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Artificial Intelligence and the Future of Spine Surgery

Joshi, Rushikesh S; Lau, Darryl; Ames, Christopher P
PMCID:6944989
PMID: 31905450
ISSN: 2586-6583
CID: 4618522

Artificial Intelligence for Adult Spinal Deformity

Joshi, Rushikesh S; Haddad, Alexander F; Lau, Darryl; Ames, Christopher P
Adult spinal deformity (ASD) is a complex disease that significantly affects the lives of many patients. Surgical correction has proven to be effective in achieving improvement of spinopelvic parameters as well as improving quality of life (QoL) for these patients. However, given the relatively high complication risk associated with ASD correction, it is of paramount importance to develop robust prognostic tools for predicting risk profile and outcomes. Historically, statistical models such as linear and logistic regression models were used to identify preoperative factors associated with postoperative outcomes. While these tools were useful for looking at simple associations, they represent generalizations across large populations, with little applicability to individual patients. More recently, predictive analytics utilizing artificial intelligence (AI) through machine learning for comprehensive processing of large amounts of data have become available for surgeons to implement. The use of these computational techniques has given surgeons the ability to leverage far more accurate and individualized predictive tools to better inform individual patients regarding predicted outcomes after ASD correction surgery. Applications range from predicting QoL measures to predicting the risk of major complications, hospital readmission, and reoperation rates. In addition, AI has been used to create a novel classification system for ASD patients, which will help surgeons identify distinct patient subpopulations with unique risk-benefit profiles. Overall, these tools will help surgeons tailor their clinical practice to address patients' individual needs and create an opportunity for personalized medicine within spine surgery.
PMCID:6944987
PMID: 31905457
ISSN: 2586-6583
CID: 4618532

The impact of surgeon experience on perioperative complications and operative measures following thoracolumbar 3-column osteotomy for adult spinal deformity: overcoming the learning curve

Lau, Darryl; Deviren, Vedat; Ames, Christopher P
OBJECTIVE:Posterior-based thoracolumbar 3-column osteotomy (3CO) is a formidable surgical procedure. Surgeon experience and case volume are known factors that influence surgical complication rates, but these factors have not been studied well in cases of adult spinal deformity (ASD). This study examines how surgeon experience affects perioperative complications and operative measures following thoracolumbar 3CO in ASD. METHODS:A retrospective study was performed of a consecutive cohort of thoracolumbar ASD patients who underwent 3CO performed by the senior authors from 2006 to 2018. Multivariate analysis was used to assess whether experience (years of experience and/or number of procedures) is associated with perioperative complications, operative duration, and blood loss. RESULTS:A total of 362 patients underwent 66 vertebral column resections (VCRs) and 296 pedicle subtraction osteotomies (PSOs). The overall complication rate was 29.4%, and the surgical complication rate was 8.0%. The rate of postoperative neurological deficits was 6.2%. There was a trend toward lower overall complication rates with greater operative years of experience (from 44.4% to 28.0%) (p = 0.115). Years of operative experience was associated with a significantly lower rate of neurological deficits (p = 0.027); the incidence dropped from 22.2% to 4.0%. The mean operative time was 310.7 minutes overall. Both increased years of experience and higher case numbers were significantly associated with shorter operative times (p < 0.001 and p = 0.001, respectively). Only operative years of experience was independently associated with operative times (p < 0.001): 358.3 minutes from 2006 to 2008 to 275.5 minutes in 2018 (82.8 minutes shorter). Over time, there was less deviation and more consistency in operative times, despite the implementation of various interventions to promote fusion and prevent construct failure: utilization of multiple-rod constructs (standard, satellite, and nested rods), bone morphogenetic protein, vertebroplasty, and ligament augmentation. Of note, the use of tranexamic acid did not significantly lower blood loss. CONCLUSIONS:Surgeon years of experience, rather than number of 3COs performed, was a significant factor in mitigating neurological complications and improving quality measures following thoracolumbar 3CO for ASD. The 3- to 5-year experience mark was when the senior surgeon overcame a learning curve and was able to minimize neurological complication rates. There was a continuous decrease in operative time as the surgeon's experience increased; this was in concurrence with the implementation of additional preventative surgical interventions. Ongoing practice changes should be implemented and can be done safely, but it is imperative to self-assess the risks and benefits of those practice changes.
PMID: 31653817
ISSN: 1547-5646
CID: 4618512

