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1.
Arthrosc Sports Med Rehabil ; 6(3): 100933, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-39006793

RESUMO

Purpose: To analyze the effects of 1 or more patient-reported allergies on clinical outcomes, in particular graft failure rate, and patient-reported outcomes (PROs) following osteochondral allograft transplantation (OCA) of the knee. Methods: Retrospective review of patients who underwent knee OCA from August 2010 to May 2021 with a minimum of 2-year follow-up. Patients were initially divided into 2 cohorts: those with at least 1 allergy and those without any allergies. Clinical outcomes assessed included graft failure, reoperation rates, deep vein thrombosis/pulmonary embolism, and manipulation under anesthesia/lysis of adhesions (MUA/LOA). PROs assessed, including the visual analog scale (VAS) for pain and satisfaction, the Knee injury and Osteoarthritis Outcome Score (KOOS), and return to sport rates, were compared. Results: In total, 285 patients were included with a mean clinical follow-up of 4.8 ± 2.0 years. The allergy cohort had a significantly higher rate of graft failure (P = .008). In a regression analysis controlling for confounding variables, graft failure remained significantly associated with the presence of medication allergies (odds ratio [OR], 3.631; 95% CI, 1.139-11.577; P = .029). Furthermore, an increasing number of allergies were associated with an increased rate of graft failure (OR, 1.644; 95% CI, 1.074-2.515; P = .022). There was no difference in rate of reoperation, complications, infection, and MUA/LOA. Of the 100 patients who completed PROs, there was no difference in VAS satisfaction, pain, and any of the KOOS outcome scores or return to sport. Conclusions: The presence of 1 or more patient-reported allergies was shown to be significantly associated with OCA graft failure. Furthermore, an increasing number of patient-reported allergies were associated with a higher rate of graft failure. However, there were no significant differences in VAS satisfaction or pain, KOOS symptom, quality of life, pain, or return to sport in patients with at least 1 patient-reported allergy and those without allergies. Level of Evidence: Level III, retrospective cohort study.

2.
Cureus ; 16(6): e62044, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38989354

RESUMO

Extracellular matrix cartilage allograft (EMCA) is a novel biological strategy utilized to augment the repair of osteochondral lesions of the talus (OLTs). However, there is no consensus on the precise role and outcomes following its use in the treatment of OLTs. The purpose of this systematic review was to evaluate the clinical and radiological outcomes following the use of EMCA for the treatment of OLT. During July 2023, the PubMed, Embase, and Cochrane Library databases were systematically reviewed to identify clinical studies examining outcomes following EMCA for the management of OLTs. In total, 162 patients (162 ankles) across five studies received EMCA as part of their surgical procedure at a weighted mean follow-up time of 23.8±4.2 months. Across all five studies, there were improvements in subjective clinical outcomes following the use of EMCA, regardless of the clinical scoring tool utilized. Two studies demonstrated superior postoperative magnetic resonance observation of cartilage repair tissue (MOCART) scores in the EMCA cohort compared to the bone marrow stimulation (BMS) cohort alone. In the EMCA-BMS cohort, there were seven complications (9%) and three failures (4.1%). In the autologous osteochondral transplantation (AOT) cohort, there were 10 complications (38.5%), zero failures, and six secondary surgical procedures (23.1%). In the EMCA alone cohort, there were zero complications and three failures (4.3%), all of which underwent an unspecified revision procedure. This current systematic review demonstrated improvements in both clinical and radiological outcomes following the use of EMCA for the treatment of OLTs. Further prospective comparative studies with longer follow-up times are warranted to determine the precise role of EMCA in the management of OLT.

