensitivity (0.83 and 0.58), specificity (0.55 and 0.80), PPV (0.77 and 0.69), and NPV (0.64 and 0.70). Both models highlighted several important predictive variables, including age, duration of operation, body mass index and preoperative laboratory values including, hematocrit, platelets, white blood cells, and alkaline phosphatase. CONCLUSION Machine learning approaches provide a promising tool to identify candidates for ambulatory laminectomy surgery. Both machine learning algorithms highlighted the as yet unrecognized importance of preoperative laboratory testing on patient pathway design.
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Affiliation(s)
- Qiyi Li
- Department of Orthopaedics, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Peking, China
| | - Haoyan Zhong
- Department of Anesthesiology, Critical Care, and Pain Management, Hospital for Special Surgery, New York, NY, USA
| | - Federico P. Girardi
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY, USA
| | - Jashvant Poeran
- Institute for Healthcare Delivery Science, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Leni and Peter W. May Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Lauren A. Wilson
- Department of Anesthesiology, Critical Care, and Pain Management, Hospital for Special Surgery, New York, NY, USA
| | - Stavros G. Memtsoudis
- Department of Anesthesiology, Critical Care, and Pain Management, Hospital for Special Surgery, New York, NY, USA
- Department of Anesthesiology, Weill Cornell Medical College, New York, NY, USA
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York, NY, USA
- Department of Anesthesiology, Perioperative Medicine and Intensive Care Medicine, Paracelsus Medical University, Salzburg, Austria
| | - Jiabin Liu
- Department of Anesthesiology, Critical Care, and Pain Management, Hospital for Special Surgery, New York, NY, USA
- Department of Anesthesiology, Weill Cornell Medical College, New York, NY, USA
- Jiabin Liu, Department of Anesthesiology, Critical Care, and Pain Management, Hospital for Special Surgery, 535 East 70th Street, NY 10021, USA.
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Tsujimoto T, Kanayama M, Suda K, Oha F, Komatsu M, Shimamura Y, Tanaka M, Ukeba D, Hasegawa Y, Hashimoto T, Takahata M, Iwasaki N. Perioperative Complications of Open Spine Surgery in Older Adults over 90 Years of Age. Spine Surg Relat Res 2022; 6:664-670. [PMID: 36561154 PMCID: PMC9747208 DOI: 10.22603/ssrr.2022-0036] [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: 02/12/2022] [Accepted: 04/13/2022] [Indexed: 12/25/2022] Open
Abstract
Introduction Despite perioperative risks in nonagenarian patients who undergo open spine surgery for degeneration disorder or spinal trauma being of great interest, the prevalence of complications in this group remains unclear. This study aims to examine the perioperative complications of open spine surgery in the elderly over 90 years of age. Methods Preoperative and intraoperative characteristics including the American Society of Anesthesiologists Physical Status (ASA-PS) class, type of surgery, and complications within 30 postoperative days were retrospectively collected from the medical records of nonagenarians who underwent open spine surgery between April 2004 and July 2019 at our spine centers. Results A total of 48 patients met the inclusion criteria of this study. All belong to ASA-PS class 2 (69%) or 3. Preoperative American Spinal Injury Association Impairment Scale grades in trauma group were grade A in 4 cases, B in 1 case, C in 5 cases, D in 11 cases, and E in 1 case. Major complications (deep surgical site infection, cardiac event, respiratory disorder, gastrointestinal hemorrhage, and renal failure) occurred in 13 cases, and the rate of overall perioperative complications was 45.8%. One patient who underwent cervical stabilization for cervical fracture dislocation died at postoperative 13 days due to respiratory disorder. The rates of major complications and overall perioperative complications were 3.6% and 14.3% in the degenerative group and 45.5% and 81.8% in the trauma group, respectively. Especially in the trauma group, respiratory disorder occurred in 7 cases, delirium in 11 cases, and urinary tract infection in 5 cases. Conclusions Although the perioperative complication rate reached 81.8% in spinal trauma cases, the complication rate in degenerative disorders was relatively low as 14.3%. Open spine surgery for degenerative disorders can be relatively safe even in nonagenarians, whereas the risks of perioperative complications, including respiratory disorder and delirium, were high in spinal trauma cases.
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Affiliation(s)
- Takeru Tsujimoto
- Spine Center, Hakodate Central General Hospital, Hakodate, Hokkaido, Japan
| | - Masahiro Kanayama
- Spine Center, Hakodate Central General Hospital, Hakodate, Hokkaido, Japan
| | - Kota Suda
- Department of Orthopedic Surgery, Hokkaido Spinal Cord Injury Center, Bibai, Hokkaido, Japan
| | - Fumihiro Oha
- Spine Center, Hakodate Central General Hospital, Hakodate, Hokkaido, Japan
| | - Miki Komatsu
- Department of Orthopedic Surgery, Hokkaido Spinal Cord Injury Center, Bibai, Hokkaido, Japan
| | | | - Masaru Tanaka
- Spine Center, Hakodate Central General Hospital, Hakodate, Hokkaido, Japan
| | - Daisuke Ukeba
- Spine Center, Hakodate Central General Hospital, Hakodate, Hokkaido, Japan
| | - Yuichi Hasegawa
- Spine Center, Hakodate Central General Hospital, Hakodate, Hokkaido, Japan
| | - Tomoyuki Hashimoto
- Spine Center, Hakodate Central General Hospital, Hakodate, Hokkaido, Japan
| | - Masahiko Takahata
- Department of Orthopaedic Surgery, Hokkaido University Graduate School of Medicine, Sapporo, Hokkaido, Japan
| | - Norimasa Iwasaki
- Department of Orthopaedic Surgery, Hokkaido University Graduate School of Medicine, Sapporo, Hokkaido, Japan
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Canseco JA, Karamian BA, Minetos PD, Paziuk TM, Gabay A, Reyes AA, Bechay J, Xiao KB, Nourie BO, Kaye ID, Woods BI, Rihn JA, Kurd MF, Anderson DG, Hilibrand AS, Kepler CK, Schroeder GD, Vaccaro AR. Risk Factors for 30-day and 90-day Readmission After Lumbar Decompression. Spine (Phila Pa 1976) 2022; 47:672-679. [PMID: 35066538 DOI: 10.1097/brs.0000000000004325] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
STUDY DESIGN Retrospective cohort study. OBJECTIVE To assess readmission rates and risk factors for 30-day and 90-day readmission after elective lumbar decompression at a single institution. SUMMARY OF BACKGROUND DATA Hospital readmission is an undesirable aspect of interventional treatment. Studies evaluating readmissions after elective lumbar decompression typically analyze national databases, and therefore have several drawbacks inherent to their macroscopic nature that limit their clinical utility. METHODS Patients undergoing primary one- to four-level lumbar decompression surgery were retrospectively identified. Demographic, surgical, and readmission data within "30-days" (0-30 days) and "90-days" (31-90 days) postoperatively were extracted from electronic medical records. Patients were categorized into four groups: (1) no readmission, (2) readmission during the 30-day or 90-day postoperative period, (3) complication related to surgery, and (4) Emergency Department (ED)/Observational (OBs)/Urgent (UC) care. RESULTS A total of 2635 patients were included. Seventy-six (2.9%) were readmitted at some point within the 30- (2.3%) or 90-day (0.3%) postoperative periods. Patients in the pooled readmitted group were older (63.1 yr, P < 0.001), had a higher American Society of Anesthesiologists (ASA) grade (31.2% with ASA of 3, P = 0.03), and more often had liver disease (8.1%, P = 0.004) or rheumatoid arthritis (12.0%, P = 0.02) than other cohorts. A greater proportion of 90-day readmissions and complications had surgical-related diagnoses or a diagnosis of recurrent disc herniation than 30-day readmissions and complications (66.7% vs. 44.5%, P = 0.04 and 33.3% vs. 5.5%, P < 0.001, respectively). Age (Odds ratio [OR]: 1.02, P = 0.01), current smoking status (OR: 2.38, P < 0.001), longer length of stay (OR: 1.14, P < 0.001), and a history of renal failure (OR: 2.59, P = 0.03) were independently associated with readmission or complication. CONCLUSION Increased age, current smoking status, hospital length of stay, and a history of renal failure were found to be significant independent predictors of inpatient readmission or complication after lumbar decompression.
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Affiliation(s)
- Jose A Canseco
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - Brian A Karamian
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - Paul D Minetos
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - Taylor M Paziuk
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - Alyssa Gabay
- Philadelphia College of Osteopathic Medicine, Philadelphia, PA
| | - Ariana A Reyes
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - Joseph Bechay
- Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, PA
| | - Kevin B Xiao
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - Blake O Nourie
- Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, PA
| | - I David Kaye
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - Barrett I Woods
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - Jeffrey A Rihn
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - Mark F Kurd
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - D Greg Anderson
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - Alan S Hilibrand
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | | | - Gregory D Schroeder
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
| | - Alexander R Vaccaro
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA
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Taliaferro K, Rao A, Theologis AA, Cummins D, Callahan M, Berven SH. Rates and risk factors associated with 30- and 90-day readmissions and reoperations after spinal fusions for adult lumbar degenerative pathology and spinal deformity. Spine Deform 2022; 10:625-637. [PMID: 34846718 DOI: 10.1007/s43390-021-00446-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2021] [Accepted: 11/13/2021] [Indexed: 12/14/2022]
Abstract
PURPOSE Analyze state databases to determine variables associated with of short-term readmissions and reoperations following thoracolumbar spine fusions for degenerative pathology and spinal deformity. METHODS Retrospective study of State Inpatient Database (2005-13, CA, NE, NY, FL, NC, UT). INCLUSION CRITERIA age > 45 years, diagnosis of degenerative spinal deformity, ≥ 3 level posterolateral lumbar spine fusion. EXCLUSION CRITERIA revision surgery, cervical fusions, trauma, and cancer. Univariate and step-wise multivariate logistic regression analyses were performed to identify independent variables associated with of 30- and 90-day readmissions and reoperations. RESULTS 12,641 patients were included. All-cause 30- and 90-day readmission rates were 14.6% and 21.1%, respectively. 90-day readmissions were associated with: age > 80 (OR: 1.42), 8 + level fusions (OR: 1.19), hospital length of stay (LOS) > 7 days (OR: 1.43), obesity (OR: 1.29), morbid obesity (OR: 1.66), academic hospital (OR: 1.13), cancer history (OR:1.21), drug abuse (OR: 1.31), increased Charlson Comorbidity index (OR: 1.12), and depression (OR: 1.20). Private insurance (OR: 0.64) and lumbar-only fusions (OR: 0.87) were not associated with 90-day readmissions. All-cause 30- and 90-day reoperation rates were 1.8% and 4.2%, respectively. Variables associated with 90-day reoperations were 8 + level fusions (OR: 1.28), LOS > 7 days (OR: 1.43), drug abuse (OR: 1.68), osteoporosis (OR: 1.26), and depression (OR: 1.23). Circumferential fusion (OR: 0.58) and lumbar-only fusions (OR: 0.68) were not associated with 90-day reoperations. CONCLUSIONS 30- and 90-day readmission and reoperation rates in thoracolumbar fusions for adult degenerative pathology and spinal deformity may have been underreported in previously published smaller studies. Identification of modifiable risk factors is important for improving quality of care through preoperative optimization.
