3,589 results on '"Smith, Justin S"'
Search Results
2. Thoracolumbar fusions for adult lumbar deformity show superior QALY gain and lower costs compared with upper thoracic fusions
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Kim, Andrew H., Hostin, Richard A., Yeramaneni, Samrat, Gum, Jeffrey L., Nayak, Pratibha, Line, Breton G., Bess, Shay, Passias, Peter G., Hamilton, D. Kojo, Gupta, Munish C., Smith, Justin S., Lafage, Renaud, Diebo, Bassel G., Lafage, Virginie, Klineberg, Eric O., Daniels, Alan H., Protopsaltis, Themistocles S., Schwab, Frank J., Shaffrey, Christopher I., Ames, Christopher P., Burton, Douglas C., and Kebaish, Khaled M.
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- 2024
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3. Contemporary utilization of three-column osteotomy techniques in a prospective complex spinal deformity multicenter database: implications on full-body alignment and perioperative course
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Williamson, Tyler K., Mir, Jamshaid M., Smith, Justin S., Lafage, Virginie, Lafage, Renaud, Line, Breton, Diebo, Bassel G., Daniels, Alan H., Gum, Jeffrey L., Hamilton, D. Kojo, Scheer, Justin K., Eastlack, Robert, Demetriades, Andreas K., Kebaish, Khaled M., Lewis, Stephen, Lenke, Lawrence G., Hostin Jr, Richard A., Gupta, Munish C., Kim, Han Jo, Ames, Christopher P., Burton, Douglas C., Shaffrey, Christopher I., Klineberg, Eric O., Bess, Shay, and Passias, Peter G.
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- 2024
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4. Defining modern iatrogenic flatback syndrome: examination of segmental lordosis in short lumbar fusion patients undergoing thoracolumbar deformity correction
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Diebo, Bassel G., Singh, Manjot, Balmaceno-Criss, Mariah, Daher, Mohammad, Lenke, Lawrence G., Ames, Christopher P., Burton, Douglas C., Lewis, Stephen M., Klineberg, Eric O., Lafage, Renaud, Eastlack, Robert K., Gupta, Munish C., Mundis, Gregory M., Gum, Jeffrey L., Hamilton, Kojo D., Hostin, Richard, Passias, Peter G., Protopsaltis, Themistocles S., Kebaish, Khaled M., Kim, Han Jo, Shaffrey, Christopher I., Line, Breton G., Mummaneni, Praveen V., Nunley, Pierce D., Smith, Justin S., Turner, Jay, Schwab, Frank J., Uribe, Juan S., Bess, Shay, Lafage, Virginie, and Daniels, Alan H.
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- 2024
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5. Mechanisms of lumbar spine “flattening” in adult spinal deformity: defining changes in shape that occur relative to a normative population
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Lafage, Renaud, Mota, Frank, Khalifé, Marc, Protopsaltis, Themistocles, Passias, Peter G., Kim, Han-Jo, Line, Breton, Elysée, Jonathan, Mundis, Gregory, Shaffrey, Christopher I., Ames, Christopher P., Klineberg, Eric O., Gupta, Munish C., Burton, Douglas C., Lenke, Lawrence G., Bess, Shay, Smith, Justin S., Schwab, Frank J., and Lafage, Virginie
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- 2024
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6. Intraoperative fluid management in adult spinal deformity surgery: variation analysis and association with outcomes
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Cetik, Riza M., Gum, Jeffrey L., Lafage, Renaud, Smith, Justin S., Bess, Shay, Mullin, Jeffrey P., Kelly, Michael P., Diebo, Bassel G., Buell, Thomas J., Scheer, Justin K., Line, Breton G., Lafage, Virginie, Klineberg, Eric O., Kim, Han Jo, Passias, Peter G., Kebaish, Khaled M., Eastlack, Robert K., Daniels, Alan H., Soroceanu, Alex, Mundis, Gregory M., Hostin, Richard A., Protopsaltis, Themistocles S., Hamilton, D. Kojo, Hart, Robert A., Gupta, Munish C., Lewis, Stephen J., Schwab, Frank J., Lenke, Lawrence G., Shaffrey, Christopher I., Ames, Christopher P., and Burton, Douglas C.
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- 2024
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7. Machine learning potentials with Iterative Boltzmann Inversion: training to experiment
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Matin, Sakib, Allen, Alice, Smith, Justin S., Lubbers, Nicholas, Jadrich, Ryan B., Messerly, Richard A., Nebgen, Benjamin T., Li, Ying Wai, Tretiak, Sergei, and Barros, Kipton
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Physics - Applied Physics - Abstract
Methodologies for training machine learning potentials (MLPs) to quantum-mechanical simulation data have recently seen tremendous progress. Experimental data has a very different character than simulated data, and most MLP training procedures cannot be easily adapted to incorporate both types of data into the training process. We investigate a training procedure based on Iterative Boltzmann Inversion that produces a pair potential correction to an existing MLP, using equilibrium radial distribution function data. By applying these corrections to a MLP for pure aluminum based on Density Functional Theory, we observe that the resulting model largely addresses previous overstructuring in the melt phase. Interestingly, the corrected MLP also exhibits improved performance in predicting experimental diffusion constants, which are not included in the training procedure. The presented method does not require auto-differentiating through a molecular dynamics solver, and does not make assumptions about the MLP architecture. The results suggest a practical framework of incorporating experimental data into machine learning models to improve accuracy of molecular dynamics simulations.
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- 2023
8. Exploring the frontiers of condensed-phase chemistry with a general reactive machine learning potential
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Zhang, Shuhao, Makoś, Małgorzata Z., Jadrich, Ryan B., Kraka, Elfi, Barros, Kipton, Nebgen, Benjamin T., Tretiak, Sergei, Isayev, Olexandr, Lubbers, Nicholas, Messerly, Richard A., and Smith, Justin S.
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- 2024
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9. Development of a modified frailty index for adult spinal deformities independent of functional changes following surgical correction: a true baseline risk assessment tool
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Passias, Peter G., Pierce, Katherine E., Mir, Jamshaid M., Krol, Oscar, Lafage, Renaud, Lafage, Virginie, Line, Breton, Uribe, Juan S., Hostin, Richard, Daniels, Alan, Hart, Robert, Burton, Douglas, Shaffrey, Christopher, Schwab, Frank, Diebo, Bassel G., Ames, Christopher P., Smith, Justin S., Schoenfeld, Andrew J., Bess, Shay, and Klineberg, Eric O.
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- 2024
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10. Lightweight and Effective Tensor Sensitivity for Atomistic Neural Networks
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Chigaev, Michael, Smith, Justin S., Anaya, Steven, Nebgen, Benjamin, Bettencourt, Matthew, Barros, Kipton, and Lubbers, Nicholas
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Physics - Chemical Physics - Abstract
Atomistic machine learning focuses on the creation of models which obey fundamental symmetries of atomistic configurations, such as permutation, translation, and rotation invariances. In many of these schemes, translation and rotation invariance are achieved by building on scalar invariants, e.g., distances between atom pairs. There is growing interest in molecular representations that work internally with higher rank rotational tensors, e.g., vector displacements between atoms, and tensor products thereof. Here we present a framework for extending the Hierarchically Interacting Particle Neural Network (HIP-NN) with Tensor Sensitivity information (HIP-NN-TS) from each local atomic environment. Crucially, the method employs a weight tying strategy that allows direct incorporation of many-body information while adding very few model parameters. We show that HIP-NN-TS is more accurate than HIP-NN, with negligible increase in parameter count, for several datasets and network sizes. As the dataset becomes more complex, tensor sensitivities provide greater improvements to model accuracy. In particular, HIP-NN-TS achieves a record mean absolute error of 0.927 kcal/mol for conformational energy variation on the challenging COMP6 benchmark, which includes a broad set of organic molecules. We also compare the computational performance of HIP-NN-TS to HIP-NN and other models in the literature.
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- 2022
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11. Cervicothoracic Versus Proximal Thoracic Lower Instrumented Vertebra Have Comparable Radiographic and Clinical Outcomes in Adult Cervical Deformity.