3.
JSES Int ; 8(1): 204-211, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38312294

RESUMO

Background: Patient-reported outcome measurements (PROMs) are important metrics for monitoring improvements following shoulder surgery. Despite the easy accessibility of electronic PROM surveys, completion rates vary, and factors predictive of survey completion for patients enrolled in medical survey follow-up after shoulder surgery remain largely unknown. The purpose of this study is to investigate survey completion rates for common shoulder procedures and identify factors predictive of PROM completion at one-year postoperatively. We hypothesize that the response rate to shoulder PROMs may vary by the shoulder procedure type after surgery. Methods: Patients undergoing total shoulder arthroplasty (TSA), rotator cuff repair (RCR), and instability surgery (Latarjet procedure [LP], and arthroscopic Bankart repair [ABR]) from 2019 to 2021 were prospectively enrolled. Each patient was administered PROM surveys via email preoperatively and at 2-weeks, 6-weeks, 3-months, 6-months, and 12-months following surgery. Demographics and socioeconomic characteristics were collected from our institutional database. The primary outcome studied was survey completion rate by procedure. Multivariable logistic regression was performed to identify factors predictive of completing 12-month follow-up. Results: A total of 514 (251 TSA, 194 RCR, and 69 instability surgery (35 LP, 34 ABR)) patients with an average age of 58 ± 15 years were included in this study. Overall, the 12-month survey completion rate for all procedures was 57.2%. TSA had the highest completion rate (64.9%), followed by RCR (52.1%), ABR (44.2%), and LP (42.9%). ABR and LP demonstrated more than a 50% drop in survey response at 2 weeks, and the RCR cohort demonstrated an increased attrition in survey response at the 6-month mark. Patients who completed the 12-month follow-up survey were older [61 ± 14 vs. 54 ± 17; P < .001], less frequently self-identified as Hispanic [13% vs. 23%; P = .009], less frequently single [32% vs. 44%; P = .008], and most frequently classified as the American Society of Anesthesiology [ASA] score II [65%, P = .001]. Conclusion: Postoperative PROM survey completion rates vary significantly among commonly performed shoulder procedures during the first year after surgery. Hispanic ethnicity and younger age were all predictive of a lower propensity, and the TSA procedure is predictive of higher odds for PROM survey completion at the 12-month follow-up.

4.
Sports Health ; : 19417381231190580, 2023 Aug 04.
Artigo em Inglês | MEDLINE | ID: mdl-37542387

RESUMO

BACKGROUND: Sacral stress fractures are a rare cause of low back pain in athletes. Given the low incidence of these fractures, there is a scarcity of data on symptomatology, risk factors, and clinical outcomes. HYPOTHESIS: Patients diagnosed with sacral stress fractures would be athletes presenting with low back pain. STUDY DESIGN: Case series of 13 patients with sacral stress fractures. LEVEL OF EVIDENCE: Level 4. METHODS: We conducted a retrospective review of medical records to identify patients diagnosed with sacral stress fractures at a single academic institution. Fractures were diagnosed on noncontrast T2-weighted magnetic resonance imaging scans and categorized using the Bakker classification system. Subjects were administered an electronic survey that asked about (1) the onset, time course, and location of pain and other symptoms; (2) time to treatment and treatment modalities pursued; (3) sports performance and time to return to sport; and (4) risk factors for stress fractures. RESULTS: Of 18 eligible patients, 13 (72.2%) completed the survey with mean follow-up of 49.6 months (range, 1-144 months). Mean age was 28.0 years (range, 18-52 years); 9 patients (69.2%) were female, of whom 7 (77.8%) were premenopausal. The most common fracture type was Bakker type B (8 patients; 61.5%). Most patients presented with acute lumbosacral back pain in the setting of running/jogging activities. All patients underwent nonoperative treatment for an average of 3.8 months (range, 0-8 months) and three-quarters reported pain resolution at last follow-up. Rate of return to sport was 83.3%, but most patients reported ongoing deficits in running performance. CONCLUSION: Sacral stress fractures commonly present as acute lumbosacral back pain provoked by running sports. While the pain associated with these fractures prevents most athletes from participating in sports, nonoperative management appears to be an effective treatment modality with a high rate of return to sport.

5.
Bull Hosp Jt Dis (2013) ; 81(2): 99-102, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-37200326

RESUMO

INTRODUCTION: There is relatively little current literature analyzing predictive factors of postoperative complications in radical soft tissue sarcoma (STS) resection. The goal was to analyze risk factors based on STS size ( < 5 cm vs. > 5 cm) with regard to STS resection in a large up-to-date, multi- center, population-based study. Additionally, we sought to determine any independent risk factors for the development of postoperative complications. METHODS: Our study was completed through a retrospec- tive analysis of 2005-2014 American College of Surgeons National Surgical Quality Improvement Program (ACS- NSQIP). Data were queried for patients undergoing radical resection for soft tissue tumor based on CPT code. Univari- ate analysis, t-test, and multivariate logistic regressions were employed adjusting for patient demographic, preoperative, and intraoperative variables in order to identify patient- and surgery-specific predictive factors for patients who devel- oped complications. RESULTS: Based on the 1,845 patients who met the inclu- sion criteria, 1,709 (92.62%) had a STS smaller than 5 cm and 136 (7.37%) had tumors larger than 5 cm. Results indicate that larger tumors yield greater risk and greater po- tential for wound complications. Specifically, adult patients who had radical resection of soft tissue tumors greater than 5 cm were more likely to have inpatient status, history of smoking, hypertension, disseminated cancer, chemotherapy and radiation, and were more likely to have longer length of stay in the hospital. CONCLUSION: The results indicate that larger tumors (> 5 cm) carry greater risk for complications. We hypothesize that this may be due to larger tumors being more invasive and requiring greater surgical manipulation. As such, it is important to provide appropriate counseling and proper preoperative planning for these patients.