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Affiliation(s)
- Kevin Taliaferro
- Department of Orthopaedic Surgery, University of California-San Francisco (UCSF), 500 Parnassus Avenue, MU West 3rd Floor Rm 321, San Francisco, CA, USA
- Department of Orthopaedic Surgery, Henry Ford Hospital, Detroit, MI, USA
| | - Aditya Rao
- Department of Orthopaedic Surgery, University of California-San Francisco (UCSF), 500 Parnassus Avenue, MU West 3rd Floor Rm 321, San Francisco, CA, USA
| | - Alekos A Theologis
- Department of Orthopaedic Surgery, University of California-San Francisco (UCSF), 500 Parnassus Avenue, MU West 3rd Floor Rm 321, San Francisco, CA, USA
| | - Daniel Cummins
- Department of Orthopaedic Surgery, University of California-San Francisco (UCSF), 500 Parnassus Avenue, MU West 3rd Floor Rm 321, San Francisco, CA, USA
| | - Matthew Callahan
- Department of Orthopaedic Surgery, University of California-San Francisco (UCSF), 500 Parnassus Avenue, MU West 3rd Floor Rm 321, San Francisco, CA, USA
| | - Sigurd H Berven
- Department of Orthopaedic Surgery, University of California-San Francisco (UCSF), 500 Parnassus Avenue, MU West 3rd Floor Rm 321, San Francisco, CA, USA.
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Li S, López DB, Di Capua J, Reid NJ, An T, Som A, Daye D, Walker TG. Predictors for Non-Home Patient Discharge Following Lower Extremity Arterial Interventions. J Vasc Interv Radiol 2022; 33:987-992. [DOI: 10.1016/j.jvir.2022.04.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 02/14/2022] [Accepted: 04/22/2022] [Indexed: 10/18/2022] Open
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Rault F, Briant AR, Kamga H, Gaberel T, Emery E. Surgical management of lumbar spinal stenosis in patients over 80: is there an increased risk? Neurosurg Rev 2022; 45:2385-2399. [PMID: 35243565 DOI: 10.1007/s10143-022-01756-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 02/06/2022] [Accepted: 02/13/2022] [Indexed: 01/10/2023]
Abstract
Management of lumbar spinal stenosis (LSS) represents the first cause of spinal surgery for the elderly and will increase with the aging population. Although the surgery improves quality of life, the procedure involves anaesthetic and operative risks. The aim of this study was to assess whether the postoperative complication rate was higher for elderly patients and to find confounding factors. We conducted a retrospective study including all LSS surgeries between 2012 and 2020 at the University Hospital of Caen. We compared two populations opposing patients aged over 80 with others. The primary endpoint was the occurrence of a severe complication (SC). Minor complications were the secondary endpoint. Comorbidities, history of lumbar spine surgery and surgical characteristics were recorded. Nine hundred ninety-six patients undergoing surgery for degenerative LSS were identified. Patients over 80 were significantly affected by additional comorbidities: hypertension, heart diseases, higher age-adjusted comorbidity Charlson score, ASA score and use of anticoagulants. Knee-chest position was preferred for younger patients. Older patients underwent a more extensive decompression and had more incidental durotomies. Of the patients, 5.2% presented SC. Age over 80 did not appear to be a significant risk factor for SC, but minor complications increased. Multivariate analysis showed that heart diseases, history of laminectomy, AA-CCI and accidental durotomies were independent risk factors for SC. Surgical management for lumbar spinal stenosis is not associated to a higher rate of severe complications for patients over 80 years of age. However, preoperative risk factors should be investigated to warn the elderly patients that the complication risk is increased although an optimal preparation is the way to avoid them.
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Affiliation(s)
- Frédérick Rault
- Department of Neurosurgery, Caen University Hospital, Avenue de La Côte de Nacre, 14000, Caen, France.
| | - Anaïs R Briant
- Unité de Biostatistique Et Recherche Clinique (UBRC), Avenue de la Côte de Nacre, 14000, Caen, France
| | - Hervé Kamga
- Department of Anesthesiology and Critical Care Medicine, Caen University Hospital, Avenue de La Côte de Nacre, 14000, Caen, France
| | - Thomas Gaberel
- Department of Neurosurgery, Caen University Hospital, Avenue de La Côte de Nacre, 14000, Caen, France
| | - Evelyne Emery
- Department of Neurosurgery, Caen University Hospital, Avenue de La Côte de Nacre, 14000, Caen, France
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Biomechanical Comparison of Fixation Stability among Various Pedicle Screw Geometries: Effects of Screw Outer/Inner Projection Shape and Thread Profile. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11219901] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The proper screw geometry and pilot-hole size remain controversial in current biomechanical studies. Variable results arise from differences in specimen anatomy and density, uncontrolled screw properties and mixed screw brands, in addition to the use of different tapping methods. The purpose of this study was to evaluate the effect of bone density and pilot-hole size on the biomechanical performance of various pedicle screw geometries. Six screw designs, involving three different outer/inner projections of screws (cylindrical/conical, conical/conical and cylindrical/cylindrical), together with two different thread profiles (square and V), were examined. The insertional torque and pullout strength of each screw were measured following insertion of the screw into test blocks, with densities of 20 and 30 pcf, predrilled with 2.7-mm/3.2-mm/3.7-mm pilot holes. The correlation between the bone volume embedded in the screw threads and the pullout strength was statistically analyzed. Our study demonstrates that V-shaped screw threads showed a higher pullout strength than S-shaped threads in materials of different densities and among different pilot-hole sizes. The configuration, consisting of an outer cylindrical shape, an inner conical shape and V-shaped screw threads, showed the highest insertional torque and pullout strength at a normal and higher-than-normal bone density. Even with increasing pilot-hole size, this configuration maintained superiority.
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Martini ML, Neifert SN, Oermann EK, Gilligan JT, Rothrock RJ, Yuk FJ, Gal JS, Nistal DA, Caridi JM. Application of Cooperative Game Theory Principles to Interpret Machine Learning Models of Nonhome Discharge Following Spine Surgery. Spine (Phila Pa 1976) 2021; 46:803-812. [PMID: 33394980 DOI: 10.1097/brs.0000000000003910] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
STUDY DESIGN Retrospective analysis of prospectively acquired data. OBJECTIVE The aim of this study was to identify interaction effects that modulate nonhome discharge (NHD) risk by applying coalitional game theory principles to interpret machine learning models and understand variable interaction effects underlying NHD risk. SUMMARY OF BACKGROUND DATA NHD may predispose patients to adverse outcomes during their care. Previous studies identified potential factors implicated in NHD; however, it is unclear how interaction effects between these factors contribute to overall NHD risk. METHODS Of the 11,150 reviewed cases involving procedures for degenerative spine conditions, 1764 cases (15.8%) involved NHD. Gradient boosting classifiers were used to construct predictive models for NHD for each patient. Shapley values, which assign a unique distribution of the total NHD risk to each model variable using an optimal cost-sharing rule, quantified feature importance and examined interaction effects between variables. RESULTS Models constructed from features identified by Shapley values were highly predictive of patient-level NHD risk (mean C-statistic = 0.91). Supervised clustering identified distinct patient subgroups with variable NHD risk and their shared characteristics. Focused interaction analysis of surgical invasiveness, age, and comorbidity burden suggested age as a worse risk factor than comorbidity burden due to stronger positive interaction effects. Additionally, negative interaction effects were found between age and low blood loss, indicating that intraoperative hemostasis may be critical for reducing NHD risk in the elderly. CONCLUSION This strategy provides novel insights into feature interactions that contribute to NHD risk after spine surgery. Patients with positively interacting risk factors may require special attention during their hospitalization to control NHD risk.Level of Evidence: 3.
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Affiliation(s)
- Michael L Martini
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Sean N Neifert
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Eric K Oermann
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Jeffrey T Gilligan
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Robert J Rothrock
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Frank J Yuk
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Jonathan S Gal
- Department of Anesthesiology, Perioperative, and Pain Medicine, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Dominic A Nistal
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY
| | - John M Caridi
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY
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13
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Cost and Complications of Single-Level Lumbar Decompression in Those Over and Under 75: A Matched Comparison. Spine (Phila Pa 1976) 2021; 46:29-34. [PMID: 32925688 DOI: 10.1097/brs.0000000000003686] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
STUDY DESIGN Retrospective database analysis. OBJECTIVE This study aimed to compare costs and complication rates following single-level lumbar decompression in patients under age 75 versus patients aged 75 and older. SUMMARY OF BACKGROUND DATA Lumbar decompression is a common surgical treatment for lumbar pathology; however, its effectiveness can be debated in elderly patients because complication rates and costs by age group are not well-defined. METHODS The Medicare database was queried through the PearlDiver server for patients who underwent single-level lumbar decompression without fusion as an index procedure. The 90-day complication and reoperation rates were compared between age groups after matching for sex and comorbidity burden. Same day and 90-day costs are compared. RESULTS The matched cohort included 89,388 total patients (n = 44,694 for each study arm). Compared to the under 75 age group, the 75 and older age group had greater rates of deep venous thrombosis (odds ratio [OR] 1.443, P = 0.042) and dural tear (OR 1.560, P = 0.043), and a lower rate of seroma complicating the procedure (OR 0.419, P = 0.009). There was no difference in overall 90-day reoperation rate in patients under age 75 versus patients aged 75 and older (9.66% vs. 9.28%, P = 0.051), although the 75 and older age group had a greater rate of laminectomy without discectomy (CPT-63047; OR 1.175, P < 0.001), while having a lower rate of laminotomy with discectomy (CPT-63042 and CPT-63030; OR 0.727 and 0.867, respectively, P = 0.013 and <0.001, respectively). The 75 and older age group had greater same day ($3329.24 vs. $3138.05, P < 0.001) and 90-day ($5014.82 vs. $4749.44, P < 0.001) mean reimbursement. CONCLUSION Elderly patients experience greater rates of select perioperative complications, with mildly increased costs. There is no significant difference in overall 90-day reoperation rates. LEVEL OF EVIDENCE 3.