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Kim, Han Jo, Yao, Yu-Cheng, Bannwarth, Mathieu, Smith, Justin S, Klineberg, Eric O, Mundis, Gregory M, Protopsaltis, Themistocles S, Charles-Elysee, Jonathan, Bess, Shay, Shaffrey, Christopher I, Passias, Peter G, Schwab, Frank J, Ames, Christopher P, Lafage, Virginie, and International Spine Study Group (ISSG)
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International Spine Study Group ,adult cervical deformity ,complication ,corrective surgery ,distal junctional kyphosis ,health-related quality of life scores ,lowest instrumented level ,outcomes ,reoperation ,Clinical Research - Abstract
Study designComparative cohort study.ObjectiveFactors that influence the lower instrumented vertebra (LIV) selection in adult cervical deformity (ACD) are less reported, and outcomes in the cervicothoracic junction (CTJ) and proximal thoracic (PT) spine are unclear.MethodsA prospective ACD database was analyzed using the following inclusion criteria: LIV between C7 and T5, upper instrumented vertebra at C2, and at least a 1-year follow-up. Patients were divided into CTJ (LIV C7-T2) and PT groups (LIV T3-T5) based on LIV levels. Demographics, operative details, radiographic parameters, and the health-related quality of life (HRQOL) scores were compared.ResultsForty-six patients were included (mean age, 62 years), with 22 and 24 patients in the CTJ and PT groups, respectively. Demographics and surgical parameters were comparable between the groups. The PT group had a significantly higher preoperative C2-C7 sagittal vertical axis (cSVA) (46.9 mm vs 32.6 mm, P = 0.002) and T1 slope minus cervical lordosis (45.9° vs 36.0°, P = 0.042) than the CTJ group and was more likely treated with pedicle-subtraction osteotomy (33.3% vs 0%, P = 0.004). The PT group had a larger correction of cSVA (-7.7 vs 0.7 mm, P = 0.037) and reciprocal change of increased T4-T12 kyphosis (8.6° vs 0.0°, P = 0.001). Complications and reoperations were comparable. The HRQOL scores were not different preoperatively and at 1-year follow-up.ConclusionsThe selection of PT LIV in cervical deformities was more common in patients with larger baseline deformities, who were more likely to undergo pedicle-subtraction osteotomy. Despite this, the complications and HRQOL outcomes were comparable at 1-year follow-up.
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- 2023
12. Proximal junctional failure in primary thoracolumbar fusion/fixation to the sacrum/pelvis for adult symptomatic lumbar scoliosis: long-term follow-up of a prospective multicenter cohort of 160 patients.
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Lazaro, Bruno, Sardi, Juan Pablo, Smith, Justin S, Kelly, Michael P, Yanik, Elizabeth L, Dial, Brian, Hills, Jeffrey, Gupta, Munish C, Baldus, Christine R, Yen, Chun Po, Lafage, Virginie, Ames, Christopher P, Bess, Shay, Schwab, Frank, Shaffrey, Christopher I, and Bridwell, Keith H
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Biomedical and Clinical Sciences ,Clinical Sciences ,Rehabilitation ,Clinical Research ,Neurosciences ,Humans ,Adult ,Female ,Infant ,Child ,Preschool ,Child ,Middle Aged ,Scoliosis ,Follow-Up Studies ,Sacrum ,Prospective Studies ,Kyphosis ,Spinal Fusion ,Pelvis ,Retrospective Studies ,Postoperative Complications ,Lumbar Vertebrae ,adult scoliosis ,complications ,proximal junctional failure ,proximal junctional kyphosis ,spinal alignment ,spine deformity ,spinal instrumentation ,spine surgery ,lumbar ,Orthopedics - Abstract
ObjectiveProximal junctional failure (PJF) is a severe form of proximal junctional kyphosis. Previous reports on PJF have been limited by heterogeneous cohorts and relatively short follow-ups. The authors' objectives herein were to identify risk factors for PJF and to assess its long-term incidence and revision rates in a homogeneous cohort.MethodsThe authors reviewed data from the Adult Symptomatic Lumbar Scoliosis 1 trial (ASLS-1), a National Institutes of Health-sponsored prospective multicenter study. Inclusion criteria were an age ≥ 40 years, ASLS (Cobb angle ≥ 30° and Oswestry Disability Index [ODI] ≥ 20 or Scoliosis Research Society revised 22-item questionnaire [SRS-22r] score ≤ 4.0 in pain, function, or self-image domains), and primary thoracolumbar fusion/fixation to the sacrum/pelvis of ≥ 7 levels. PJF was defined as a postoperative proximal junctional angle (PJA) change > 20°, fracture of the uppermost instrumented vertebra (UIV) or UIV+1 with > 20% vertebral height loss, spondylolisthesis of UIV/UIV+1 > 3 mm, or UIV screw dislodgment.ResultsOne hundred sixty patients (141 women) were included in this analysis and had a median age of 62 years and a mean follow-up of 4.3 years (range 0.1-6.1 years). Forty-six patients (28.8%) had PJF at a median of 0.92 years (IQR 0.14, 1.23 years) following surgery. Based on Kaplan-Meier analyses, PJF rates at 1, 2, 3, and 4 years were 14.4%, 21.9%, 25.9%, and 27.4%, respectively. On univariate analysis, PJF was associated with greater age (p = 0.0316), greater body mass index (BMI; p = 0.0319), worse baseline patient-reported outcome measures (PROMs; ODI, SRS-22r, and SF-12 Physical Component Summary [PCS]; all p < 0.04), the use of posterior column osteotomies (PCOs; p = 0.0039), and greater postoperative thoracic kyphosis (TK; p = 0.0031) and PJA (p < 0.001). The use of UIV hooks was protective against PJF (p = 0.0340). On regression analysis (without postoperative measures), PJF was associated with greater BMI (HR 1.077, 95% CI 1.007-1.153, p = 0.0317), lower preoperative PJA (HR 0.607, 95% CI 0.407-0.906, p = 0.0146), and greater preoperative TK (HR 1.362, 95% CI 1.082-1.715, p = 0.0085). Patients with PJF had worse PROMs at the last follow-up (ODI, SRS-22r subscore and self-image, and SF-12 PCS; p < 0.04). Sixteen PJF patients (34.8%) underwent revision, and PJF recurred in 3 (18.8%).ConclusionsAmong 160 primary ASLS patients with a median age of 62 years and predominant coronal deformity, the PJF rate was 28.8% at a mean 4.3-year follow-up, with a revision rate of 34.8%. On univariate analysis, PJF was associated with a greater age and BMI, worse baseline PROMs, the use of PCOs, and greater postoperative TK and PJA. The use of UIV hooks was protective against PJF. On multivariate analysis (without postoperative measures), a higher risk of PJF was associated with greater BMI and preoperative TK and lower preoperative PJA.
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- 2023
13. Accuracy of Rod Contouring to Desired Angles With and Without a Template: Implications for Achieving Desired Spinal Alignment and Outcomes
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Sardi, Juan Pablo, Ames, Christopher P, Coffey, Skye, Good, Christopher, Dahl, Benny, Kraemer, Paul, Gum, Jeffrey, Devito, Dennis, Brayda-Bruno, Marco, Lee, Robert, Bell, Christopher P, Bess, Shay, and Smith, Justin S
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Biomedical and Clinical Sciences ,Clinical Sciences ,Clinical Research ,Neurodegenerative ,biomechanics ,proximal junctional kyphosis ,rod bending ,sagittal alignment ,spinal alignment ,spinal instrumentation ,spine surgery ,Clinical sciences - Abstract
Study designBiomechanical Study.ObjectiveThe search for optimal spinal alignment has led to the development of sophisticated formulas and software for preoperative planning. However, preoperative plans are not always appropriately executed since rod contouring during surgery is often subjective and estimated by the surgeon. We aimed to assess whether rods contoured to specific angles with a French rod bender using a template guide will be more accurate than rods contoured without a template.MethodsTen experienced spine surgeons were requested to contour two 125 × 5.5 mm Ti64 rods to 40°, 60° and 80° without templates and then 2 more rods using 2D metallic templates with the same angles. Rod angles were then measured for accuracy and compared.ResultsAverage angles for rods bent without a template to 40°, 60° and 80° were 60.2°, 78.9° and 97.5°, respectively. Without a template, rods were overbent by a mean of 18.9°. When using templates of 40°, 60° and 80°, mean bend angles were 41.5°, 59.1° and 78.7°, respectively, with an average underbend of 0.2°. Differences between the template and non-template groups for each target angle were all significant (p < 0.001).ConclusionsWithout the template, surgeons tend to overbend rods compared to the desired angle, while surgeons improved markedly with a template guide. This tendency to overbend could have significant impact on patient outcomes and risk of proximal junctional failure and warrants further research to better enable surgeons to more accurately execute preoperative alignment plans.