Assuntos
Sarcoma , Neoplasias de Tecidos Moles , Adulto , Humanos , Complicações Pós-Operatórias/epidemiologia , Complicações Pós-Operatórias/etiologia , Fatores de Risco , Sarcoma/cirurgia , Sarcoma/complicações , Sarcoma/patologia , Neoplasias de Tecidos Moles/cirurgia , Neoplasias de Tecidos Moles/complicações , Neoplasias de Tecidos Moles/patologia , Estudos Retrospectivos
6.
Phys Sportsmed ; 50(5): 394-399, 2022 10.
Artigo em Inglês | MEDLINE | ID: mdl-34047242

RESUMO

OBJECTIVES: Baseball players are highly susceptible to shoulder injuries due to repetitive overhead throwing. The purpose of this study was to investigate men's collegiate baseball shoulder injury rates and associated risk factors. METHODS: Using the NCAA Injury Surveillance Program (ISP) database, shoulder injury data for men's baseball players was analyzed from 2009-2010 through 2013-2014. Only the most common shoulder injuries were examined, including acromioclavicular (AC) sprain, anterior dislocation, biceps tear, biceps tendinitis, SLAP (superior labrum from anterior to posterior) tear, non-SLAP labral tear, rotator cuff tear, rotator cuff tendinitis, and shoulder impingement. Statistical analysis was performed using proportion ratios (PR). Statistical significance was initially defined as p < 0.05; a post-hoc Bonferroni adjustment was applied using a p < 0.005 threshold balancing the likelihood of false positive and false negative findings. RESULTS: Overall, 138 shoulder injuries were identified of which 51.4% occurred during practice. Rotator cuff pathology represented 45.6% of all injuries, with rotator cuff tears significantly more likely to be season-ending injuries (PR 2.5, 95% CI 1.2-5.6, p = 0.019). Pitching or throwing was the mechanism of injury in 100% of players with rotator cuff tendonitis, 87.5% of SLAP tears, 70% of players with biceps tendinitis, and 67% of players with rotator cuff tears. Biceps tendinitis (PR 3.9, 95% CI 1.2-12.5, p = 0.024) and SLAP tears (PR 6.4, 95% CI 1.6-25.0, p = 0.008) were significantly more likely to be chronic. SLAP tears were significantly more likely to be recurrent (PR 5.5, 95% CI = 1.5-20.4, p = 0.010). Being a freshman or sophomore was significantly associated with a lower proportion of biceps tendinitis (PR = 0.2, 95% CI = 0.04-0.8, p = 0.028). All anterior shoulder dislocations occurred while running the bases or sliding, and AC sprains were significantly associated with contact (PR 20.6, 95% CI = 2.5-168.7, p = 0.0048). CONCLUSIONS: Repetitive overhead throwing in college baseball is a common cause of overuse shoulder injuries. These athletes are especially susceptible to rotator cuff pathology, which is significantly more likely to cause season-ending injuries. While we have to interpret these results in light of both adjusted and unadjusted p-values, this information signifies the importance of shoulder injury prevention strategies by physicians and trainers taking care of collegiate baseball players.


Assuntos
Traumatismos em Atletas , Beisebol , Lesões do Manguito Rotador , Lesões do Ombro , Articulação do Ombro , Tendinopatia , Traumatismos em Atletas/epidemiologia , Beisebol/lesões , Humanos , Masculino , Manguito Rotador , Lesões do Manguito Rotador/epidemiologia , Lesões do Ombro/epidemiologia , Tendinopatia/epidemiologia
7.
Reg Anesth Pain Med ; 45(10): 818-825, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-32747336