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Adult spinal deformity surgery: the effect of surgical start time on patient outcomes and cost of care. Spine Deform 2020; 8:1017-1023. [PMID: 32356281 DOI: 10.1007/s43390-020-00129-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Accepted: 04/20/2020] [Indexed: 10/24/2022]
Abstract
PURPOSE There are reports investigating the effect of surgical start time (SST) on outcomes, length of stay (LOS) and cost in various surgical disciplines. However, this has not been studied in spine deformity surgery to date. This study compares outcomes for patients undergoing spinal deformity surgery based on SST. METHODS Patients at a single academic institution from 2008 to 2016 undergoing elective spinal deformity surgery (defined as fusing ≥ 7 segments) were divided by SST before or after 2 PM. Co-primary outcomes were LOS and direct costs. Secondary outcomes included delayed extubation, ICU stay, complications, reoperation, non-home discharge, and readmission rates. RESULTS There were 373 surgeries starting before 2 PM and 79 after 2 PM. The cohorts had similar demographics including age, sex, comorbidity burden, and levels fused. The late SST cohort had shorter operation durations (p = 0.0007). Multivariable linear regression showed no differences in LOS (estimate 0.4 days, CI - 1.2 to 2.0, p = 0.64) or direct cost (estimate $3652, 95% CI - $1449 to $8755, p = 0.16). Multivariable logistic regression revealed the late SST cohort was more likely to have delayed extubation (OR 2.6, 95% CI 1.4-4.9, p = 0.004) and non-home discharge (OR 2.2, 95% CI 1.1-4.2, p = 0.03). All other secondary outcomes were non-significant. CONCLUSION Patients undergoing spinal deformity surgery before and after 2 PM have similar LOS and cost of care. However, the late SST cohort had increased likelihood of delayed extubation and non-home discharges, which increase cost in bundled payment models. These findings can be utilized in OR scheduling to optimize outcomes and minimize cost.
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Doherty RJ, Wahood W, Yolcu YU, Zreik J, Goyal A, Gazelka HM, Habermann EB, Sebastian A, Bydon M. Chronic opioid use is associated with increased postoperative urinary retention, length of stay and non-routine discharge following lumbar fusion surgery. Clin Neurol Neurosurg 2020; 197:106161. [PMID: 32854090 DOI: 10.1016/j.clineuro.2020.106161] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Revised: 08/13/2020] [Accepted: 08/16/2020] [Indexed: 12/01/2022]
Abstract
BACKGROUND The incidence of chronic opioid use (COU) is increasing with health related complications impacting both patients and healthcare services. OBJECTIVE The aim of this study was to identify the impact of COU on postoperative urinary retention (PUR) in patients following lumbar fusion surgery as well as its impact on length of stay (LOS) and non-routine discharges (NRD). MATERIALS & METHODS The State Inpatient Databases were utilised to identify patients undergoing elective lumbar fusion procedures. Patients with and without COU were separated into groups and matched using 3:1 propensity score matching. PUR, LOS in the upper quartile and discharge to a location other than home were the outcomes of interest. Multivariable logistic regression was used to examine the impact of COU on the above outcomes and Wald chi-square tests were used to determine the factors with the most significant associations. RESULTS COU was significant for PUR (p = 0.037), prolonged LOS (p < 0.001), and NRD (p < 0.001). Factors most significantly associated with PUR were Elixhauser Mortality Index and COU both with p < 0.05. Factors associated with prolonged LOS and NRD were Elixhauser Mortality Index, COU, and insurance status. CONCLUSION COU has a notable impact on PUR, LOS, and NRD. The Elixhauser Mortality Index and insurance status of patients also showed predictive utility for these outcomes. This knowledge enables us to identify sources of pressure for health services and approach them strategically through increased awareness.
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Affiliation(s)
- Ronan J Doherty
- School of Medicine, Trinity College Dublin, The University of Dublin, Dublin, Ireland; Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA; Neuro-Informatics Laboratory, Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA
| | - Waseem Wahood
- Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA; Neuro-Informatics Laboratory, Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA; Dr. Kiran C. Patel College of Allopathic Medicine, Nova Southeastern University, Davie, FL, USA
| | - Yagiz U Yolcu
- Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA; Neuro-Informatics Laboratory, Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA
| | - Jad Zreik
- Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA; Neuro-Informatics Laboratory, Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA
| | - Anshit Goyal
- Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA; Neuro-Informatics Laboratory, Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA
| | - Halena M Gazelka
- Division of Pain Medicine, Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN, USA
| | - Elizabeth B Habermann
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery Surgical Outcomes Program, Mayo Clinic, Rochester, MN, USA
| | - Arjun Sebastian
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN, USA
| | - Mohamad Bydon
- Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA; Neuro-Informatics Laboratory, Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA.
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Karsy M, Chan AK, Mummaneni PV, Virk MS, Bydon M, Glassman SD, Foley KT, Potts EA, Shaffrey CI, Shaffrey ME, Coric D, Asher AL, Knightly JJ, Park P, Fu KM, Slotkin JR, Haid RW, Wang M, Bisson EF. Outcomes and Complications With Age in Spondylolisthesis: An Evaluation of the Elderly From the Quality Outcomes Database. Spine (Phila Pa 1976) 2020; 45:1000-1008. [PMID: 32097272 DOI: 10.1097/brs.0000000000003441] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
STUDY DESIGN Prospective database analysis. OBJECTIVE To assess the effect of age on patient-reported outcomes (PROs) and complication rates after surgical treatment for spondylolisthesis SUMMARY OF BACKGROUND DATA.: Degenerative lumbar spondylolisthesis affects 3% to 20% of the population and up to 30% of the elderly. There is not yet consensus on whether age is a contraindication for surgical treatment of elderly patients. METHODS The Quality Outcomes Database lumbar registry was used to evaluate patients from 12 US academic and private centers who underwent surgical treatment for grade 1 lumbar spondylolisthesis between July 2014 and June 2016. RESULTS A total of 608 patients who fit the inclusion criteria were categorized by age into the following groups: less than 60 (n = 239), 60 to 70 (n = 209), 71 to 80 (n = 128), and more than 80 (n = 32) years. Older patients showed lower mean body mass index (P < 0.001) and higher rates of diabetes (P = 0.007), coronary artery disease (P = 0.0001), and osteoporosis (P = 0.005). A lower likelihood for home disposition was seen with higher age (89.1% in <60-year-old vs. 75% in >80-year-old patients; P = 0.002). There were no baseline differences in PROs (Oswestry Disability Index, EuroQol health survey [EQ-5D], Numeric Rating Scale for leg pain and back pain) among age categories. A significant improvement for all PROs was seen regardless of age (P < 0.05), and most patients met minimal clinically important differences (MCIDs) for improvement in postoperative PROs. No differences in hospital readmissions or reoperations were seen among age groups (P < 0.05). Multivariate analysis demonstrated that, after controlling other variables, a higher age did not decrease the odds of achieving MCID at 12 months for the PROs. CONCLUSION Our results indicate that well-selected elderly patients undergoing surgical treatment of grade 1 spondylolisthesis can achieve meaningful outcomes. This modern, multicenter US study reflects the current use and limitations of spondylolisthesis treatment in the elderly, which may be informative to patients and providers. LEVEL OF EVIDENCE 4.
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Affiliation(s)
- Michael Karsy
- Department of Neurological Surgery, Clinical Neurosciences Center, University of Utah, Salt Lake City, UT
| | - Andrew K Chan
- Department of Neurological Surgery, University of California, San Francisco, CA
| | - Praveen V Mummaneni
- Department of Neurological Surgery, University of California, San Francisco, CA
| | - Michael S Virk
- Department of Neurological Surgery, University of California, San Francisco, CA
| | - Mohamad Bydon
- Department of Neurological Surgery, Mayo Clinic, Rochester, MN
| | | | - Kevin T Foley
- Department of Neurological Surgery, University of Tennessee Health Science Center, Semmes Murphey Neurologic and Spine Institute, Memphis, TN
| | - Eric A Potts
- Department of Neurological Surgery, Indiana University, Goodman Campbell Brain and Spine, Indianapolis, IN
| | | | - Mark E Shaffrey
- Department of Neurological Surgery, University of Virginia Health System, Charlottesville, VA
| | - Domagoj Coric
- Neuroscience Institute, Carolinas HealthCare System and Carolina NeuroSurgery & Spine Associates, Charlotte, NC
| | - Anthony L Asher
- Neuroscience Institute, Carolinas HealthCare System and Carolina NeuroSurgery & Spine Associates, Charlotte, NC
| | | | - Paul Park
- Department of Neurological Surgery, University of Michigan, Ann Arbor, MI
| | - Kai-Ming Fu
- Department of Neurological Surgery, Weill Cornell Medical Center, New York, NY
| | | | | | - Michael Wang
- Department of Neurosurgery, University of Miami, Miami, FL
| | - Erica F Bisson
- Department of Neurological Surgery, Clinical Neurosciences Center, University of Utah, Salt Lake City, UT
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Neifert SN, Martini ML, Hanss K, Rothrock RJ, Gilligan J, Zimering J, Caridi JM, Oermann EK. Large Rises in Thoracolumbar Fusions by 2040: A Cause for Concern with an Increasingly Elderly Surgical Population. World Neurosurg 2020; 144:e25-e33. [PMID: 32652276 DOI: 10.1016/j.wneu.2020.06.241] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Accepted: 06/30/2020] [Indexed: 11/26/2022]
Abstract
BACKGROUND With a growing aging population in the United States, the number of operative lumbar spine pathologies continues to grow. Therefore, our objective was to estimate the future demand for lumbar spine surgery volumes for the United States to the year 2040. METHODS The National/Nationwide Inpatient Sample was queried for years 2003-2015 for anterior interbody and posterior lumbar fusions (ALIF, PLF) to create national estimates of procedural volumes for those years. The average age and comorbidity burden was characterized, and Poisson modeling controlling for age and sex allowed for surgical volume prediction to 2040 in 10-year increments. Age was grouped into categories (<25, 25-34, 35-44, 45-54, 55-64, 65-74, 75-84, and >85 years), and estimates of surgical volumes for each age subgroup were created. RESULTS ALIF volume is expected to increase from 46,903 to 55,528, and PLF volume is expected to increase from 248,416 to 297,994 from 2020 to 2040. For ALIF, the largest increases are expected in the 45-54 years (10,316 to 12,216) and 75-84 years (2,898 to 5,340) age groups. Similarly the largest increases in PLF will be seen in the 65-74 years (71,087 to 77,786) and 75-84 years (28,253 to 52,062) age groups. CONCLUSIONS The large increases in expected volumes of ALIF and PLF could necessitate training of more spinal surgeons and an examination of projected costs. Further analyses are needed to characterize the needs of this increasingly large population of surgical patients.