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- 2023
14. Compensation from mild and severe cases of early proximal junctional kyphosis may manifest as progressive cervical deformity at two year follow-up
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Passias, Peter G., Naessig, Sara, Williamson, Tyler K., Lafage, Renaud, Lafage, Virginie, Smith, Justin S., Gupta, Munish C., Klineberg, Eric, Burton, Douglas C., Ames, Christopher, Bess, Shay, Shaffrey, Christopher, and Schwab, Frank J.
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- 2024
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15. Adult cervical spine deformity: a state-of-the-art review
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Jackson-Fowl, Brendan, Hockley, Aaron, Naessig, Sara, Ahmad, Waleed, Pierce, Katherine, Smith, Justin S., Ames, Christopher, Shaffrey, Christopher, Bennett-Caso, Claudia, Williamson, Tyler K., McFarland, Kimberly, and Passias, Peter G.
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- 2024
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16. Rod fractures in thoracolumbar fusions to the sacrum/pelvis for adult symptomatic lumbar scoliosis: long-term follow-up of a prospective, multicenter cohort of 160 patients.
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Sardi, Juan Pablo, Lazaro, Bruno, Smith, Justin S, Kelly, Michael P, Dial, Brian, Hills, Jeffrey, Yanik, Elizabeth L, Gupta, Munish, Baldus, Christine R, Yen, Chun Po, Lafage, Virginie, Ames, Christopher P, Bess, Shay, Schwab, Frank, Shaffrey, Christopher I, and Bridwell, Keith H
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Biomedical and Clinical Sciences ,Clinical Sciences ,Rehabilitation ,Patient Safety ,Prevention ,Musculoskeletal ,Humans ,Adult ,Middle Aged ,Scoliosis ,Follow-Up Studies ,Sacrum ,Prospective Studies ,Lumbar Vertebrae ,Thoracic Vertebrae ,Retrospective Studies ,Spinal Fusion ,Pelvis ,Treatment Outcome ,adult scoliosis ,spine deformity ,spinal alignment ,spinal instrumentation ,rod fracture ,spine surgery ,lumbar ,thoracic ,Neurosciences ,Orthopedics - Abstract
ObjectivePrevious reports of rod fracture (RF) in adult spinal deformity are limited by heterogeneous cohorts, low follow-up rates, and relatively short follow-up durations. Since the majority of RFs present > 2 years after surgery, true occurrence and revision rates remain unclear. The objectives of this study were to better understand the risk factors for RF and assess its occurrence and revision rates following primary thoracolumbar fusions to the sacrum/pelvis for adult symptomatic lumbar scoliosis (ASLS) in a prospective series with long-term follow-up.MethodsPatient records were obtained from the Adult Symptomatic Lumbar Scoliosis-1 (ASLS-1) database, an NIH-sponsored multicenter, prospective study. Inclusion criteria were as follows: patients aged 40-80 years undergoing primary surgeries for ASLS (Cobb angle ≥ 30° and Oswestry Disability Index ≥ 20 or Scoliosis Research Society-22r ≤ 4.0 in pain, function, and/or self-image) with instrumented fusion of ≥ 7 levels that included the sacrum/pelvis. Patients with and without RF were compared to assess risk factors for RF and revision surgery.ResultsInclusion criteria were met by 160 patients (median age 62 years, IQR 55.7-67.9 years). At a median follow-up of 5.1 years (IQR 3.8-6.6 years), there were 92 RFs in 62 patients (38.8%). The median time to RF was 3.0 years (IQR 1.9-4.54 years), and 73% occurred > 2 years following surgery. Based on Kaplan-Meier analyses, estimated RF rates at 2, 4, 5, and 8 years after surgery were 11%, 24%, 35%, and 49%, respectively. Baseline radiographic, clinical, and demographic characteristics were similar between patients with and without RF. In Cox regression models, greater postoperative pelvic tilt (HR 1.895, 95% CI 1.196-3.002, p = 0.0065) and greater estimated blood loss (HR 1.02, 95% CI 1.005-1.036, p = 0.0088) were associated with increased risk of RF. Thirty-eight patients (61% of all RFs) underwent revision surgery. Bilateral RF was predictive of revision surgery (HR 3.52, 95% CI 1.8-6.9, p = 0.0002), while patients with unilateral nondisplaced RFs were less likely to require revision (HR 0.39, 95% CI 0.18-0.84, p = 0.016).ConclusionsThis study provides what is to the authors' knowledge the highest-quality data to date on RF rates following ASLS surgery. At a median follow-up of 5.1 years, 38.8% of patients had at least one RF. Estimated RF rates at 2, 4, 5, and 8 years after surgery were 11%, 24%, 35%, and 49%, respectively. Greater estimated blood loss and postoperative pelvic tilt were significant risk factors for RF. These findings emphasize the importance of long-term follow-up to realize the true prevalence and cumulative incidence of RF.
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- 2023
17. Surgical Planning for Adult Spinal Deformity: Anticipated Sagittal Alignment Corrections According to the Surgical Level
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Lafage, Renaud, Schwab, Frank, Elysee, Jonathan, Smith, Justin S, Alshabab, Basel Sheikh, Passias, Peter, Klineberg, Eric, Kim, Han Jo, Shaffrey, Christopher, Burton, Douglas, Gupta, Munish, Mundis, Gregory M, Ames, Christopher, Bess, Shay, Lafage, Virginie, and Group, on behalf of International Spine Study
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Biomedical and Clinical Sciences ,Clinical Sciences ,Clinical Research ,adult spinal deformity ,sagittal alignment ,surgical planning ,simulation ,segmental correction ,regional correction ,predictive model ,International Spine Study Group ,Clinical sciences - Abstract
Study designRetrospective cohort study.ObjectivesEstablish simultaneous focal and regional corrective guidelines accounting for reciprocal global and pelvic compensation.Methods433 ASD patients (mean age 62.9 yrs, 81.3% F) who underwent corrective realignment (minimum L1-pelvis) were included. Sagittal parameters, and segmental and regional Cobb angles were assessed pre and post-op. Virtual postoperative alignment was generated by combining post-op alignment of the fused spine with the pre-op alignment on the unfused thoracic kyphosis and the pre-op pelvic retroversion. Regression models were then generated to predict the relative impact of segmental (L4-L5) and regional (L1-L4) corrections on PT, SVA (virtual), and TPA.ResultsBaseline analysis revealed distal (L4-S1) lordosis of 33 ± 15°, flat proximal (L1-L4) lordosis (1.7 ± 17°), and segmental kyphosis from L2-L3 to T10-T11. Post-op, there was no mean change in distal lordosis (L5-S1 decreased by 2°, and L4-L5 increased by 2°), while the more proximal lordosis increased by 18 ± 16°. Regression formulas revealed that Δ10° in distal lordosis resulted in Δ10° in TPA, associated with Δ100 mm in SVA or Δ3° in PT; Δ10° in proximal lordosis yielded Δ5° in TPA associated with Δ50 mm in SVA; and finally Δ10° in thoraco-lumbar junction yielded Δ2.5° in TPA associated with Δ25 mm in SVA and no impact on PT correction.ConclusionsOverall impact of lumbar lordosis restoration is critically determined by location of correction. Distal correction leads to a greater impact on global alignment and pelvic retroversion. More specifically, it can be assumed that 1° L4-S1 lordosis correction produces 1° change in TPA / 10 mm change in SVA and 0.5° in PT.