RESUMO

BACKGROUND: Peripheral nerve block (PNB) is an effective pain management option after shoulder arthroplasty with increasing popularity over the past decade. Large-scale US data in shoulder arthroplasties are lacking, especially regarding impacts on opioid utilization. This population-based study aimed to evaluate PNB utilization patterns and their effect on outcomes after inpatient and outpatient shoulder arthroplasty. METHODS: This retrospective cohort study used data from the nationwide Premier Healthcare claims database (2006-2016). This study includes n=94 787 and n=3293 inpatient and outpatient (total, reverse and partial) shoulder arthroplasty procedures. Multivariable mixed-effects models estimated associations between PNB use and opioid utilization in oral morphine equivalents and cost of hospitalization/stay. For the inpatient group, additional outcome measures were length of stay (LOS), admission to a skilled nurse facility, 30-day readmission, combined complications and naloxone use (as a proxy for opioid-related complications). We report OR (or % change for continuous variables) and 95% CIs. RESULTS: Overall, PNB was used in 19.1% (n=18 144) and 20.8% (n=685) of inpatient and outpatient shoulder arthroplasties, respectively, with an increasing trend for inpatient procedures. PNB utilization was consistently associated with lower (up to -14.0%, 95% CI -15.4% to -12.5% decrease, with median 100 and 90 oral morphine equivalents for inpatient and outpatient procedures) opioid utilization on the day of surgery with more potent effects seen for inpatient shoulder arthroplasties. Other outcomes were minimally impacted. DISCUSSION: In this first national study on PNB use in shoulder arthroplasty, we found increasing PNB use among specifically, inpatient procedures, resulting in particularly reduced opioid use on the day of surgery. While our findings may support PNB use in shoulder arthroplasty, its current low utilization and trends towards more outpatient procedures necessitate continuous monitoring of more extensive benefits.


Assuntos
Artroplastia do Ombro , Artroplastia do Ombro/efeitos adversos , Humanos , Pacientes Internados , Pacientes Ambulatoriais , Dor Pós-Operatória/diagnóstico , Dor Pós-Operatória/epidemiologia , Dor Pós-Operatória/prevenção & controle , Nervos Periféricos , Estudos Retrospectivos
8.
Global Spine J ; 9(4): 446-455, 2019 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-31218204

RESUMO

STUDY DESIGN: Systematic review and meta-analysis. OBJECTIVE: Compare the clinical and radiographic outcomes of anterior cervical discectomy and fusion (ACDF) with a stand-alone interbody cage versus a conventional cage and anterior cervical plate technique. METHODS: A systematic Medline search was conducted using PubMed, EMBASE, and Cochrane Library Database of Systematic Reviews. Search terms included "anterior cervical discectomy and fusion," "cage," and "bone plates," or variations thereof. Only studies involving a direct comparison of ACDF with a stand-alone cage versus a cage and plate were included. From the selected studies, we extracted data on patient demographics, comorbidities, surgical risk factors, and pre- and postoperative radiographic findings. A meta-analysis was performed on all outcome measures. The quality of each study was assessed using the Downs and Black checklist. RESULTS: Nineteen studies met the inclusion and exclusion criteria. Patients who underwent ACDF with a cage-only technique had significantly lower rates of postoperative dysphagia and adjacent segment disease compared with patients who underwent ACDF with a cage-plate technique. However, patients who underwent ACDF with a cage-plate technique had better radiographic outcomes with significantly less subsidence and better restoration of cervical lordosis. There were no other significant differences in outcomes or postoperative complications. CONCLUSIONS: ACDF with a cage-only technique appears to have better clinical outcomes than the cage-plate technique, despite radiographic findings of increased rates of subsidence and less restoration of cervical lordosis. Future randomized controlled trials with longer term follow-up are needed to confirm the findings of this meta-analysis.

9.
Global Spine J ; 9(1): 32-40, 2019 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-30775206

RESUMO

STUDY DESIGN: Meta-analysis. OBJECTIVE: Proximal junctional kyphosis (PJK) is a complication of surgical management for adult spinal deformity with a multifactorial etiology. Many risk factors are controversial and their relative importance are not fully understood. We aimed to identify the surgical, radiographic, and patient-related risk factors associated with PJK and proximal junctional failure (PJF). METHODS: A systematic literature search was performed using PubMed, Cochrane Database of Systematic Reviews, and EMBASE. The inclusion criteria included prospective randomized control trials and prospective/retrospective cohort studies of adult patients with radiographic evidence of PJK, which was defined as a proximal junctional sagittal Cobb angle ≥10° and at least 10° greater than the preoperative measurement. Studies required a minimum of 10 patients and 12 months of follow-up. RESULTS: A total of 14 unique studies, including 1908 patients were included. The pooled analysis showed significant differences between the PJK and non-PJK groups in age (weighted mean difference [WMD] -3.80; P = .03), prevalence of osteopenia/osteoporosis (odds ratio [OR] 1.99; P = .0004), preoperative sagittal vertical axis (SVA) (WMD -17.52; P = .02), preoperative lumbar lordosis (LL) (WMD -1.22; P = .002), pedicle screw instrumentation at the upper instrumented vertebra (UIV) (OR 1.67; P = .02), change in SVA (WMD -11.87; P = .01), fusion to sacrum/pelvis/ilium (OR 2.14; P < .00 001), change in LL (WMD -5.61; P = .01), and postoperative SVA (WMD -7.79; P = .008). CONCLUSIONS: Our meta-analysis suggests that age, osteopenia/osteoporosis, high preoperative SVA, high postoperative SVA, low preoperative LL, use of pedicle screws at the UIV, SVA change/correction, LL change/correction, and fusion to sacrum/pelvis/iliac region are risk factors for PJK.