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Affiliation(s)
- Sean N Neifert
- Department of Neurosurgery, Mount Sinai Hospital, New York, New York, USA
| | - Michael L Martini
- Department of Neurosurgery, Mount Sinai Hospital, New York, New York, USA
| | - Katie Hanss
- Department of Neurosurgery, Mount Sinai Hospital, New York, New York, USA
| | - Robert J Rothrock
- Department of Neurosurgery, Mount Sinai Hospital, New York, New York, USA
| | - Jeffrey Gilligan
- Department of Neurosurgery, Mount Sinai Hospital, New York, New York, USA
| | - Jeffrey Zimering
- Department of Neurosurgery, Mount Sinai Hospital, New York, New York, USA
| | - John M Caridi
- Department of Neurosurgery, Mount Sinai Hospital, New York, New York, USA
| | - Eric Karl Oermann
- Department of Neurosurgery, Mount Sinai Hospital, New York, New York, USA.
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A sliding scale to predict postoperative complications undergoing posterior spine surgery. J Orthop Sci 2020; 25:545-550. [PMID: 31285117 DOI: 10.1016/j.jos.2019.06.012] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2019] [Revised: 06/11/2019] [Accepted: 06/17/2019] [Indexed: 11/20/2022]
Abstract
BACKGROUND There is a lack of consensus of operative time (OT) and estimated blood loss (EBL) for elderly patients based on the predicted risk of complications after posterior spine surgery. The purpose of this study was to evaluate the effect of age, OT, and EBL on the postoperative complication risk and to develop a simple sliding scale. METHODS We explored prospectively collected data of consecutive patients who underwent posterior spine surgery in seven tertiary referral hospitals from November 2013 to May 2016. Age (<70, 70-74, 75-79, 80-84, ≥85 years), OT (<2, 2-<3, 3-<4, 4-<5, ≥5 h), and EBL (<500, 500-<1000, 1000-<1500, 1500-<2000, ≥2000 ml) were categorized ranging from 1 (lowest) to 5 (highest). The association between the crude cumulative categories' number and the incidence of complications was analyzed. We further evaluated the association by re-categorizing the cumulative number into three groups (3-4, 5-10, ≥11). RESULTS Total of 2416 patients (median age: 70 years old) were enrolled and major complications were observed in 75 (3.1%) patients. Age, OT, and EBL showed similar odds ratio (1.18-1.19) as each category increased. The cumulative categories' number fitted the estimate complication risk (Hosmer-Lemeshow P = 0.87), and statistically significant trend was observed between predicted and actual complication rates (Cochran-Armitage test, P < 0.001). When cumulative categories' numbers were stratified into three groups, significant increasing trend of risk were observed (Mantel-Haenszel P < 0.001). Based on the categorical numbers, we proposed a simple sliding scale. CONCLUSION Our data indicated that the risk of postoperative complication was associated with cumulative score based on increased age, OT, and EBL. A simple sliding scale was developed based on these factors, which may be useful to predict complication risk after posterior spine surgery.
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Fernández Letamendi N, Casado Pellejero J, Novo González B, Fernández Letamendi T, González Garcia L, Orduna Martínez J. [The joint management of Geriatrics-Neurosurgery of patients older than 75 years reduces the average stay, morbidity, hospital readmissions and mortality per year]. Rev Esp Geriatr Gerontol 2020; 55:332-337. [PMID: 32245646 DOI: 10.1016/j.regg.2020.01.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2019] [Revised: 12/22/2019] [Accepted: 01/21/2020] [Indexed: 10/24/2022]
Abstract
OBJECTIVE Population ageing is a reality for which national health systems are not adapted. The World Health Organisation has already raised awareness about the implementation of specific measures, from undergraduate training to dedicated elderly care units, to tackle this situation. In this article, the aim is to analyse the potential benefits of geriatric monitoring on elderly neurosurgical patients. MATERIAL AND METHODS A descriptive analysis was performed in this medical centre, comparing the information collected from elderly patients (over 75 years of age) admitted into the neurosurgical department during 2periods: June 2015 to February 2017, in which a shared geriatric monitoring was implemented, and between October 2013 and May 2015, equivalent period, in which only the geriatrician performed the evaluation of the patients' general condition, before referring them to other social-healthcare units. A number of factors were considered, including mean age, gender, the neurosurgical condition that led to admission, mean stay, infectious complications, acute confusional syndrome, admission into an intensive care unit, need for support from other medical departments, reoperations, mortality during hospitalisation, referral to social-health units, readmission within a month, and mortality within a year. RESULTS A total of 173 patients on shared monitoring were compared to 189 patients from the previous period. Both groups had similar demographic characteristics. During the analysis, a significant reduction was observed in shared monitoring as regards, mean hospitalisation, infectious complications, admissions into an intensive care unit, the need for support from other medical departments, readmissions within a month, and mortality within a year. CONCLUSIONS On patients of over 75 years of age, shared geriatric-neurosurgical monitoring reduces mean hospitalisation, morbidity, the need for support from other medical departments, early readmission, and mortality within a year. This strategy prioritises patient care, reduces costs, and rationalises resources.
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20
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Park P, Nerenz DR, Aleem IS, Schultz LR, Bazydlo M, Xiao S, Zakaria HM, Schwalb JM, Abdulhak MM, Oppenlander ME, Chang VW. Risk Factors Associated With 90-Day Readmissions After Degenerative Lumbar Fusion: An Examination of the Michigan Spine Surgery Improvement Collaborative (MSSIC) Registry. Neurosurgery 2020; 85:402-408. [PMID: 30113686 DOI: 10.1093/neuros/nyy358] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2018] [Accepted: 07/11/2018] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Most studies have evaluated 30-d readmissions after lumbar fusion surgery. Evaluation of the 90-d period, however, allows a more comprehensive assessment of factors associated with readmission. OBJECTIVE To assess the reasons and risk factors for 90-d readmissions after lumbar fusion surgery. METHODS The Michigan Spine Surgery Improvement Collaborative (MSSIC) registry is a prospective, multicenter, and spine-specific database of patients surgically treated for degenerative disease. MSSIC data were retrospectively analyzed for causes of readmission, and independent risk factors impacting readmission were found by multivariate logistic regression. RESULTS Of 10 204 patients who underwent lumbar fusion, 915 (9.0%) were readmitted within 90 d, most commonly for pain (17%), surgical site infection (16%), and radicular symptoms (10%). Risk factors associated with increased likelihood of readmission were other race (odds ratio [OR] 1.81, confidence interval [CI] 1.22-2.69), coronary artery disease (OR 1.57, CI 1.25-1.96), ≥4 fused levels (OR 1.41, CI 1.06-1.88), diabetes (OR 1.34, CI 1.10-1.63), and surgery length (OR 1.09, CI 1.03-1.16). Factors associated with decreased risk were discharge to home (OR 0.63, CI 0.51-0.78), private insurance (OR 0.79, CI 0.65-0.97), ambulation same day of surgery (OR 0.81, CI 0.67-0.97), and spondylolisthesis diagnosis (OR 0.82, CI 0.68-0.97). Of those readmitted, 385 (42.1%) patients underwent another surgery. CONCLUSION Ninety-day readmission occurred in 9.0% of patients, mainly for pain, wound infection, and radicular symptoms. Increased focus on postoperative pain may decrease readmissions. Among factors impacting the likelihood of 90-d readmission, early postoperative ambulation may be most easily modifiable. Optimization of preexisting medical conditions could also potentially decrease readmission risk.
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Affiliation(s)
- Paul Park
- Department of Neurosurgery, University of Michigan, Ann Arbor, Michigan
| | - David R Nerenz
- Department of Neurosurgery, Henry Ford Health System, Detroit, Michigan
| | - Ilyas S Aleem
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, Michigan
| | - Lonni R Schultz
- Department of Neurosurgery, Henry Ford Health System, Detroit, Michigan
| | - Michael Bazydlo
- Department of Neurosurgery, Henry Ford Health System, Detroit, Michigan
| | - Shujie Xiao
- Department of Neurosurgery, Henry Ford Health System, Detroit, Michigan
| | - Hesham M Zakaria
- Department of Neurosurgery, Henry Ford Health System, Detroit, Michigan
| | - Jason M Schwalb
- Department of Neurosurgery, Henry Ford Health System, Detroit, Michigan
| | | | | | - Victor W Chang
- Department of Neurosurgery, Henry Ford Health System, Detroit, Michigan
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Merkow J, Varhabhatla N, Manchikanti L, Kaye AD, Urman RD, Yong RJ. Minimally Invasive Lumbar Decompression and Interspinous Process Device for the Management of Symptomatic Lumbar Spinal Stenosis: a Literature Review. Curr Pain Headache Rep 2020; 24:13. [PMID: 32072362 DOI: 10.1007/s11916-020-0845-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
PURPOSE OF REVIEW Symptomatic lumbar spinal stenosis (LSS) is a condition affecting a growing number of individuals resulting in significant disability and pain. Traditionally, treatment options have consisted of conservative measures such as physical therapy, medication management, epidural injections and percutaneous adhesiolysis, or surgery. There exists a treatment gap for patients failing conservative measures who are not candidates for surgery. Minimally invasive lumbar decompression (MILD®) and interspinous process device (IPD) with Superion® represent minimally invasive novel treatment options that may help fill this gap in management. We performed a literature review to separately evaluate these procedures and assess the effectiveness and safety. RECENT FINDINGS The available evidence for MILD and Superion has been continuously debated. Overall, it is considered that while the procedures are safe, there is only modest evidence for effectiveness. For both procedures, we have reviewed 13 studies. Based on the available evidence, MILD and Superion are safe and modestly effective minimally invasive procedures for patients with symptomatic LSS. It is our recommendation that these procedures may be incorporated as part of the continuum of treatment options for patients meeting clinical criteria.