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- 2022
18. Patient-Reported Outcomes After Complex Adult Spinal Deformity Surgery: 5-Year Results of the Scoli-Risk-1 Study
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Zuckerman, Scott L, Cerpa, Meghan, Lenke, Lawrence G, Shaffrey, Christopher I, Carreon, Leah Y, Cheung, Kenneth MC, Kelly, Michael P, Fehlings, Michael G, Ames, Christopher P, Boachie-Adjei, Oheneba, Dekutoski, Mark B, Kabeaish, Khaled M, Lewis, Stephen J, Matsuyama, Yukihiro, Pellisé, Ferran, Qiu, Yong, Schwab, Frank J, Smith, Justin S, and Group, AO Spine Knowledge Forum Deformity and SRS Scoli-RISK-1 Study
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Biomedical and Clinical Sciences ,Clinical Sciences ,Clinical Research ,Brain Disorders ,Good Health and Well Being ,adult spinal deformity ,patient reported outcomes ,deformity ,spinal deformity surgery ,adult idiopathic scoliosis ,AO Spine Knowledge Forum Deformity and SRS Scoli-RISK-1 Study Group ,Clinical sciences - Abstract
Study designProspective cohort.ObjectiveTo prospectively evaluate PROs up to 5-years after complex ASD surgery.MethodsThe Scoli-RISK-1 study enrolled 272 ASD patients undergoing surgery from 15 centers. Inclusion criteria was Cobb angle of >80°, corrective osteotomy for congenital or revision deformity, and/or 3-column osteotomy. The following PROs were measured prospectively at intervals up to 5-years postoperative: ODI, SF36-PCS/MCS, SRS-22, NRS back/leg. Among patients with 5-year follow-up, comparisons were made from both baseline and 2-years postoperative to 5-years postoperative. PROs were analyzed using mixed models for repeated measures.ResultsSeventy-seven patients (28.3%) had 5-year follow-up data. Comparing baseline to 5-year data among these 77 patients, significant improvement was seen in all PROs: ODI (45.2 vs. 29.3, P < 0.001), SF36-PCS (31.5 vs. 38.8, P < 0.001), SF36-MCS (44.9 vs. 49.1, P = 0.009), SRS-22-total (2.78 vs. 3.61, P < 0.001), NRS-back pain (5.70 vs. 2.95, P < 0.001) and NRS leg pain (3.64 vs. 2.62, P = 0.017). In the 2 to 5-year follow-up period, no significant changes were seen in any PROs. The percentage of patients achieving MCID from baseline to 5-years were: ODI (62.0%) and the SRS-22r domains of function (70.4%), pain (63.0%), mental health (37.5%), self-image (60.3%), and total (60.3%). Surprisingly, mean values (P > 0.05) and proportion achieving MCID did not differ significantly in patients with major surgery-related complications compared to those without.ConclusionsAfter complex ASD surgery, significant improvement in PROs were seen at 5-years postoperative in ODI, SF36-PCS/MCS, SRS-22r, and NRS-back/leg pain. No significant changes in PROs occurred during the 2 to 5-year postoperative period. Those with major surgery-related complications had similar PROs and proportion of patients achieving MCID as those without these complications.
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- 2022
19. Restoring L4-S1 Lordosis Shape in Severe Sagittal Deformity: Impact of Correction Techniques on Alignment and Complication Profile
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Singh, Manjot, Balmaceno-Criss, Mariah, Daher, Mohammad, Lafage, Renaud, Hamilton, D. Kojo, Smith, Justin S., Eastlack, Robert K., Fessler, Richard G., Gum, Jeffrey L., Gupta, Munish C., Hostin, Richard, Kebaish, Khaled M., Klineberg, Eric O., Lewis, Stephen J., Line, Breton G., Nunley, Pierce D., Mundis, Gregory M., Passias, Peter G., Protopsaltis, Themistocles S., Buell, Thomas, Ames, Christopher P., Mullin, Jeffrey P., Soroceanu, Alex, Scheer, Justin K., Lenke, Lawrence G., Bess, Shay, Shaffrey, Christopher I., Schwab, Frank J., Lafage, Virginie, Burton, Douglas C., Diebo, Bassel G., and Daniels, Alan H.
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- 2024
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20. Adherence to the Obeid coronal malalignment classification and a residual malalignment below 20 mm can improve surgical outcomes in adult spine deformity surgery
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Baroncini, Alice, Frechon, Paul, Bourghli, Anouar, Smith, Justin S., Larrieu, Daniel, Pellisé, Ferran, Pizones, Javier, Kleinstueck, Frank, Alanay, Ahmet, Kieser, David, Cawley, Derek T., Boissiere, Louis, and Obeid, Ibrahim
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- 2023
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21. Critical Analysis of Radiographic and Patient-Reported Outcomes Following Anterior/Posterior Staged Versus Same-Day Surgery in Patients Undergoing Identical Corrective Surgery for Adult Spinal Deformity
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Passias, Peter G., Ahmad, Waleed, Tretiakov, Peter S., Lafage, Renaud, Lafage, Virginie, Schoenfeld, Andrew J., Line, Breton, Daniels, Alan, Mir, Jamshaid M., Gupta, Munish, Mundis, Gregory, Eastlack, Robert, Nunley, Pierce, Hamilton, D. Kojo, Hostin, Richard, Hart, Robert, Burton, Douglas C., Shaffrey, Christopher, Schwab, Frank, Ames, Christopher, Smith, Justin S., Bess, Shay, and Klineberg, Eric O.
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- 2024
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22. Complication Rates Following Adult Spinal Deformity Surgery: Evaluation of the Category of Complication and Chronology
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Lafage, Renaud, Bass, R. Daniel, Klineberg, Eric, Smith, Justin S., Bess, Shay, Shaffrey, Christopher, Burton, Douglas C., Kim, Han Jo, Eastlack, Robert, Mundis, Gregory, Jr, Ames, Christopher P., Passias, Peter G., Gupta, Munish, Hostin, Richard, Hamilton, Kojo, Schwab, Frank, and Lafage, Virginie
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- 2024
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23. Impact of Hip and Knee Osteoarthritis on Full Body Sagittal Alignment and Compensation for Sagittal Spinal Deformity
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Balmaceno-Criss, Mariah, Lafage, Renaud, Alsoof, Daniel, Daher, Mohammad, Hamilton, David Kojo, Smith, Justin S., Eastlack, Robert K., Fessler, Richard G., Gum, Jeffrey L., Gupta, Munish C., Hostin, Richard, Kebaish, Khaled M., Klineberg, Eric O., Lewis, Stephen J., Line, Breton G., Nunley, Pierce D., Mundis, Gregory M., Passias, Peter G., Protopsaltis, Themistocles S., Buell, Thomas, Scheer, Justin K., Mullin, Jeffrey P., Soroceanu, Alex, Ames, Christopher P., Lenke, Lawrence G., Bess, Shay, Shaffrey, Christopher I., Schwab, Frank J., Lafage, Virginie, Burton, Douglas C., Diebo, Bassel G., and Daniels, Alan H.
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- 2024
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24. Cervical deformity patients with baseline hyperlordosis or hyperkyphosis differ in surgical treatment and radiographic outcomes.
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Passias, Peter Gust, Alas, Haddy, Kummer, Nicholas, Tretiakov, Peter, Diebo, Bassel G, Lafage, Renaud, Ames, Christopher P, Line, Breton, Klineberg, Eric O, Burton, Douglas C, Uribe, Juan S, Kim, Han Jo, Daniels, Alan H, Bess, Shay, Protopsaltis, Themistocles, Mundis, Gregory M, Shaffrey, Christopher I, Schwab, Frank J, Smith, Justin S, Lafage, Virginie, and International Spine Study Group
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Cervical deformity ,cervical lordosis ,hyperlordosis ,spine surgery ,Clinical Research ,Patient Safety ,Clinical Sciences ,Neurosciences - Abstract
BackgroundPatients with symptomatic cervical deformity (CD) requiring surgical correction often present with hyperkyphosis (HK), although patients with hyperlordotic curves may require surgery as well. Few studies have investigated differences in CD corrective surgery with regard to HK and hyperlordosis (HL).ObjectiveThe objective of the study is to evaluate patterns in treatment for CD patients with baseline (BL) HK and HL and understand how extreme curvature of the spine may influence surgical outcomes.Materials and methodsOperative CD patients with BL and 1-year (1Y) radiographic data were included in the study. Patients were stratified based on BL C2-C7 lordosis (CL) angle: those >1 standard deviation (SD) from the mean (-6.96 ± 21.47°) were hyperlordotic (>14.51°) or hyperkyphotic (
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- 2022
25. Alignment Targets, Curve Proportion and Mechanical Loading: Preliminary Analysis of an Ideal Shape Toward Reducing Proximal Junctional Kyphosis.