Applicability of cervical sagittal vertical axis, cervical lordosis, and T1 slope on pain and disability outcomes after anterior cervical discectomy and fusion in patients without deformity

Lau, Darryl; DiGiorgio, Anthony M; Chan, Andrew K; Dalle Ore, Cecilia L; Virk, Michael S; Chou, Dean; Bisson, Erica F; Mummaneni, Praveen V
OBJECTIVE:Understanding what influences pain and disability following anterior cervical discectomy and fusion (ACDF) in patients with degenerative cervical spine disease is critical. This study examines the timing of clinical improvement and identifies factors (including spinal alignment) associated with worse outcomes. METHODS:Consecutive adult patients were enrolled in a prospective outcomes database from two academic centers participating in the Quality Outcomes Database from 2013 to 2016. Demographics, surgical details, radiographic data, arm and neck pain (visual analog scale [VAS] scores), and disability (Neck Disability Index [NDI] and EQ-5D scores) were reviewed. Multivariate analysis was used. RESULTS:A total of 186 patients were included, and 48.4% were male. Their mean age was 55.4 years, and 45.7% had myelopathy. Preoperative cervical sagittal vertical axis (cSVA), cervical lordosis (CL), and T1 slope values were 24.9 mm (range 0-55 mm), 10.4° (range -6.0° to 44°), and 28.3° (range 14.0°-51.0°), respectively. ACDF was performed at 1, 2, and 3 levels in 47.8%, 42.0%, and 10.2% of patients, respectively. Preoperative neck and arm VAS scores were 5.7 and 5.4, respectively. NDI and EQ-5D scores were 22.1 and 0.5, respectively. There was significant improvement in all outcomes at 3 months (p < 0.001) and 12 months (p < 0.001). At 3 months, neck VAS (3.0), arm VAS (2.2), NDI (12.7), and EQ-5D (0.7) scores were improved, and at 12 months, neck VAS (2.8), arm VAS (2.3), NDI (11.7), and EQ-5D (0.8) score improvements were sustained. Improvements occurred within the first 3-month period; there was no significant difference in outcomes between the 3-month and 12-month mark. There was no correlation among cSVA, CL, or T1 slope with any outcome endpoint. The most consistent independent preoperative factors associated with worse outcomes were high neck and arm VAS scores and a severe NDI result (p < 0.001). Similar findings were seen with worse NDI and EQ-5D scores (p < 0.001). A significant linear trend of worse NDI and EQ-5D scores at 3 and 12 months was associated with worse baseline scores. Of the 186 patients, 171 (91.9%) had 3-month follow-up data, and 162 (87.1%) had 12-month follow-up data. CONCLUSIONS:ACDF is effective in improving pain and disability, and improvement occurs within 3 months of surgery. cSVA, CL, and T1 slope do not appear to influence outcomes following ACDF surgery in the population with degenerative cervical disease. Therefore, in patients with relatively normal cervical parameters, augmenting alignment or lordosis is likely unnecessary. Worse preoperative pain and disability were independently associated with worse outcomes.
PMID: 31628295
ISSN: 1547-5646
CID: 4618502

Insurance type impacts the economic burden and survival of patients with newly diagnosed glioblastoma