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Affiliation(s)
- Justin Merkow
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
| | - Narayana Varhabhatla
- Department of Anesthesiology, University of Colorado School of Medicine, Aurora, CO, USA
| | | | - Alan D Kaye
- Department of Anesthesiology and Pharmacology, Toxicology, and Neurosciences, Louisiana State University School of Medicine, Shreveport, LA, USA
| | - Richard D Urman
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA.
| | - R Jason Yong
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
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Trends in Ambulatory Laminectomy in the USA and Key Factors Associated with Successful Same-Day Discharge: A Retrospective Cohort Study. HSS J 2020; 16:72-80. [PMID: 32015743 PMCID: PMC6974217 DOI: 10.1007/s11420-019-09703-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Accepted: 06/28/2019] [Indexed: 02/07/2023]
Abstract
BACKGROUND Laminectomy is commonly used in the treatment of lumbar spine pathology. Laminectomies are increasingly being performed in outpatient settings, but patient safety concerns remain. QUESTIONS/PURPOSES We aimed to describe trends in outpatient lumbar laminectomy between 2008 and 2016 and to identify factors associated with successful same-day discharge. METHODS We identified patients who underwent single-level lumbar laminectomy between 2008 and 2016 in the American College of Surgeons' National Surgical Quality Improvement Program database and divided them into two groups according to their admission status, either inpatient or outpatient. Inpatient and outpatient groups were further divided according to actual length of stay (LOS): did not remain in the hospital overnight (LOS = 0) or stayed in the hospital overnight or longer (LOS ≥ 1). We then analyzed patient characteristics and complications for significance and to identify factors associated with successful same-day discharge. RESULTS We identified 85,769 patients, 41,149 classified as outpatient status and 44,620 as inpatient status. Between 2008 and 2016, the proportion of procedures performed on an outpatient basis increased from 24.1 to 56.74%. Overall, 27.3% of all patients were discharged on the day of surgery, representing 52.8% of outpatients and 3.8% of inpatients. Older age and longer duration of surgery predicted that patients were less likely to have same-day discharge. Patients with a primary diagnosis other than intervertebral disk disorder, Hispanic ethnic background, or an American Society of Anesthesiologists physical status classification of III were less likely to achieve same-day discharge. Patients under the care of orthopedic surgeons (as opposed to neurosurgeons) were more likely to be discharged on the day of surgery. We also found an association between sex and day of discharge, with female patients being less likely to be discharged on the day of surgery. CONCLUSIONS Laminectomy is increasingly being performed in the outpatient setting. Younger, healthier non-Hispanic male patients undergoing uncomplicated surgery have a higher likelihood of successful same-day discharge.
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von Glinski A, Elia C, Ansari D, Yilmaz E, Takayanagi A, Norvell DC, Pierre CA, Abdul-Jabbar A, Chapman JR, Oskouian RJ. Complications and Mortality in Octogenarians Undergoing Lumbopelvic Fixation. World Neurosurg 2020; 134:e272-e276. [DOI: 10.1016/j.wneu.2019.10.040] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Revised: 10/07/2019] [Accepted: 10/08/2019] [Indexed: 01/27/2023]
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Clinical outcomes of lumbar spinal surgery in patients 80 years or older with lumbar stenosis or spondylolisthesis: a systematic review and meta-analysis. 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 2020; 29:2129-2142. [PMID: 31912292 DOI: 10.1007/s00586-019-06261-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2018] [Revised: 08/02/2019] [Accepted: 12/16/2019] [Indexed: 01/11/2023]
Abstract
PURPOSE This systematic review and meta-analysis of all available evidence was performed to assess the safety and efficacy of surgery for lumbar stenosis and spondylolisthesis in patients 80 years or older versus those younger than 80 years. METHODS A search of the literature was conducted in PubMed/MEDLINE, EMBASE and the Cochrane Collaboration Library. Relevant studies comparing the clinical outcomes of lumbar surgery in octogenarians and younger patients were selected according to the eligibility criteria. The predefined endpoints were extracted and meta-analysed from the identified studies. RESULTS Data from 16 observational studies including 374,197 patients were included in the final analysis. The pooled data revealed that patients 80 years or older had a significantly higher incidence of overall complication, mortality, readmission and longer length of hospital stay than younger patients. There was a similar improvement in the clinical symptoms (Oswestry Disability Index and pain) of patients in the two groups. No significant differences in overall wound complication, reoperation rate, operative time and intraoperative blood loss were found between the groups. CONCLUSIONS Our results revealed that the clinical improvement in pain and disability did not significantly differ according to age, although the patients aged 80 years or older had increased incidences of mortality and complication than younger patients. Age alone is not a contraindication for lumbar surgery in very old patients. A careful preoperative evaluation, proper patient selection and appropriate surgical approach are important to achieve successful surgical outcomes. These slides can be retrieved under Electronic Supplementary Material.
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Umekawa M, Takai K, Taniguchi M. Complications of Spine Surgery in Elderly Japanese Patients: Implications for Future of World Population Aging. Neurospine 2019; 16:780-788. [PMID: 31446683 PMCID: PMC6944995 DOI: 10.14245/ns.1938184.092] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2019] [Accepted: 07/09/2019] [Indexed: 01/02/2023] Open
Abstract
Objective To analyze the relationship between age and perioperative complications of spine surgery in a Japanese cohort with the longest average life expectancy in the world.
Methods Patients with spinal stenosis who underwent standard spine surgery without instrumented fusion were divided into 4 groups: adults (20–64 years), the young-old (65–74), the middle old (75–84), and the oldest-old (≥85). Data on medical complications, surgical complications, and deaths within 30 days of index surgery were compared across the groups. Risk factors for complications were identified through multivariate analysis.
Results A total of 584 patients underwent 673 operations: 35% were performed on adult patients, 33% on the young-old, 27% on the middle old, and 5% on the oldest-old. The rates of total or [major] medical complications significantly increased with age (8% [0.8%], 11% [0.9%], 27% [3.9%], 45% [9.1%], respectively; p<0.001 [p=0.003]), whereas those of surgical complications did not differ (11%, 8.1%, 14%, 9.1%, respectively; p=0.25). Independent risk factors for medical complications were an age of 75 years or older (75–84: odds ratio [OR], 5.1; ≥85: OR, 6.2) and American Society of Anesthesiologists (ASA) physical status classification III (OR, 5.4). Two patients older than 85 years died from medical complications.
Conclusion The complications of spine surgery increased in the middle and oldest-old patients because of medical complications; however, most were minor and treatable. Major complications were associated with preoperative medical comorbidities and their severities; therefore, most elderly patients with low ASA physical status classification (≤II) may benefit from spine surgery.
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Affiliation(s)
- Motoyuki Umekawa
- Department of Neurosurgery, Tokyo Metropolitan Neurological Hospital, Tokyo, Japan
| | - Keisuke Takai
- Department of Neurosurgery, Tokyo Metropolitan Neurological Hospital, Tokyo, Japan
| | - Makoto Taniguchi
- Department of Neurosurgery, Tokyo Metropolitan Neurological Hospital, Tokyo, Japan
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Yolcu Y, Wahood W, Alvi MA, Kerezoudis P, Habermann EB, Bydon M. Reporting Methodology of Neurosurgical Studies Utilizing the American College of Surgeons-National Surgical Quality Improvement Program Database: A Systematic Review and Critical Appraisal. Neurosurgery 2019; 86:46-60. [DOI: 10.1093/neuros/nyz180] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Accepted: 01/27/2019] [Indexed: 12/12/2022] Open
Abstract
AbstractBACKGROUNDUse of large databases such as the American College of Surgeons-National Surgical Quality Improvement Program (ACS-NSQIP) has become increasingly common in neurosurgical research.OBJECTIVETo perform a critical appraisal and evaluation of the methodological reporting for studies in neurosurgical literature that utilize the ACS-NSQIP database.METHODSWe queried Ovid MEDLINE, EMBASE, and PubMed databases for all neurosurgical studies utilizing the ACS-NSQIP. We assessed each study according to number of criteria fulfilled with respect to Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) Statement, REporting of studies Conducted using Observational Routinely-collected Health Data (RECORD) Statement, and Journal of American Medical Association–Surgical Section (JAMA-Surgery) Checklist. A separate analysis was conducted among papers published in core and noncore journals in neurosurgery according to Bradford's law.RESULTSA total of 117 studies were included. Median (interquartile range [IQR]) scores for number of fulfilled criteria for STROBE Statement, RECORD Statement, and JAMA-Surgery Checklist were 20 (IQR:19-21), 9 (IQR:8-9), and 6 (IQR:5-6), respectively. For STROBE Statement, RECORD Statement, and JAMA-Surgery Checklist, item 9 (potential sources of bias), item 13 (supplemental information), and item 9 (missing data/sensitivity analysis) had the highest number of studies with no fulfillment among all studies (56, 68, 50%), respectively. When comparing core journals vs noncore journals, no significant difference was found (STROBE, P = .94; RECORD, P = .24; JAMA-Surgery checklist, P = .60).CONCLUSIONWhile we observed an overall satisfactory reporting of methodology, most studies lacked mention of potential sources of bias, data cleaning methods, supplemental information, and external validity. Given the pervasive role of national databases and registries for research and health care policy, the surgical community needs to ensure the credibility and quality of such studies that ultimately aim to improve the value of surgical care delivery to patients.