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Katsuura, Yoshihiro, Lafage, Renaud, Kim, Han Jo, Smith, Justin S, Line, Breton, Shaffrey, Christopher, Burton, Douglas C, Ames, Christopher P, Mundis, Gregory M, Hostin, Richard, Bess, Shay, Klineberg, Eric O, Passias, Peter G, Lafage, Virginie, and International Spine Study Group (ISSG)
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International Spine Study Group ,adult spinal deformity ,mechanical loading ,proximal junctional kyphosis ,risk factors ,sagittal alignment ,Clinical Research - Abstract
Study designRetrospective cohort study.ObjectiveInvestigate risk factors for PJK including theoretical kyphosis, mechanical loading at the UIV and age adjusted offset alignment.Methods373 ASD patients (62.7 yrs ± 9.9; 81%F) with 2-year follow up and UIV of at least L1 and LIV of sacrum were included. Images of patients without PJK, with PJK and with PJF were compared using standard spinopelvic parameters before and after the application of the validated virtual alignment method which corrects for the compensatory mechanisms of PJK. Age-adjusted offset, theoretical thoracic kyphosis and mechanical loading at the UIV were then calculated and compared between groups. A subanalysis was performed based on the location of the UIV (upper thoracic (UT) vs. Lower thoracic (LT)).ResultsAt 2-years 172 (46.1%) had PJK, and 21 (5.6%) developed PJF. As PJK severity increased, the post-operative global alignment became more posterior secondary to increased over-correction of PT, PI-LL, and SVA (all P < 0.005). Also, a larger under correction of the theoretical TK (flattening) and a smaller bending moment at the UIV (underloading of UIV) was found. Multivariate analysis demonstrated that PI-LL and bending moment offsets from normative values were independent predictors of PJK/PJF in UT group; PT and bending moment difference were independent predictors for LT group.ConclusionsSpinopelvic over correction, under correction of TK (flattening), and under loading of the UIV (decreased bending moment) were associated with PJK and PJF. These differences are often missed when compensation for PJK is not accounted for in post-operative radiographs.
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- 2022
26. Neurological Complications and Recovery Rates of Patients With Adult Cervical Deformity Surgeries.
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Kim, Han Jo, Yao, Yu-Cheng, Shaffrey, Christopher I, Smith, Justin S, Kelly, Michael P, Gupta, Munish, Albert, Todd J, Protopsaltis, Themistocles S, Mundis, Gregory M, Passias, Peter, Klineberg, Eric, Bess, Shay, Lafage, Virginie, Ames, Christopher P, and International Spine Study Group (ISSG)
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International Spine Study Group ,cervical ,deformity ,fusion ,lordosis ,neurological complication ,neurology ,sagittal alignment ,scoliosis ,Spinal Cord Injury ,Physical Injury - Accidents and Adverse Effects ,Neurodegenerative ,Clinical Research ,Rehabilitation ,Neurosciences ,Patient Safety ,Evaluation of treatments and therapeutic interventions ,6.4 Surgery - Abstract
Study designRetrospective cohort study.ObjectiveThis study aims to report the incidence, risk factors, and recovery rate of neurological complications (NC) in patients with adult cervical deformity (ACD) who underwent corrective surgery.MethodsACD patients undergoing surgery from 2013 to 2015 were enrolled in a prospective, multicenter database. Patients were separated into 2 groups according to the presence of neurological complications (NC vs no-NC groups). The types, timing, recovery patterns, and interventions for NC were recorded. Patients' demographics, surgical details, radiographic parameters, and health-related quality of life (HRQOL) scores were compared.Results106 patients were prospectively included. Average age was 60.8 years with a mean of 18.2 months follow-up. The overall incidence of NC was 18.9%; of these, 68.1% were major complications. Nerve root motor deficit was the most common complication, followed by radiculopathy, sensory deficit, and spinal cord injury. The proportion of complications occurring within 30 days of surgery was 54.5%. The recovery rate from neurological complication was high (90.9%), with most of the recoveries occurring within 6 months and continuing even after 12 months. Only 2 patients (1.9%) had continuous neurological complication. No demographic or preoperative radiographic risk factors could be identified, and anterior corpectomy and posterior foraminotomy were found to be performed less in the NC group. The final HRQOL outcome was not significantly different between the 2 groups.ConclusionsOur data is valuable to surgeons and patients to better understand the neurological complications before performing or undergoing complex cervical deformity surgery.
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- 2022
27. Hip Osteoarthritis in Patients Undergoing Surgery for Severe Adult Spinal Deformity: Prevalence and Impact on Spine Surgery Outcomes
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Diebo, Bassel G., Alsoof, Daniel, Balmaceno-Criss, Mariah, Daher, Mohammad, Lafage, Renaud, Passias, Peter G., Ames, Christopher P., Shaffrey, Christopher I., Burton, Douglas C., Deviren, Vedat, Line, Breton G., Soroceanu, Alex, Hamilton, D. Kojo, Klineberg, Eric O., Mundis, Gregory M., Kim, Han Jo, Gum, Jeffrey L., Smith, Justin S., Uribe, Juan S., Kebaish, Khaled M., Gupta, Munish C., Nunley, Pierce D., Eastlack, Robert K., Hostin, Richard, Protopsaltis, Themistocles S., Lenke, Lawrence G., Hart, Robert A., Schwab, Frank J., Bess, Shay, Lafage, Virginie, Daniels, Alan H., and International Spine Study Group
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- 2024
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28. Highest Achievable Outcomes for Adult Spinal Deformity Corrective Surgery: Does Frailty Severity Exert a Ceiling Effect?
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Passias, Peter G., Onafowokan, Oluwatobi O., Tretiakov, Peter, Williamson, Tyler, Kummer, Nicholas, Mir, Jamshaid, Das, Ankita, Krol, Oscar, Passfall, Lara, Joujon-Roche, Rachel, Imbo, Bailey, Yee, Timothy, Sciubba, Daniel, Paulino, Carl B., Schoenfeld, Andrew J., Smith, Justin S., Lafage, Renaud, and Lafage, Virginie
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- 2024
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29. Machine learning clustering of adult spinal deformity patients identifies four prognostic phenotypes: a multicenter prospective cohort analysis with single surgeon external validation
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Mohanty, Sarthak, Hassan, Fthimnir M., Lenke, Lawrence G., Lewerenz, Erik, Passias, Peter G., Klineberg, Eric O., Lafage, Virginie, Smith, Justin S., Hamilton, D. Kojo, Gum, Jeffrey L., Lafage, Renaud, Mullin, Jeffrey, Diebo, Bassel, Buell, Thomas J., Kim, Han Jo, Kebaish, Khalid, Eastlack, Robert, Daniels, Alan H., Mundis, Gregory, Hostin, Richard, Protopsaltis, Themistocles S., Hart, Robert A., Gupta, Munish, Schwab, Frank J., Shaffrey, Christopher I., Ames, Christopher P., Burton, Douglas, and Bess, Shay
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- 2024
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30. Opioid use prior to surgery is associated with worse preoperative and postoperative patient reported quality of life and decreased surgical cost effectiveness for symptomatic adult spine deformity; A matched cohort analysis
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Line, Breton, Bess, Shay, Gum, Jeffrey L, Hostin, Richard, Kebaish, Khaled, Ames, Christopher, Burton, Douglas, Mundis, Gregory, Eastlack, Robert, Gupta, Munish, Klineberg, Eric, Lafage, Virgine, Lafage, Renaud, Schwab, Frank, Shaffrey, Christopher, Smith, Justin S, and Group, International Spine Study
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Biomedical and Clinical Sciences ,Clinical Sciences ,Comparative Effectiveness Research ,Brain Disorders ,Clinical Research ,Chronic Pain ,Cost Effectiveness Research ,Pain Research ,Neurosciences ,Behavioral and Social Science ,Patient Safety ,Management of diseases and conditions ,7.1 Individual care needs ,Evaluation of treatments and therapeutic interventions ,6.4 Surgery ,Good Health and Well Being ,International Spine Study Group ,Adult spinal deformity ,Cost effectiveness ,Opioid ,Patient reported outcome measures ,Quality adjusted life years - Abstract
BackgroundPreoperative opioid is associated with poor postoperative outcomes for several surgical specialties, including neurosurgical, orthopedic, and general surgery. Patients with symptomatic adult spinal deformity (SASD) are among the highest patient populations reporting opioid use prior to surgery. Surgery for SASD has been demonstrated to improve patient reported quality of life, however, little medical economic data exists evaluating impact of preoperative opioid use upon surgical cost-effectiveness for SASD. The purpose of this study was to evaluate the impact that preoperative opioid use has upon SASD surgery including duration of intensive care unit (ICU) and hospital stay, postoperative complications, patient reported outcome measures (PROMs), and surgical cost-effectiveness using a propensity score matched analysis model.MethodsSurgically treated SASD patients enrolled into a prospective multi-center SASD study were assessed for preoperative opioid use, and divided into two cohorts; preoperative opioid users (OPIOID) and preoperative opioid non-users (NON). Propensity score matching (PSM) was used to control for patient age, medical comorbidities, spine deformity type and magnitude, and surgical procedures for OPIOID vs NON. Preoperative and minimum 2-year postoperative PROMs, duration of ICU and hospital stay, postoperative complications, and opioid use at one and two years postoperative were compared for OPIOID vs NON. Preoperative, one year, and minimum two-year postoperative SF6D values were calculated, and one- and two-year postoperative QALYs were calculated using SF6D change from baseline. Hospital costs at the time of index surgery were calculated and cost/QALY compared at one and two years postop for OPIOID vs NON.Results261/357 patients (mean follow-up 3.3 years) eligible for study were evaluated. Following the PSM control, OPIOID (n=97) had similar preoperative demographics, smoking and depression history, spine deformity magnitude, and surgery performed as NON (n=164; p>0.05). Preoperatively, OPIOID reported greater NRS back pain (7.7 vs 6.7) and leg pain (5.2 vs 3.9), worse ODI (50.8 vs 36.9), worse SF-36 PCS (28.8 vs 35.6), and worse SRS-22r self-image (2.3 vs 2.5) than NON, respectively (p
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- 2022
31. Quantum-based Molecular Dynamics Simulations Using Tensor Cores
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Finkelstein, Joshua, Smith, Justin S., Mniszewski, Susan M., Barros, Kipton, Negre, Christian F. A., Rubensson, Emanuel H., and Niklasson, Anders M. N.