10.
Global Spine J ; 8(7): 662-667, 2018 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-30443474

RESUMO

STUDY DESIGN: Retrospective study. OBJECTIVES: To determine rates of medical and surgical postoperative complications in adults with hypoalbuminemia undergoing anterior lumbar interbody fusion (ALIF). METHODS: This was a retrospective analysis of prospectively collected data from the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) database of patients (≥18 years old) undergoing ALIF procedures, identified by CPT (Current Procedural Terminology) code from 2011 to 2014. Poor nutritional status was defined by a preoperative serum albumin level <3.5 g/dL, and albumin levels above this were considered normal. Multivariate logistic regression models were utilized to assess preoperative risk factors including nutritional status as predictors of specific postoperative complications. Significance was defined as P < .05 and odds ratios (ORs) were calculated with a 95% confidence interval (CI). This model was used to determine the strength of nutritional status as an adjusted predictor of adverse postoperative events. RESULTS: There were 3184 ALIF cases, including 1,275 (40%) of which had preoperative serum albumin levels. 53 (4.15%) patients were classified as having poor nutrition status. Poor preoperative nutritional status was shown to be a strong independent predictor of length of stay ≥5 days (OR = 2.56, 95% CI 1.43-4.59, P = .002), urinary tract infection (OR = 5.93, 95% CI 2.11-16.68, P = .001), and sepsis (OR = 5.35, 95% CI 1.13-25.42, P = .035) compared to patients with normal preoperative serum albumin levels. CONCLUSIONS: Our analysis shows that patients with poor nutritional status before ALIF are independently at risk for sepsis as well as increased length of stay and urinary tract infection.

11.
Orthopedics ; 41(5): e734-e737, 2018 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-30052260

RESUMO

Eleven patients with symptomatic talus osteochondral defects who underwent subchondroplasty with bone marrow aspirate concentrate injection were retrospectively reviewed. Foot and Ankle Outcome Score and visual analog scale pain score were recorded preoperatively and at the 1-year postoperative visit. The mean osteochondral defect size was 1.3×1.4 cm. The weight-bearing visual analog scale pain score improved from a mean of 7.8 to 1.8, and the Foot and Ankle Outcome Score improved from a mean of 67.1 to 89.6. At 1-year follow-up, 10 patients reported they would have the procedure again. Subchondroplasty and bone marrow aspirate concentrate injection offered good pain relief for talus osteochondral defects. The procedure allows immediate weight bearing postoperatively and does not compromise future treatments. [Orthopedics. 2018; 41(5):e734-e737.].


Assuntos
Artroplastia/métodos , Transplante de Medula Óssea , Cartilagem Articular/cirurgia , Tálus/cirurgia , Adulto , Cartilagem Articular/lesões , Feminino , Seguimentos , Humanos , Masculino , Pessoa de Meia-Idade , Medição da Dor , Estudos Retrospectivos , Tálus/lesões , Resultado do Tratamento , Suporte de Carga , Adulto Jovem
12.
Spine (Phila Pa 1976) ; 43(14): E842-E848, 2018 07 15.
Artigo em Inglês | MEDLINE | ID: mdl-29940604