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Affiliation(s)
- Yagiz Yolcu
- Mayo Clinic Neuro-Informatics Laboratory, Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota
| | - Waseem Wahood
- Mayo Clinic Neuro-Informatics Laboratory, Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota
| | - Mohammed Ali Alvi
- Mayo Clinic Neuro-Informatics Laboratory, Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota
| | - Panagiotis Kerezoudis
- Mayo Clinic Neuro-Informatics Laboratory, Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota
| | | | - Mohamad Bydon
- Mayo Clinic Neuro-Informatics Laboratory, Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota
- Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota
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Tian QH, Liu ZJ, Liu HF, Fang R, Shen RR, Wang T, Cheng YS, Wu CG. Safety and Efficacy of Percutaneous Lumbar Discectomy and Percutaneous Disc Cementoplasty for Painful Lumbar Disc Herniation in Patients over 60 Years. J Vasc Interv Radiol 2019; 30:894-899. [DOI: 10.1016/j.jvir.2018.12.018] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2018] [Revised: 12/06/2018] [Accepted: 12/12/2018] [Indexed: 10/27/2022] Open
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Zou F, Yang S, Jiang J, Lu F, Xia X, Ma X. Adjacent Intervertebral Disk Height Decrease Phenomenon After Single-Level Transforaminal Lumbar Interbody Fusion of the Lumbar Spine. World Neurosurg 2019; 128:e308-e314. [PMID: 31028983 DOI: 10.1016/j.wneu.2019.04.141] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Revised: 04/15/2019] [Accepted: 04/16/2019] [Indexed: 11/16/2022]
Abstract
BACKGROUND The increase of intradiskal pressure on the upper segment resulting from intervertebral distraction after lumbar intervertebral fusion decreases intervertebral height and aggravates degeneration. However, the incidence rate and risk factors of the adjacent intervertebral disk height decrease phenomenon have not been studied. The purpose of this study was to identify the incidence rate and risk factors of the adjacent intervertebral disk height decrease phenomenon after single-level transforaminal lumbar interbody fusion (TLIF) of the lumbar spine. METHODS A retrospection of 68 patients who underwent L4-5 TLIF. Patient age, sex, and body mass index were collected. Lumbar lordosis, facet sagittalization, Pfirrmann classification, L4-5 distraction height, and L3-4 reduction height were evaluated by radiologic image. The patients were divided into 2 groups based on whether their L3-4 intervertebral height decreased. RESULTS Forty of 68 patients (58.8%) had L3-4 intervertebral height decrease. The patients' mean age was 62.05 ± 10.90 years in the L3-4 intervertebral height decrease positive (IHDP) group, significantly higher than the 56.14 ± 12.06 years in the L3-4 intervertebral height decrease negative (IHDN) group (P = 0.039). The mean facet sagittalization angle in the IHDP group was 67.5° ± 20.36°, significantly larger than the 55.43° ± 14.97° in the IHDN group (P = 0.010). The preoperative lumbar lordosis was significantly higher in the IHDP group (P = 0.049). No significant effects of other factors on L3-4 height decrease were observed (P > 0.05). CONCLUSIONS Distraction of the L4-5 intervertebral space by cage insertion leads to a reduced height on the adjacent L3-4 segment in some patients. In addition, the decrease in L3-4 intervertebral height resulting from L4-5 distraction was correlated with age, preoperative lumbar lordosis, and facet joint sagittalization.
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Affiliation(s)
- Fei Zou
- Department of Orthopaedics, Huashan Hospital, Fudan University, Shanghai, China
| | - Shuo Yang
- Department of Orthopaedics, Huashan Hospital, Fudan University, Shanghai, China
| | - Jianyuan Jiang
- Department of Orthopaedics, Huashan Hospital, Fudan University, Shanghai, China
| | - Feizhou Lu
- Department of Orthopaedics, Huashan Hospital, Fudan University, Shanghai, China
| | - Xinlei Xia
- Department of Orthopaedics, Huashan Hospital, Fudan University, Shanghai, China
| | - Xiaosheng Ma
- Department of Orthopaedics, Huashan Hospital, Fudan University, Shanghai, China.
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Ogink PT, Karhade AV, Thio QCBS, Gormley WB, Oner FC, Verlaan JJ, Schwab JH. Predicting discharge placement after elective surgery for lumbar spinal stenosis using machine learning methods. 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 2019; 28:1433-1440. [PMID: 30941521 DOI: 10.1007/s00586-019-05928-z] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2018] [Revised: 01/11/2019] [Accepted: 02/21/2019] [Indexed: 11/29/2022]
Abstract
PURPOSE An excessive amount of total hospitalization is caused by delays due to patients waiting to be placed in a rehabilitation facility or skilled nursing facility (RF/SNF). An accurate preoperative prediction of who would need a RF/SNF place after surgery could reduce costs and allow more efficient organizational planning. We aimed to develop a machine learning algorithm that predicts non-home discharge after elective surgery for lumbar spinal stenosis. METHODS We used the American College of Surgeons National Surgical Quality Improvement Program to select patient that underwent elective surgery for lumbar spinal stenosis between 2009 and 2016. The primary outcome measure for the algorithm was non-home discharge. Four machine learning algorithms were developed to predict non-home discharge. Performance of the algorithms was measured with discrimination, calibration, and an overall performance score. RESULTS We included 28,600 patients with a median age of 67 (interquartile range 58-74). The non-home discharge rate was 18.2%. Our final model consisted of the following variables: age, sex, body mass index, diabetes, functional status, ASA class, level, fusion, preoperative hematocrit, and preoperative serum creatinine. The neural network was the best model based on discrimination (c-statistic = 0.751), calibration (slope = 0.933; intercept = 0.037), and overall performance (Brier score = 0.131). CONCLUSIONS A machine learning algorithm is able to predict discharge placement after surgery for lumbar spinal stenosis with both good discrimination and calibration. Implementing this type of algorithm in clinical practice could avert risks associated with delayed discharge and lower costs. These slides can be retrieved under Electronic Supplementary Material.
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Affiliation(s)
- Paul T Ogink
- UMC Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands.
| | - Aditya V Karhade
- Massachusetts General Hospital - Harvard Medical School, Boston, MA, USA
| | - Quirina C B S Thio
- Massachusetts General Hospital - Harvard Medical School, Boston, MA, USA
| | - William B Gormley
- Brigham and Women's Hospital - Harvard Medical School, Boston, MA, USA
| | - Fetullah C Oner
- UMC Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands
| | - Jorrit J Verlaan
- UMC Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands
| | - Joseph H Schwab
- Massachusetts General Hospital - Harvard Medical School, Boston, MA, USA
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Sethi RK, Yanamadala V, Shah SA, Fletcher ND, Flynn J, Lafage V, Schwab F, Heffernan M, DeKleuver M, Mcleod L, Leveque JC, Vitale M. Improving Complex Pediatric and Adult Spine Care While Embracing the Value Equation. Spine Deform 2019; 7:228-235. [PMID: 30660216 DOI: 10.1016/j.jspd.2018.08.006] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2018] [Revised: 04/02/2018] [Accepted: 08/12/2018] [Indexed: 11/18/2022]
Abstract
INTRODUCTION Value in health care is defined as the quotient of outcomes to cost. Both pediatric and adult spinal deformity surgeries are among the most expensive procedures offered today. With high variability in both outcomes and costs in spine surgery today, surgeons will be expected to consider long-term cost effectiveness when comparing treatment options. METHODS We summarize various methods by which value can be increased in complex spine surgery, both through the improvement of outcomes and the reduction of cost. These methods center around standardization, team-based and collaborative approaches, rigorous outcomes tracking through dashboards and registries, and continuous process improvement. RESULTS This manuscript reviews the expert opinion of leading spine specialists on the improvement of safety, quality and improvement of value of pediatric and adult spinal surgery. CONCLUSION Without surgeon leadership in this arena, suboptimal solutions may result from the isolated intervention of regulatory bodies or payer groups. The cooperative development of standardized, team-based approaches in complex spine surgery will lead to the high-quality, high-value care for patients.
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Affiliation(s)
- Rajiv K Sethi
- Virginia Mason Medical Center, University of Washington, 1100 9th Ave, Seattle, WA 98101, USA.
| | - Vijay Yanamadala
- Virginia Mason Medical Center, University of Washington, 1100 9th Ave, Seattle, WA 98101, USA; and Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Suken A Shah
- Dupont Hospital for Children, 1600 Rockland Rd, Wilmington, DE 19803, USA
| | | | - John Flynn
- Children's Hospital of Philadelphia, 3401 Civic Center Blvd, Philadelphia, PA 19104, USA
| | - Virginie Lafage
- Hospital for Special Surgery, 535 East 70th Street, New York, NY 10021
| | - Frank Schwab
- Hospital for Special Surgery, 535 East 70th Street, New York, NY 10021
| | | | - Marinus DeKleuver
- Sint Maartenskliniek, Radboud University Medical Center, PO Box 9011, 6500 GM, Nijmegen, the Netherlands
| | - Lisa Mcleod
- University of Colorado Denver, 1201 Larimer St, Denver, CO 80204, USA
| | - Jean Christophe Leveque
- Virginia Mason Medical Center, University of Washington, 1100 9th Ave, Seattle, WA 98101, USA
| | - Michael Vitale
- Morgan Stanley Children's Hospital, Columbia University, 3959 Broadway, New York, NY 10032, USA
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Can Elective Spine Surgery Be Performed Safely Among Nonagenarians?: Analysis of a National Inpatient Database in Japan. Spine (Phila Pa 1976) 2019; 44:E273-E281. [PMID: 30095800 DOI: 10.1097/brs.0000000000002842] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
STUDY DESIGN Retrospective cohort study. OBJECTIVE To compare morbidity and mortality between nonagenarians and other older adult patients who underwent elective spine surgery. SUMMARY OF BACKGROUND DATA There is a lack of information of the perioperative risks of nonagenarians undergoing spine surgery. METHODS Data of patients aged ≥65 years who underwent elective spine surgery from July 2010 to March 2013 were extracted from the Diagnosis Procedure Combination database, a nationwide administrative inpatient database in Japan. Clinical outcomes included mortality, occurrence of major complications (cardiac events, respiratory complications, pulmonary embolism, stroke, and acute renal failure), urinary tract infection, and postoperative delirium. These clinical outcomes in nonagenarians were compared with those in patients aged 65 to 79 years and octogenarians. A multivariate logistic regression model fitted with a generalized estimation equation was used to evaluate the influence of advanced age on 90-day mortality and postoperative major complications. RESULTS Of 88,370 patients identified in the database, 418 were nonagenarians. Compared with patients aged 65 to 79 years and octogenarians, nonagenarians had the highest rates of 90-day mortality (0.2%, 0.3%, and 1.7%, respectively; P < 0.001) and at least one major complication (3.7%, 5.0%, and 7.4%, respectively; P < 0.001). Nonagenarians had the highest proportions of cardiac events, respiratory complications, urinary tract infections, and delirium. The multivariable logistic regression analyses revealed that nonagenarians had increased risks of both 90-day mortality (odds ratio, 8.65; 95% confidence interval, 3.62-20.6) and postoperative major complications (odds ratio, 2.32; 95% confidence interval, 1.61-3.36) compared with patients aged 65 to 79 years. CONCLUSION Nonagenarians had increased morbidity and mortality following elective spine surgery compared with other older adult patients. Among the complications, cardiac events, respiratory complications, urinary tract infection, and delirium were more likely to occur in nonagenarians. LEVEL OF EVIDENCE 3.