Chandra, Ankush; Young, Jacob S; Dalle Ore, Cecilia; Dayani, Fara; Lau, Darryl; Wadhwa, Harsh; Rick, Jonathan W; Nguyen, Alan T; McDermott, Michael W; Berger, Mitchel S; Aghi, Manish K
OBJECTIVE:Glioblastoma (GBM) carries a high economic burden for patients and caregivers, much of which is associated with initial surgery. The authors investigated the impact of insurance status on the inpatient hospital costs of surgery for patients with GBM. METHODS:The authors conducted a retrospective review of patients with GBM (2010-2015) undergoing their first resection at the University of California, San Francisco, and corresponding inpatient hospital costs. RESULTS:Of 227 patients with GBM (median age 62 years, 37.9% females), 31 (13.7%) had Medicaid, 94 (41.4%) had Medicare, and 102 (44.9%) had private insurance. Medicaid patients had 30% higher overall hospital costs for surgery compared to non-Medicaid patients ($50,285 vs $38,779, p = 0.01). Medicaid patients had higher intensive care unit (ICU; p < 0.01), operating room (p < 0.03), imaging (p < 0.001), room and board (p < 0001), and pharmacy (p < 0.02) costs versus non-Medicaid patients. Medicaid patients had significantly longer overall and ICU lengths of stay (6.9 and 2.6 days) versus Medicare (4.0 and 1.5 days) and privately insured patients (3.9 and 1.8 days, p < 0.01). Medicaid patients had similar comorbidity rates to Medicare patients (67.8% vs 68.1%), and both groups had higher comorbidity rates than privately insured patients (37.3%, p < 0.0001). Only 67.7% of Medicaid patients had primary care providers (PCPs) versus 91.5% of Medicare and 86.3% of privately insured patients (p = 0.009) at the time of presentation. Tumor diameter at diagnosis was largest for Medicaid (4.7 cm) versus Medicare (4.1 cm) and privately insured patients (4.2 cm, p = 0.03). Preoperative (70 vs 90, p = 0.02) and postoperative (80 vs 90, p = 0.03) Karnofsky Performance Scale (KPS) scores were lowest for Medicaid versus non-Medicaid patients, while in subgroup analysis, postoperative KPS score was lowest for Medicaid patients (80, vs 90 for Medicare and 90 for private insurance; p = 0.03). Medicaid patients had significantly shorter median overall survival (10.7 months vs 12.8 months for Medicare and 15.8 months for private insurance; p = 0.02). Quality-adjusted life year (QALY) scores were 0.66 and 1.05 for Medicaid and non-Medicaid patients, respectively (p = 0.036). The incremental cost per QALY was $29,963 lower for the non-Medicaid cohort. CONCLUSIONS:Patients with GBMs and Medicaid have higher surgical costs, longer lengths of stay, poorer survival, and lower QALY scores. This study indicates that these patients lack PCPs, have more comorbidities, and present later in the disease course with larger tumors; these factors may drive the poorer postoperative function and greater consumption of hospital resources that were identified. Given limited resources and rising healthcare costs, factors such as access to PCPs, equitable adjuvant therapy, and early screening/diagnosis of disease need to be improved in order to improve prognosis and reduce hospital costs for patients with GBM.
PMID: 31226687
ISSN: 1933-0693
CID: 4618492

Perioperative outcomes associated with thoracolumbar 3-column osteotomies for adult spinal deformity patients with rheumatoid arthritis

Dalle Ore, Cecilia L; Ames, Christopher P; Deviren, Vedat; Lau, Darryl
OBJECTIVE:Spinal deformity causing spinal imbalance is directly correlated to pain and disability. Prior studies suggest adult spinal deformity (ASD) patients with rheumatoid arthritis (RA) have more complex deformities and are at higher risk for complications. In this study the authors compared outcomes of ASD patients with RA following thoracolumbar 3-column osteotomies to outcomes of a matched control cohort. METHODS:All patients with RA who underwent 3-column osteotomy for thoracolumbar deformity correction performed by the senior author from 2006 to 2016 were identified retrospectively. A cohort of patients without RA who underwent 3-column osteotomies for deformity correction was matched based on multiple clinical factors. Data regarding demographics and surgical approach, along with endpoints including perioperative outcomes, reoperations, and incidence of proximal junctional kyphosis (PJK) were reviewed. Univariate analyses were used to compare patients with RA to matched controls. RESULTS:Eighteen ASD patients with RA were identified, and a matched cohort of 217 patients was generated. With regard to patients with RA, 11.1% were male and the mean age was 68.1 years. Vertebral column resection (VCR) was performed in 22.2% and pedicle subtraction osteotomy (PSO) in 77.8% of patients. Mean case length was 324.4 minutes and estimated blood loss (EBL) was 2053.6 ml. Complications were observed in 38.9% of patients with RA and 29.0% of patients without RA (p = 0.380), with a trend toward increased medical complications (38.9% vs 21.2%, p = 0.084). Patients with RA had a significantly higher incidence of deep vein thrombosis (DVT)/pulmonary embolism (PE) (11.1% vs 1.8%, p = 0.017) and wound infections (16.7% vs 5.1%, p = 0.046). PJK occurred in 16.7% of patients with RA, and 33.3% of RA patients underwent reoperation. Incidence rates of PJK and reoperation in matched controls were 12.9% and 25.3%, respectively (p = 0.373, p = 0.458). At follow-up, mean sagittal vertical axis (SVA) was 6.1 cm in patients with RA and 4.5 cm in matched controls (p = 0.206). CONCLUSIONS:Findings from this study suggest that RA patients experience a higher incidence of medical complications, specifically DVT/PE. Preoperative lower-extremity ultrasounds, inferior vena cava (IVC) filter placement, and/or early initiation of DVT prophylaxis in RA patients may be indicated. Perioperative complications, morbidity, and long-term outcomes are otherwise similar to non-RA patients. ABBREVIATIONS:AKI = acute kidney injury; ASA = American Society of Anesthesiologists; ASD = adult spinal deformity; CSVL = central sacral vertical line; DMARDs = disease-modifying antirheumatic drugs; DVT = deep vein thrombosis; EBL = estimated blood loss; HRQOL = health-related quality of life; IVC = inferior vena cava; LOS = length of stay; LL = lumbar lordosis; ODI = Oswestry Disability Index; PE = pulmonary embolism; PI = pelvic incidence; PI-LL = PI − LL mismatch; PJK = proximal junctional kyphosis; PT = pelvic tilt; PSO = pedicle subtraction osteotomy; RA = rheumatoid arthritis; SVA = sagittal vertical axis; TK = thoracic kyphosis; UIV = upper instrumented vertebra; UTI = urinary tract infection; VAS = visual analog scale; VCR = vertebral column resection; VTE = venous thromboembolism.
PMID: 30835702
ISSN: 1547-5646
CID: 4618462