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Physics - Computational Physics ,Quantum Physics - Abstract
Tensor cores, along with tensor processing units, represent a new form of hardware acceleration specifically designed for deep neural network calculations in artificial intelligence applications. Tensor cores provide extraordinary computational speed and energy efficiency, but with the caveat that they were designed for tensor contractions (matrix-matrix multiplications) using only low-precision floating point operations. In spite of this, we demonstrate how tensor cores can be applied with high efficiency to the challenging and numerically sensitive problem of quantum-based Born-Oppenheimer molecular dynamics, which requires highly accurate electronic structure optimizations and conservative force evaluations. The interatomic forces are calculated on-the-fly from an electronic structure that is obtained from a generalized deep neural network, where the computational structure naturally takes advantage of the exceptional processing power of the tensor cores and allows for high performance in excess of 100 Tflops on the tensor cores of a single Nvidia A100 GPU. Stable molecular dynamics trajectories are generated using the framework of extended Lagrangian Born-Oppenheimer molecular dynamics, which combines computational efficiency with long-term stability, even when using approximate charge relaxations and force evaluations that are limited in accuracy by the numerically noisy conditions caused by the low precision tensor core floating-point operations. A canonical ensemble simulation scheme is also presented, where the additional numerical noise in the calculated forces is absorbed into a Langevin-like dynamics., Comment: 20 pages, 9 figures
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- 2021
32. NavTuner: Learning a Scene-Sensitive Family of Navigation Policies
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Ma, Haoxin, Smith, Justin S., and Vela, Patricio A.
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Computer Science - Robotics - Abstract
The advent of deep learning has inspired research into end-to-end learning for a variety of problem domains in robotics. For navigation, the resulting methods may not have the generalization properties desired let alone match the performance of traditional methods. Instead of learning a navigation policy, we explore learning an adaptive policy in the parameter space of an existing navigation module. Having adaptive parameters provides the navigation module with a family of policies that can be dynamically reconfigured based on the local scene structure, and addresses the common assertion in machine learning that engineered solutions are inflexible. Of the methods tested, reinforcement learning (RL) is shown to provide a significant performance boost to a modern navigation method through reduced sensitivity of its success rate to environmental clutter. The outcomes indicate that RL as a meta-policy learner, or dynamic parameter tuner, effectively robustifies algorithms sensitive to external, measurable nuisance factors.
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- 2021
33. Validation of the Oswestry Disability Index in Adult Spinal Deformity
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Jalali, Omid, Smith, Justin S., Bess, Shay, Hostin, Richard, Lafage, Renaud, Lafage, Virginie, Shaffrey, Christopher I., Ames, Christopher P., Lenke, Lawrence G., and Kelly, Michael P.
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- 2024
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34. The Impact of Lumbopelvic Realignment Versus Prevention Strategies at the Upper-instrumented Vertebra on the Rates of Junctional Failure Following Adult Spinal Deformity Surgery
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Passias, Peter G., Williamson, Tyler K., Joujon-Roche, Rachel, Krol, Oscar, Tretiakov, Peter, Imbo, Bailey, Schoenfeld, Andrew J., Owusu-Sarpong, Stephane, Lebovic, Jordan, Mir, Jamshaid, Dave, Pooja, McFarland, Kimberly, Vira, Shaleen, Diebo, Bassel G., Park, Paul, Chou, Dean, Smith, Justin S., Lafage, Renaud, and Lafage, Virginie
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- 2024
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35. Functional Alignment Within the Fusion in Adult Spinal Deformity (ASD) Improves Outcomes and Minimizes Mechanical Failures
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Ani, Fares, Ayres, Ethan W., Soroceanu, Alex, Mundis, Gregory M., Smith, Justin S., Gum, Jeffrey L., Daniels, Alan H., Klineberg, Eric O., Ames, Christopher P., Bess, Shay, Shaffrey, Christopher I., Schwab, Frank J., Lafage, Virginie, and Protopsaltis, Themistocles S.
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- 2024
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36. Incidence of Chronic Periscapular Pain After Adult Thoracolumbar Deformity Correction and Impact on Outcomes.
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Haddad, Alexander F, Scheer, Justin K, Fury, Marissa T, Smith, Justin S, Deviren, Vedat, and Ames, Christopher P
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Adult spinal deformity ,Complications ,Health-related quality of life ,Postoperative pain ,Scapular pain ,Thoracic spine ,Com-plications ,Clinical Research ,Neurosciences ,Brain Disorders ,Intellectual and Developmental Disabilities (IDD) ,Chronic Pain ,Pain Research ,Musculoskeletal - Abstract
ObjectiveExtension of the posterior upper-most instrumented vertebra (UIV) into the upper thoracic (UT) spine allows for greater deformity correction and reduced incidence of proximal junction kyphosis (PJK) in adult spinal deformity (ASD) patients. However, it may be associated with chronic postoperative scapular pain (POSP). The goal of this study was to assess the relationship between UT UIV and persistent POSP, describe the pain, and assess its impact on patient disability.MethodsASD patients who underwent multilevel posterior fusion were retrospectively identified then administered a survey regarding scapular pain and the Oswestry Disability Index (ODI), by telephone. Univariate and multivariate analysis were utilized.ResultsA total of 74 ASD patients were included in the study: 37 patients with chronic POSP and 37 without scapular pain. The mean age was 70.5 years, and 63.9% were women. There were no significant differences in clinical characteristics, including mechanical complications (PJK, pseudarthrosis, and rod fracture) or reoperation between groups. Patients with persistent POSP were more likely to have a UT than a lower thoracic UIV (p = 0.018). UT UIV was independently associated with chronic POSP on multivariate analysis (p = 0.022). ODI score was significantly higher in patients with scapular pain (p = 0.001). Chronic POSP (p = 0.001) and prior spine surgery (p = 0.037) were independently associated with ODI on multivariate analysis.ConclusionA UT UIV is independently associated with increased odds of chronic POSP, and this pain is associated with significant increases in patient disability. It is a significant clinical problem despite solid radiographic fusion and the absence of PJK.