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Revised Cardiac Risk Index as a Predictor for Myocardial Infarction and Cardiac Arrest Following Posterior Lumbar Decompression. Spine (Phila Pa 1976) 2019; 44:E187-E193. [PMID: 30005044 DOI: 10.1097/brs.0000000000002783] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
STUDY DESIGN A retrospective analysis of prospectively collected data. OBJECTIVE The aim of this study was to determine the ability of Revised Cardiac Risk Index (RCRI) to predict adverse cardiac events following posterior lumbar decompression (PLD). SUMMARY OF BACKGROUND DATA PLD is an increasingly common procedure used to treat a variety of degenerative spinal conditions. The RCRI is used to predict risk for cardiac events following noncardiac surgery. There is a paucity of literature that directly addresses the relationship between RCRI and outcomes following PLD, specifically, the discriminative ability of the RCRI to predict adverse postoperative cardiac events. METHODS ACS-NSQIP was utilized to identify patients undergoing PLD from 2006 to 2014. Fifty-two thousand sixty-six patients met inclusion criteria. Multivariate and ROC analysis was utilized to identify associations between RCRI and postoperative complications. RESULTS Membership in the RCRI=1 cohort was a predictor for myocardial infarction (MI) [odds ratio (OR) = 3.3, P = 0.002] and cardiac arrest requiring cardiopulmonary resuscitation (CPR) (OR = 3.4, P = 0.013). Membership in the RCRI = 2 cohort was a predictor for MI (OR = 5.9, P = 0.001) and cardiac arrest requiring CPR (OR = 12.5), Membership in the RCRI = 3 cohort was a predictor for MI (OR = 24.9) and cardiac arrest requiring CPR (OR = 26.9, P = 0.006). RCRI had a good discriminative ability to predict both MI [area under the curve (AUC) = 0.876] and cardiac arrest requiring CPR (AUC = 0.855). The RCRI had a better discriminative ability to predict these outcomes that did ASA status, which had discriminative abilities of "fair" (AUC = 0.799) and "poor" (AUC = 0.674), respectively. P < 0.001 unless otherwise specified. CONCLUSION RCRI was predictive of cardiac events following PLD, and RCRI had a better discriminative ability to predict MI and cardiac arrest requiring CPR than did ASA status. Consideration of the RCRI as a component of preoperative surgical risk stratification can minimize patient morbidity and mortality. Studies such as this can allow for implementation of guidelines that better estimate the preoperative risk profile of surgical patients. LEVEL OF EVIDENCE 3.
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Abstract
STUDY DESIGN Retrospective literature review of spine surgical site infection (SSI). OBJECTIVE To perform a review of SSI risk factors and more specifically, categorize them into patient and surgical factors. METHODS A review of published literature on SSI risk factors in adult spine surgery was performed. We included studies that reported risk factors for SSI in adult spinal surgery. Excluded are pediatric patient populations, systematic reviews, and meta-analyses. Overall, we identified 72 cohort studies, 1 controlled-cohort study, 1 matched-cohort study, 1 matched-paired cohort study, 12 case-controlled studies (CCS), 6 case series, and 1 cross-sectional study. RESULTS Patient-associated risk factors-diabetes mellitus, obesity (body mass index >35 kg/m2), subcutaneous fat thickness, multiple medical comorbidities, current smoker, and malnutrition were associated with SSI. Surgical associated factors-preoperative radiation/postoperative blood transfusion, combined anterior/posterior approach, surgical invasiveness, or levels of instrumentation were associated with increased SSI. There is mixed evidence of age, duration of surgery, surgical team, intraoperative blood loss, dural tear, and urinary tract infection/urinary catheter in association with SSI. CONCLUSION SSIs are associated with many risk factors that can be patient or surgically related. Our review was able to identify important modifiable and nonmodifiable risk factors that can be essential in surgical planning and discussion with patients.
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Affiliation(s)
- Reina Yao
- University of British Columbia, Vancouver, British Columbia, Canada
| | - Hanbing Zhou
- University of British Columbia, Vancouver, British Columbia, Canada,Hanbing Zhou, Division of Spine Surgery, Department of Orthopaedics, University of British Columbia, 3114–910 West 10th Avenue, Vancouver, British Columbia, V5Z 1M9, Canada.
| | | | - Brian K. Kwon
- University of British Columbia, Vancouver, British Columbia, Canada
| | - John Street
- University of British Columbia, Vancouver, British Columbia, Canada
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Continued Inpatient Care After Elective 1- to 2-level Posterior Lumbar Fusions Increases 30-day Postdischarge Readmissions and Complications. Clin Spine Surg 2018; 31:E453-E459. [PMID: 30067516 DOI: 10.1097/bsd.0000000000000700] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
STUDY DESIGN This was a retrospective cohort study. OBJECTIVE The main objective of this article was to investigate the impact of discharge destination on postdischarge outcomes following an elective 1- to 2-level posterior lumbar fusion (PLF) for degenerative pathology. BACKGROUND DATA Discharge to an inpatient care facility may be associated with adverse outcomes as compared with home discharge. MATERIALS AND METHODS The 2012-2016 American College of Surgeons-National Surgical Quality Improvement Program (ACS-NSQIP) database was used to query for patients undergoing PLFs using Current Procedural Terminology (CPT) codes (22612, 22630, and 22633). Additional levels were identified using CPT-22614, CPT-22632, and CPT-22634. Records were filtered to include patients undergoing surgery for degenerative spine pathologies. Only patients undergoing a single-level or 2-level PLF were included in the study. A total of 23,481 patients were included in the final cohort. RESULTS A total of 3938 (16.8%) patients were discharged to a skilled care or rehabilitation facility following the primary procedure. Following adjustment for preoperative, intraoperative, and predischarge clinical characteristics, discharge to a skilled care or rehabilitation facility was associated with higher odds of any complication [odds ratio (OR), 1.70; 95% confidence interval (CI), 1.43-2.02], wound complications (OR, 1.73; 95% CI, 1.36-2.20), sepsis-related complications (OR, 1.64; 95% CI, 1.08-2.48), deep venous thrombosis/pulmonary embolism complications (OR, 1.72; 95% CI, 1.10-2.69), urinary tract infections (OR, 1.96; 95% CI, 1.45-2.64), unplanned reoperations (OR, 1.49; 95% CI, 1.23-1.80), and readmissions (OR, 1.29; 95% CI, 1.10-1.49) following discharge. CONCLUSIONS After controlling for predischarge characteristics, discharge to skilled care or rehabilitation facilities versus home following 1- to 2-level PLF is associated with higher odds of complications, reoperations, and readmissions. These results stress the importance of careful patient selection before discharge to inpatient care facilities to minimize the risk of complications. Furthermore, the results further support the need for uniform and standardized care pathways to promote home discharge following hospitalization for elective PLFs. LEVEL OF EVIDENCE Level III.
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Karhade AV, Ogink P, Thio Q, Broekman M, Cha T, Gormley WB, Hershman S, Peul WC, Bono CM, Schwab JH. Development of machine learning algorithms for prediction of discharge disposition after elective inpatient surgery for lumbar degenerative disc disorders. Neurosurg Focus 2018; 45:E6. [DOI: 10.3171/2018.8.focus18340] [Citation(s) in RCA: 57] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2018] [Accepted: 08/02/2018] [Indexed: 12/23/2022]
Abstract
OBJECTIVEIf not anticipated and prearranged, hospital stay can be prolonged while the patient awaits placement in a rehabilitation unit or skilled nursing facility following elective spine surgery. Preoperative prediction of the likelihood of postoperative discharge to any setting other than home (i.e., nonroutine discharge) after elective inpatient spine surgery would be helpful in terms of decreasing hospital length of stay. The purpose of this study was to use machine learning algorithms to develop an open-access web application for preoperative prediction of nonroutine discharges in surgery for elective inpatient lumbar degenerative disc disorders.METHODSThe American College of Surgeons National Surgical Quality Improvement Program was queried to identify patients who underwent elective inpatient spine surgery for lumbar disc herniation or lumbar disc degeneration between 2011 and 2016. Four machine learning algorithms were developed to predict nonroutine discharge and the best algorithm was incorporated into an open-access web application.RESULTSThe rate of nonroutine discharge for 26,364 patients who underwent elective inpatient surgery for lumbar degenerative disc disorders was 9.28%. Predictive factors selected by random forest algorithms were age, sex, body mass index, fusion, level, functional status, extent and severity of comorbid disease (American Society of Anesthesiologists classification), diabetes, and preoperative hematocrit level. On evaluation in the testing set (n = 5273), the neural network had a c-statistic of 0.823, calibration slope of 0.935, calibration intercept of 0.026, and Brier score of 0.0713. On decision curve analysis, the algorithm showed greater net benefit for changing management over all threshold probabilities than changing management on the basis of the American Society of Anesthesiologists classification alone or for all patients or for no patients. The model can be found here: https://sorg-apps.shinyapps.io/discdisposition/.CONCLUSIONSMachine learning algorithms show promising results on internal validation for preoperative prediction of nonroutine discharges. If found to be externally valid, widespread use of these algorithms via the open-access web application by healthcare professionals may help preoperative risk stratification of patients undergoing elective surgery for lumbar degenerative disc disorders.