RESUMO

STUDY DESIGN: Systematic review and meta-analysis. OBJECTIVE: Examine the functional outcomes and complications following laminectomy for thoracic myelopathy due to ossification of the ligamentum flavum (OLF). SUMMARY OF BACKGROUND DATA: OLF is a rare condition that can cause thoracic myelopathy. Laminectomy is a procedure that can be performed to decompress the spinal cord in patients with thoracic myelopathy due to OLF. Few studies have examined postoperative outcomes and complications following laminectomy for thoracic myelopathy secondary to OLF. METHODS: A systematic review and meta-analysis was performed. Literature search yielded six studies that met our selection criteria. Study characteristics and baseline patient demographics were extracted from each study. Primary outcomes included pre- and postoperative Japanese Orthopedic Association (JOA) scores and perioperative complications including dural tears, cerebrospinal fluid (CSF) leaks, neurological deficits, surgical site infections, and other complications. We calculated pooled proportion estimates for JOA scores and complications using a random effects model. RESULTS: A total of 137 patients were included. The pooled pre- and postoperative JOA scores were 5.08 (95% confidence interval [CI], 2.70-7.47; I = 98%) and 8.29 (95% CI, 7.73-8.85; I = 18%), respectively, with a mean improvement of +3.03 points (95% CI, 1.08-4.98; I = 88%). Pooled proportion estimates for dural tears, CSF leaks, infections, and early neurological deficits were 18.4% (95% CI, 12.6-26.1; I = 0%), 12.1% (95% CI, 6.6-21.2; I = 0%), 5.8% (95% CI, 2.1-15.4; I = 0%), and 5.7% (95% CI, 2.2-14.3; I = 0%), respectively. CONCLUSION: Thoracic myelopathy secondary to OLF can be treated with laminectomy. However, despite some improvement in JOA score, functional status remains poor postoperatively. Perioperative complications are common, with dural tears and CSF leaks occurring most frequently. OLF is an uncommon condition and more research is needed to better understand how we can improve the outcomes of laminectomy alone for the treatment of thoracic myelopathy due to OLF. LEVEL OF EVIDENCE: 3.


Assuntos
Laminectomia/efeitos adversos , Ligamento Amarelo/cirurgia , Ossificação Heterotópica/cirurgia , Complicações Pós-Operatórias , Doenças da Medula Espinal/cirurgia , Vértebras Torácicas/cirurgia , Humanos , Laminectomia/tendências , Ligamento Amarelo/patologia , Ossificação Heterotópica/complicações , Ossificação Heterotópica/diagnóstico , Complicações Pós-Operatórias/diagnóstico , Complicações Pós-Operatórias/etiologia , Doenças da Medula Espinal/diagnóstico , Doenças da Medula Espinal/etiologia , Vértebras Torácicas/patologia , Resultado do Tratamento
13.
Spine (Phila Pa 1976) ; 43(12): 853-860, 2018 06 15.
Artigo em Inglês | MEDLINE | ID: mdl-29016439

RESUMO

STUDY DESIGN: A cross-sectional database study. OBJECTIVE: The aim of this study was to train and validate machine learning models to identify risk factors for complications following posterior lumbar spine fusion. SUMMARY OF BACKGROUND DATA: Machine learning models such as artificial neural networks (ANNs) are valuable tools for analyzing and interpreting large and complex datasets. ANNs have yet to be used for risk factor analysis in orthopedic surgery. METHODS: The American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) database was queried for patients who underwent posterior lumbar spine fusion. This query returned 22,629 patients, 70% of whom were used to train our models, and 30% were used to evaluate the models. The predictive variables used included sex, age, ethnicity, diabetes, smoking, steroid use, coagulopathy, functional status, American Society for Anesthesiology (ASA) class ≥3, body mass index (BMI), pulmonary comorbidities, and cardiac comorbidities. The models were used to predict cardiac complications, wound complications, venous thromboembolism (VTE), and mortality. Using ASA class as a benchmark for prediction, area under receiver operating curves (AUC) was used to determine the accuracy of our machine learning models. RESULTS: On the basis of AUC values, ANN and LR both outperformed ASA class for predicting all four types of complications. ANN was the most accurate for predicting cardiac complications, and LR was most accurate for predicting wound complications, VTE, and mortality, though ANN and LR had comparable AUC values for predicting all types of complications. ANN had greater sensitivity than LR for detecting wound complications and mortality. CONCLUSION: Machine learning in the form of logistic regression and ANNs were more accurate than benchmark ASA scores for identifying risk factors of developing complications following posterior lumbar spine fusion, suggesting they are potentially great tools for risk factor analysis in spine surgery. LEVEL OF EVIDENCE: 3.


Assuntos
Vértebras Lombares/cirurgia , Aprendizado de Máquina , Redes Neurais de Computação , Complicações Pós-Operatórias/diagnóstico , Fusão Vertebral/efeitos adversos , Estudos Transversais , Bases de Dados Factuais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Prognóstico
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