Value of aggressive surgical and intensive care unit in elderly patients with traumatic spinal cord injury

Lau, Darryl; Dalle Ore, Cecilia L; Tarapore, Phiroz E; Huang, Michael; Manley, Geoffrey; Singh, Vineeta; Mummaneni, Praveen V; Beattie, Michael; Bresnahan, Jacqueline; Ferguson, Adam R; Talbott, Jason F; Whetstone, William; Dhall, Sanjay S
OBJECTIVEThe elderly are a growing subpopulation within traumatic spinal cord injury (SCI) patients. Studies have reported high morbidity and mortality rates in elderly patients who undergo surgery for SCI. In this study, the authors compare the perioperative outcomes of surgically managed elderly SCI patients with those of a younger cohort and those reported in the literature.METHODSData on a consecutive series of adult traumatic SCI patients surgically managed at a single institution in the period from 2007 to 2017 were retrospectively reviewed. The cohort was divided into two groups based on age: younger than 70 years and 70 years or older. Assessed outcomes included complications, in-hospital mortality, intensive care unit (ICU) stay, hospital length of stay (LOS), disposition, and neurological status.RESULTSA total of 106 patients were included in the study: 83 young and 23 elderly. The two groups were similar in terms of imaging features (cord hemorrhage and fracture), operative technique, and American Spinal Injury Association Impairment Scale (AIS) grade. The elderly had a significantly higher proportion of cervical SCIs (95.7% vs 71.1%, p = 0.047). There were no significant differences between the young and the elderly in terms of the ICU stay (13.1 vs 13.3 days, respectively, p = 0.948) and hospital LOS (23.3 vs 21.7 days, p = 0.793). Elderly patients experienced significantly higher complication (73.9% vs 43.4%, p = 0.010) and mortality (13.0% vs 1.2%, p = 0.008) rates; in other words, the elderly patients had 1.7 times and 10.8 times the rate of complications and mortality, respectively, than the younger patients. No elderly patients were discharged home (0.0% vs 18.1%, p = 0.029). Discharge AIS grade and AIS grade change were similar between the groups.CONCLUSIONSElderly patients had higher complication and mortality rates than those in younger patients and were less likely to be discharged home. However, it does seem that mortality rates have improved compared to those in prior historical reports.
PMID: 30835676
ISSN: 1092-0684
CID: 4618452

Outcomes of Posterior Thoracic Corpectomies for Metastatic Spine Tumors: An Analysis of 90 Patients