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- 2021
37. Prioritization of Realignment Associated With Superior Clinical Outcomes for Cervical Deformity Patients.
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Pierce, Katherine E, Passias, Peter G, Brown, Avery E, Bortz, Cole A, Alas, Haddy, Passfall, Lara, Krol, Oscar, Kummer, Nicholas, Lafage, Renaud, Chou, Dean, Burton, Douglas C, Line, Breton, Klineberg, Eric, Hart, Robert, Gum, Jeffrey, Daniels, Alan, Hamilton, Kojo, Bess, Shay, Protopsaltis, Themistocles, Shaffrey, Christopher, Schwab, Frank A, Smith, Justin S, Lafage, Virginie, Ames, Christopher, and International Spine Study Group (ISSG)
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International Spine Study Group ,Alignment ,Cervical deformity ,Spine - Abstract
ObjectiveTo prioritize the cervical parameter targets for alignment.MethodsIncluded: cervical deformity (CD) patients (C2-7 Cobb angle > 10°, cervical lordosis > 10°, cervical sagittal vertical axis [cSVA] > 4 cm, or chin-brow vertical angle > 25°) with full baseline (BL) and 1-year (1Y) radiographic parameters and Neck Disability Index (NDI) scores; patients with cervical [C] or cervicothoracic [CT] Primary Driver Ames type. Patients with BL Ames classified as low CD for both parameters of cSVA ( < 4 cm) and T1 slope minus cervical lordosis (TS-CL) ( < 15°) were excluded. Patients assessed: meeting minimum clinically important differences (MCID) for NDI ( < -15 ΔNDI). Ratios of correction were found for regional parameters categorized by primary Ames driver (C or CT). Decision tree analysis assessed cutoffs for differences associated with meeting NDI MCID at 1Y.ResultsSeventy-seven CD patients (mean age, 62.1 years; 64% female; body mass index, 28.8 kg/m2). Forty-one point six percent of patients met MCID for NDI. A backwards linear regression model including radiographic differences as predictors from BL to 1Y for meeting MCID for NDI demonstrated an R2 of 0.820 (p = 0.032) included TS-CL, cSVA, McGregor's slope (MGS), C2 sacral slope, C2-T3 angle, C2-T3 SVA, cervical lordosis. By primary Ames driver, 67.5% of patients were C, and 32.5% CT. Ratios of change in predictors for MCID NDI patients for C and CT were not significant between the 2 groups (p > 0.050). Decision tree analysis determined cutoffs for radiographic change, prioritizing in the following order: ≥ 42.5° C2-T3 angle, > 35.4° cervical lordosis, < -31.76° C2 slope, < -11.57-mm cSVA, < -2.16° MGS, > -30.8-mm C2-T3 SVA, and ≤ -33.6° TS-CL.ConclusionCertain ratios of correction of cervical parameters contribute to improving neck disability. Prioritizing these radiographic alignment parameters may help optimize patient-reported outcomes for patients undergoing CD surgery.
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- 2021
38. State-of-the-art reviews predictive modeling in adult spinal deformity: applications of advanced analytics.
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Joshi, Rushikesh S, Lau, Darryl, Scheer, Justin K, Serra-Burriel, Miquel, Vila-Casademunt, Alba, Bess, Shay, Smith, Justin S, Pellise, Ferran, and Ames, Christopher P
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Artificial intelligence ,Machine learning ,Predictive model ,Spinal deformity ,Technology ,Biomedical Engineering ,Clinical Sciences - Abstract
Adult spinal deformity (ASD) is a complex and heterogeneous disease that can severely impact patients' lives. While it is clear that surgical correction can achieve significant improvement of spinopelvic parameters and quality of life measures in adults with spinal deformity, there remains a high risk of complication associated with surgical approaches to adult deformity. Over the past decade, utilization of surgical correction for ASD has increased dramatically as deformity correction techniques have become more refined and widely adopted. Along with this increase in surgical utilization, there has been a massive undertaking by spine surgeons to develop more robust models to predict postoperative outcomes in an effort to mitigate the relatively high complication rates. A large part of this revolution within spine surgery has been the gradual adoption of predictive analytics harnessing artificial intelligence through the use of machine learning algorithms. The development of predictive models to accurately prognosticate patient outcomes following ASD surgery represents a dramatic improvement over prior statistical models which are better suited for finding associations between variables than for their predictive utility. Machine learning models, which offer the ability to make more accurate and reproducible predictions, provide surgeons with a wide array of practical applications from augmenting clinical decision making to more wide-spread public health implications. The inclusion of these advanced computational techniques in spine practices will be paramount for improving the care of patients, by empowering both patients and surgeons to more specifically tailor clinical decisions to address individual health profiles and needs.
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- 2021
39. Distal junctional kyphosis in adult cervical deformity patients: where does it occur?
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Ye, Jichao, Rider, Sean M., Lafage, Renaud, Gupta, Sachin, Farooqi, Ali S., Protopsaltis, Themistocles S., Passias, Peter G., Smith, Justin S., Lafage, Virginie, Kim, Han-Jo, Klineberg, Eric O., Kebaish, Khaled M., Scheer, Justin K., Mundis, Gregory M., Soroceanu, Alex, Bess, Shay, Ames, Christopher P., Shaffrey, Christopher I., and Gupta, Munish C.
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- 2023
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40. Changes in health-related quality of life measures associated with degree of proximal junctional kyphosis
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Passias, Peter G., Frangella, Nicholas J., Williamson, Tyler K., Moattari, Kevin A., Lafage, Renaud, Lafage, Virginie, Smith, Justin S., Kebaish, Khaled M., Burton, Douglas C., Hart, Robert A., Ames, Christopher P., Bess, Shay, Shaffrey, Christopher I., and Schwab, Frank J.
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- 2023
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41. Uncertainty-driven dynamics for active learning of interatomic potentials
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Kulichenko, Maksim, Barros, Kipton, Lubbers, Nicholas, Li, Ying Wai, Messerly, Richard, Tretiak, Sergei, Smith, Justin S., and Nebgen, Benjamin
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- 2023
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42. Good Graph to Optimize: Cost-Effective, Budget-Aware Bundle Adjustment in Visual SLAM
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Zhao, Yipu, Smith, Justin S., and Vela, Patricio A.
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Computer Science - Computer Vision and Pattern Recognition ,Computer Science - Robotics - Abstract
The cost-efficiency of visual(-inertial) SLAM (VSLAM) is a critical characteristic of resource-limited applications. While hardware and algorithm advances have been significantly improved the cost-efficiency of VSLAM front-ends, the cost-efficiency of VSLAM back-ends remains a bottleneck. This paper describes a novel, rigorous method to improve the cost-efficiency of local BA in a BA-based VSLAM back-end. An efficient algorithm, called Good Graph, is developed to select size-reduced graphs optimized in local BA with condition preservation. To better suit BA-based VSLAM back-ends, the Good Graph predicts future estimation needs, dynamically assigns an appropriate size budget, and selects a condition-maximized subgraph for BA estimation. Evaluations are conducted on two scenarios: 1) VSLAM as standalone process, and 2) VSLAM as part of closed-loop navigation system. Results from the first scenario show Good Graph improves accuracy and robustness of VSLAM estimation, when computational limits exist. Results from the second scenario, indicate that Good Graph benefits the trajectory tracking performance of VSLAM-based closed-loop navigation systems, which is a primary application of VSLAM., Comment: 20 pages, 14 figures, 8 tables. Submitted to IEEE Transactions on Robotics, for the provided open-source software see https://github.com/ivalab/gf_orb_slam2
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- 2020
43. Simple and efficient algorithms for training machine learning potentials to force data
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Smith, Justin S., Lubbers, Nicholas, Thompson, Aidan P., and Barros, Kipton
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Physics - Computational Physics ,Condensed Matter - Materials Science ,Statistics - Machine Learning - Abstract
Abstract Machine learning models, trained on data from ab initio quantum simulations, are yielding molecular dynamics potentials with unprecedented accuracy. One limiting factor is the quantity of available training data, which can be expensive to obtain. A quantum simulation often provides all atomic forces, in addition to the total energy of the system. These forces provide much more information than the energy alone. It may appear that training a model to this large quantity of force data would introduce significant computational costs. Actually, training to all available force data should only be a few times more expensive than training to energies alone. Here, we present a new algorithm for efficient force training, and benchmark its accuracy by training to forces from real-world datasets for organic chemistry and bulk aluminum.