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Affiliation(s)
- Aditya V. Karhade
- 1Department of Orthopedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Paul Ogink
- 1Department of Orthopedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Quirina Thio
- 1Department of Orthopedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Marike Broekman
- 2Department of Neurosurgery, Leiden University Medical Center, Leiden, The Netherlands; and
| | - Thomas Cha
- 1Department of Orthopedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - William B. Gormley
- 3Department of Neurosurgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts
| | - Stuart Hershman
- 1Department of Orthopedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Wilco C. Peul
- 2Department of Neurosurgery, Leiden University Medical Center, Leiden, The Netherlands; and
| | - Christopher M. Bono
- 1Department of Orthopedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Joseph H. Schwab
- 1Department of Orthopedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
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Bronheim RS, Oermann EK, Bronheim DS, Caridi JM. Revised Cardiac Risk Index versus ASA Status as a Predictor for Noncardiac Events After Posterior Lumbar Decompression. World Neurosurg 2018; 120:e1175-e1184. [PMID: 30218801 DOI: 10.1016/j.wneu.2018.09.028] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2018] [Revised: 09/01/2018] [Accepted: 09/04/2018] [Indexed: 11/19/2022]
Abstract
BACKGROUND The Revised Cardiac Risk Index (RCRI) was designed to predict risk for cardiac events after noncardiac surgery. However, there is a paucity of literature that directly addresses the relationship between RCRI and noncardiac outcomes after posterior lumbar decompression (PLD). The objective of this study is to determine the ability of RCRI to predict noncardiac adverse events after PLD. METHODS The American College of Surgeons National Surgical Quality Improvement Program was used to identify patients undergoing PLD from 2006 to 2014. Multivariate and receiver operating characteristic analysis was used to identify associations between RCRI and postoperative complications. RESULTS A total of 52,066 patients met the inclusion criteria. Membership in the RCRI=1 cohort independently predicted unplanned intubation, ventilation >48 hours, progressive renal insufficiency, acute renal failure, urinary tract infection (UTI), sepsis, septic shock, and readmission. Membership in the RCRI=2 cohort independently predicted for superficial surgical site infection, pneumonia, unplanned intubation, ventilation >48 hours, bleeding transfusion, progressive renal insufficiency, acute renal failure, UTI, sepsis, septic shock, and readmission. Membership in the RCRI=3 cohort independently predicted unplanned intubation (odds ratio [OR], 11.8), ventilation >48 hours (OR, 23.0), acute renal failure (OR, 84.5), and UTI (OR, 3.6). RCRI had a poor discriminative ability (DA) (area under the curve = 0.623), and American Society of Anesthesiologists status had a fair DA (area under the curve = 0.770) to predict a composite of noncardiac complications. CONCLUSIONS RCRI was predictive of a wide range of noncardiac complications after PLD but had a diminished DA to predict a composite of any noncardiac complication than did American Society of Anesthesiologists score. Consideration of the RCRI as a component of preoperative surgical risk stratification can minimize patient morbidity and mortality after lumbar decompression.
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Affiliation(s)
- Rachel S Bronheim
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Eric K Oermann
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - David S Bronheim
- Department of Anesthesiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - John M Caridi
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, New York, USA; Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
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Zhao CM, Zhang Y, Yang SD, Huang AB, Liang ZM, Wu J, Chen Q. Risk Factors for Lower Limb Deep Vein Thrombosis in Patients With Single-Level Lumbar Fusion: A Prospective Study of 710 Cases. Clin Appl Thromb Hemost 2018; 24:157S-162S. [PMID: 30200770 PMCID: PMC6714819 DOI: 10.1177/1076029618798940] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Lower limb deep vein thrombosis (DVT) is not an uncommon postoperative complication of spinal fusion surgery. However, the related risk factors identified in previous studies remain controversial. This study aimed to investigate risk factors for lower limb DVT in patients with single-level lumbar fusion surgery. Between January 2010 and December 2016, a total of 710 patients undergoing lumbar fusion were recruited for this study, including 172 males and 538 females (aged 18-75 years). Deep vein thrombosis was detected by ultrasonography. Accordingly, patients were divided into the DVT group and the non-DVT group and compared in terms of operative data, underlying diseases, and biochemical data. Additionally, logistic regression analysis was performed to identify risk factors for lower limb DVT. The incidence of lower limb DVT was 11.8% (84 of 710 cases). Five patients were symptomatic, with lower limb pain and swelling. Two patients developed pulmonary embolism and 1 died. Binary logistic regression indicated that advanced age (P = .001, odds ratio [OR] = 2.86, 95% CI: 1.85-5.12), hypertension (P = .006, OR = 4.10, 95% CI: 1.09-2.30), and increased d-dimer (P < .001, OR = 3.49, 95% CI: 2.05-6.36) were risk factors for postoperative DVT. In conclusion, for patients with single-level lumbar fusion, advanced age, increased d-dimer, and hypertension may contribute to DVT development after spinal fusion surgery. Therefore, patients with these risk factors should be protected during the perioperative period.
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Affiliation(s)
- Chun-Ming Zhao
- Department of Orthopaedic Surgery, The Affiliated Taizhou People's Hospital of Nantong University, Taizhou, China
| | - Yu Zhang
- Department of Orthopaedic Surgery, The Affiliated Taizhou People's Hospital of Nantong University, Taizhou, China
| | - Si-Dong Yang
- Department of Orthopaedic Surgery, The Third Hospital of Hebei Medical University, Shijiazhuang, China
| | - Ai-Bing Huang
- Department of Orthopaedic Surgery, The Affiliated Taizhou People's Hospital of Nantong University, Taizhou, China
| | - Zong-Min Liang
- Department of Orthopaedic Surgery, The Affiliated Taizhou People's Hospital of Nantong University, Taizhou, China
| | - Jian Wu
- Department of Orthopaedic Surgery, The Affiliated Taizhou People's Hospital of Nantong University, Taizhou, China
| | - Qian Chen
- Department of Orthopaedic Surgery, The Affiliated Taizhou People's Hospital of Nantong University, Taizhou, China.,Department of Orthopaedic Surgery, Zhongshan Hospital, Fudan University, Shanghai, China
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Phan K, Ramachandran V, Tran T, Phan S, Rao PJ, Mobbs RJ. Impact of Elderly Age on Complications and Clinical Outcomes Following Anterior Lumbar Interbody Fusion Surgery. World Neurosurg 2017; 105:503-509. [DOI: 10.1016/j.wneu.2017.05.056] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2017] [Revised: 05/09/2017] [Accepted: 05/11/2017] [Indexed: 01/07/2023]
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Oravec CS, Motiwala M, Reed K, Kondziolka D, Barker FG, Michael LM, Klimo P. Big Data Research in Neurosurgery: A Critical Look at this Popular New Study Design. Neurosurgery 2017; 82:728-746. [DOI: 10.1093/neuros/nyx328] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2017] [Accepted: 05/17/2017] [Indexed: 01/10/2023] Open
Affiliation(s)
- Chesney S Oravec
- College of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Mustafa Motiwala
- College of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Kevin Reed
- College of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Douglas Kondziolka
- Department of Neurosurgery, New York University Langone Medical Center, New York, New York
| | - Fred G Barker
- Department of Neurosurgery, Massachusetts General Hospital, Boston, Massachusetts
| | - L Madison Michael
- Department of Neurosurgery, University of Tennessee Health Science Center, Memphis, Tennessee
- Semmes Murphey Clinic, Memphis, Tennessee
| | - Paul Klimo
- Department of Neurosurgery, University of Tennessee Health Science Center, Memphis, Tennessee
- Semmes Murphey Clinic, Memphis, Tennessee
- Department of Neurosurgery, Le Bonheur Children's Hospital, Memphis, Tennessee
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Lagman C, Ugiliweneza B, Boakye M, Drazin D. Spine Surgery Outcomes in Elderly Patients Versus General Adult Patients in the United States: A MarketScan Analysis. World Neurosurg 2017; 103:780-788. [DOI: 10.1016/j.wneu.2017.04.001] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2017] [Revised: 03/31/2017] [Accepted: 04/01/2017] [Indexed: 01/16/2023]
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Lin GX, Quillo-Olvera J, Jo HJ, Lee HJ, Covarrubias-Rosas CA, Jin C, Kim JS. Minimally Invasive Transforaminal Lumbar Interbody Fusion: A Comparison Study Based on End Plate Subsidence and Cystic Change in Individuals Older and Younger than 65 Years. World Neurosurg 2017; 106:174-184. [PMID: 28669872 DOI: 10.1016/j.wneu.2017.06.136] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2017] [Revised: 06/20/2017] [Accepted: 06/24/2017] [Indexed: 11/25/2022]
Abstract
OBJECTIVE To compare the outcomes between patients older and younger than 65 years who underwent single-level minimally invasive transforaminal interbody fusion (MI-TLIF) surgery. METHODS This study is a retrospective analysis of 76 patients who underwent MI-TLIF between April 2012 and June 2016. Group A consisted of 35 patients (<65 years) and group B consisted of 41 patients (≥65 years). Intraoperative data were recorded. The evaluation of clinical outcomes was based on the visual analog scale for back and leg pain and the Oswestry Disability Index. Radiologic outcomes including cage subsidence, end plate cyst formation, and fusion rate were assessed. RESULTS The mean age of the study subjects was 65.3 years, and the mean duration of follow-up was 18.98 months. Group B had a higher rate of comorbidities compared with group A (90.24% vs. 57.14%, respectively; P < 0.05). There was no statistically significant difference in the rate of complications between the groups (group A, 14.29%; group B, 17.07%). Clinical outcomes significantly improved in both groups postoperatively (P < 0.05). Although bony fusion in group A was slightly higher than that in group B, the fusion rate was not statistically different according to age. There were no statistically significant differences in the rates of cage subsidence or positive cyst sign between the groups. CONCLUSIONS MI-TLIF presented similar safeness and acceptable outcomes and complication rate in both groups. Cyst formation may be aggravated by cage subsidence, because cage subsidence was a useful potential predictor of cyst formation.
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Affiliation(s)
- Guang-Xun Lin
- Department of Neurosurgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, South Korea, Republic of Korea
| | - Javier Quillo-Olvera
- Department of Neurosurgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, South Korea, Republic of Korea
| | - Hyun-Jin Jo
- Department of Neurosurgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, South Korea, Republic of Korea
| | - Hyeong-Jin Lee
- Department of Neurosurgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, South Korea, Republic of Korea
| | - Claudia Angelica Covarrubias-Rosas
- Department of Neurosurgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, South Korea, Republic of Korea
| | - Chengzhen Jin
- Department of Neurosurgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, South Korea, Republic of Korea
| | - Jin-Sung Kim
- Department of Neurosurgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, South Korea, Republic of Korea.
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