Zhou, Rong Ping; Mummaneni, Praveen V; Chen, Kai-Yuan; Lau, Darryl; Cao, Kai; Amara, Dominic; Zhang, Can; Dhall, Sanjay; Chou, Dean
OBJECTIVE:To retrospectively analyze the outcomes and complications of patients with metastatic thoracic spinal tumors (MTTs) who underwent posterior corpectomies. METHODS:Ninety patients with MTTs who underwent posterior corpectomies were retrospectively analyzed. Characteristics evaluated included number of MTTs per year, location, involved vertebrae numbers, sex, histology, pre- and postoperative American Spinal Injury Association (ASIA) grade, visual analog scale (VAS) pain scores, operative time, blood loss, and length of hospital stay. RESULTS:The average follow-up was 20.8 ± 27.9 months (range, 0.5-139.4 months). Of the patients, 76.67% had a single metastasis and 23.33% had multiple metastases. For histology, 16.67% were breast, 15.56% were lung, 12.22% were prostate, and 12.22% were renal cell carcinoma. Of the patients with paraplegia and paraparesis, 74% improved. One patient improved from ASIA grade A to D, 3 patients improved from grade B to C, 8 patients improved from grade C to D or E, and 25 patients improved from grade D to E. Three patients (6%) with ASIA grade A and 1 patient (2%) with ASIA grade B had no improvement. One patient with ASIA grade C and 8 patients (16%) with grade D had no improvement. After surgery, VAS pain scores decreased from 8.45 ± 1.57 to 1.211 ± 1.81. In terms of complications, 2 patients (2.22%) had deep vein thrombosis and 1 patient had pulmonary embolism (1.11%). Other complications included wound infection (4.44%), cerebrospinal fluid leak (4.44%), pleural effusion (3.33%), wound dehiscence (2.22%), cellulitis (1.11%), epidural hematoma (1.11%), and pneumothorax (1.11%). Of the patients, 2.22% had implant failure and pseudoarthrosis, with 1 patient needing revision surgery. One patient (1.11%) had tumor recurrence. CONCLUSIONS:Our results suggest that posterior thoracic corpectomies for MTTs have a reasonable complication rate with favorable outcomes.
PMID: 30500586
ISSN: 1878-8769
CID: 4618442

Outcomes Following Single-Stage Posterior Vertebral Column Resection for Severe Thoracic Kyphosis

Dalle Ore, Cecilia L; Ames, Christopher P; Deviren, Vedat; Lau, Darryl
INTRODUCTION/BACKGROUND:Thoracic kyphosis can result in neurologic deficits, pain, and cardiopulmonary dysfunction. Vertebral column resection (VCR) is a powerful technique that can be employed for large curves and fixed deformities. This study reports the outcomes of posterior VCR for adult spinal deformity with severe thoracic kyphosis. METHODS:A retrospective review of all patients with adult spinal deformity who underwent posterior VCR for severe thoracic kyphosis (defined as segmental kyphosis greater than 80°) was performed. Patients with kyphosis secondary to trauma, tumor, or infection were excluded. Perioperative, radiographic, and minimum 2-year outcomes were assessed. RESULTS:Nineteen patients were included. Mean age was 57.1 years and 31.6% were male. Mean preoperative sagittal vertical axis was 57.7 mm and thoracic kyphosis was 92.2°. Among 19 patients, 24 VCR were performed. Mean blood loss was 2188 mL. Perioperative complication rate was 36.8% and mortality rate was 5.3%. Mean postoperative sagittal vertical axis was 42.3 mm and thoracic kyphosis was 58.1°. Incidence of junctional failure at 2-year follow-up was 14.8%: 1 proximal and 2 distal. All patients with junctional disease required reoperation. At mean 35.7-month follow-up, 61.1% of patients reported a significant reduction of back pain and 50.0% were able to reduce their dose of opioid medications. CONCLUSIONS:Single-stage posterior VCR is a powerful technique for the correction of severe thoracic kyphosis. Perioperative morbidity can be high, but a majority of patients fare well at follow-up. Junctional disease occurs both proximal and distal; surgeons should continue to implement strategies to minimize distal junctional disease.
PMID: 30077025
ISSN: 1878-8769
CID: 4618402

Surgical management of congenital thoracic kyphosis and multilevel bilateral thoracic pedicle aplasia: case report [Case Report]

Lau, Darryl; Dalle Ore, Cecilia L; Martin, Kenneth W; Policy, James F; Sun, Peter P
Pedicle aplasia is an uncommon congenital anomaly most frequently involving the absence of a single pedicle at a single vertebral level. Bilateral pedicle aplasia at multiple levels is exceedingly rare and has only been described once previously in the literature. While single-level pedicle aplasia is often asymptomatic and discovered incidentally, pedicle aplasia of multiple levels may produce severe spinal deformities and neurological deficits. Due to the rarity of this condition, optimal management remains uncertain. In this case report, the authors describe the surgical management of a healthy 9-year-old boy who presented with frequent falls, difficulty running, and severe thoracic kyphotic deformity and was found to have bilateral pedicle aplasia from T3 to T9. A review of the literature regarding pedicle aplasia is also presented.
PMID: 30497201
ISSN: 1933-0715
CID: 4618432