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- 2020
44. Automated discovery of a robust interatomic potential for aluminum
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Smith, Justin S., Nebgen, Benjamin, Mathew, Nithin, Chen, Jie, Lubbers, Nicholas, Burakovsky, Leonid, Tretiak, Sergei, Nam, Hai Ah, Germann, Timothy, Fensin, Saryu, and Barros, Kipton
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Condensed Matter - Materials Science ,Computer Science - Machine Learning ,Physics - Computational Physics - Abstract
Accuracy of molecular dynamics simulations depends crucially on the interatomic potential used to generate forces. The gold standard would be first-principles quantum mechanics (QM) calculations, but these become prohibitively expensive at large simulation scales. Machine learning (ML) based potentials aim for faithful emulation of QM at drastically reduced computational cost. The accuracy and robustness of an ML potential is primarily limited by the quality and diversity of the training dataset. Using the principles of active learning (AL), we present a highly automated approach to dataset construction. The strategy is to use the ML potential under development to sample new atomic configurations and, whenever a configuration is reached for which the ML uncertainty is sufficiently large, collect new QM data. Here, we seek to push the limits of automation, removing as much expert knowledge from the AL process as possible. All sampling is performed using MD simulations starting from an initially disordered configuration, and undergoing non-equilibrium dynamics as driven by time-varying applied temperatures. We demonstrate this approach by building an ML potential for aluminum (ANI-Al). After many AL iterations, ANI-Al teaches itself to predict properties like the radial distribution function in melt, liquid-solid coexistence curve, and crystal properties such as defect energies and barriers. To demonstrate transferability, we perform a 1.3M atom shock simulation, and show that ANI-Al predictions agree very well with DFT calculations on local atomic environments sampled from the nonequilibrium dynamics. Interestingly, the configurations appearing in shock appear to have been well sampled in the AL training dataset, in a way that we illustrate visually.
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- 2020
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45. Closed-Loop Benchmarking of Stereo Visual-Inertial SLAM Systems: Understanding the Impact of Drift and Latency on Tracking Accuracy
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Zhao, Yipu, Smith, Justin S., Karumanchi, Sambhu H., and Vela, Patricio A.
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Computer Science - Robotics - Abstract
Visual-inertial SLAM is essential for robot navigation in GPS-denied environments, e.g. indoor, underground. Conventionally, the performance of visual-inertial SLAM is evaluated with open-loop analysis, with a focus on the drift level of SLAM systems. In this paper, we raise the question on the importance of visual estimation latency in closed-loop navigation tasks, such as accurate trajectory tracking. To understand the impact of both drift and latency on visual-inertial SLAM systems, a closed-loop benchmarking simulation is conducted, where a robot is commanded to follow a desired trajectory using the feedback from visual-inertial estimation. By extensively evaluating the trajectory tracking performance of representative state-of-the-art visual-inertial SLAM systems, we reveal the importance of latency reduction in visual estimation module of these systems. The findings suggest directions of future improvements for visual-inertial SLAM., Comment: 8 pages, 7 figures. Accepted for publication in ICRA 2020
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- 2020
46. Cervical deformity patients with baseline hyperlordosis or hyperkyphosis differ in surgical treatment and radiographic outcomes.
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Alas, Haddy, Passias, Peter Gust, Diebo, Bassel G, Brown, Avery E, Pierce, Katherine E, Bortz, Cole, Lafage, Renaud, Ames, Christopher P, Line, Breton, Klineberg, Eric O, Burton, Douglas C, Uribe, Juan S, Kim, Han Jo, Daniels, Alan H, Bess, Shay, Protopsaltis, Themistocles, Mundis, Gregory M, Shaffrey, Christopher I, Schwab, Frank J, Smith, Justin S, and Lafage, Virginie
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Cervical deformity ,cervical lordosis ,hyperlordosis ,spine surgery ,Clinical Research ,Clinical Sciences ,Neurosciences - Abstract
IntroductionPatients with symptomatic cervical deformity (CD) requiring surgical correction often present with hyperkyphosis (HK), though patients with hyperlordotic curves may require surgery as well. Few studies have investigated differences in CD-corrective surgery with regards to HK and hyperlordosis (HL).Materials and methodsOperative CD patients (C2-C7 Cobb >10°, cervical lordosis [CL] >10°, cervical sagittal vertical axis [cSVA] >4 cm, chin-brow vertical angle >25°) with baseline (BL) and 1Y radiographic data. Patients were stratified based on BL C2-7 lordosis (CL) angle: those >1 standard deviation (SD) from the mean (-6.96° ±21.47°) were hyperlordotic (>14.51°) or hyperkyphotic (≤28.43°) depending on directionality. Patients within 1 SD were considered the control group.ResultsOne hundred and two surgical CD pts (61 years, 65%F, 30 kg/m2) with BL and 1Y radiographic data were included. Twenty pts met definitions for HK and 21 pts met definitions for HL. No differences in demographics or disability were noted. HK had higher estimated blood loss (EBL) with anterior approaches than HL but similar EBL with the posterior approach. Op-time did not differ between groups. Control, HL, and HK groups differed in BL TS-CL (36.6° vs. 22.5° vs. 60.7°, P < 0.001) and BL-sagittal vertical axis (SVA) (10.8 vs. 7.0 vs. -47.8 mm, P = 0.001). HL pts had less discectomies, less corpectomies, and similar osteotomy rates to HK. HL had × 3 revisions of HK and controls (28.6 vs. 10.0 vs. 9.2%, respectively, P = 0.046). At 1Y, HL pts had higher cSVA, and trended higher SVA and SS than HK. In terms of BL-upper cervical alignment, HK pts had higher McGregor's-slope (16.1° vs. -3.3°, P = 0.001) and C0-C2 Cobb (43.3° vs. 26.9°, P < 0.001), however postoperative differences in McGregor's slope and C0-C2 were not significant. HK drivers of deformity were primarily C (90%), whereas HL had primary computed tomography (38.1%), upper thoracic (23.8%), and C (14.3%) drivers.ConclusionsHyperlodotic patients trended higher revision rates with greater radiographic malalignment at 1Y postoperative, perhaps due to undercorrection compared to kyphotic etiologies.
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- 2021
47. Use of supplemental rod constructs in adult spinal deformity surgery
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Buell, Thomas J., Sardi, Juan P., Yen, Chun-Po, Okonkwo, David O., Kojo Hamilton, D., Gum, Jeffrey L., Lenke, Lawrence G., Shaffrey, Christopher I., Gupta, Munish C., and Smith, Justin S.
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- 2023
- Full Text
- View/download PDF
48. Patient-reported outcomes measures in adult spinal deformity
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Kelly, Michael P., Smith, Justin S., Passias, Peter, Gum, Jeffrey L., and Bess, Shay
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- 2023
- Full Text
- View/download PDF
49. Proximal junctional kyphosis: What we didn't know, what we think we know, and what we need to know
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Kaidi, Austin C., Smith, Justin S., and Kim, Han Jo
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- 2023
- Full Text
- View/download PDF
50. Development of a Preoperative Adult Spinal Deformity Comorbidity Score That Correlates With Common Quality and Value Metrics: Length of Stay, Major Complications, and Patient-Reported Outcomes.
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Sciubba, Daniel, Jain, Amit, Kebaish, Khaled M, Neuman, Brian J, Daniels, Alan H, Passias, Peter G, Kim, Han J, Protopsaltis, Themistocles S, Scheer, Justin K, Smith, Justin S, Hamilton, Kojo, Bess, Shay, Klineberg, Eric O, Ames, Christopher P, and International Spine Study Group
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International Spine Study Group ,adult ,comorbidity ,frail elderly ,intraoperative complications ,spinal curvatures ,Patient Safety ,Clinical Research ,Intellectual and Developmental Disabilities (IDD) ,Brain Disorders - Abstract
Study designRetrospective review of a multicenter prospective registry.ObjectivesOur goal was to develop a method to risk-stratify adult spinal deformity (ASD) patients on the basis of their accumulated health deficits. We developed a novel comorbidity score (CS) specific to patients with ASD based on their preoperative health state and investigated whether it was associated with major complications, length of hospital stay (LOS), and self-reported outcomes after ASD surgery.MethodsWe identified 273 operatively treated ASD patients with 2-year follow-up. We assessed associations between major complications and age, comorbidities, Charlson Comorbidity Index score, and Oswestry Disability Index score. Significant factors were used to construct the ASD-CS. Associations of ASD-CS with major complications, LOS, and patient-reported outcomes were analyzed.ResultsMajor complications increased significantly with ASD-CS (P < .01). Compared with patients with ASD-CS of 0, the odds of major complications were 2.8-fold higher (P = .068) in patients with ASD-CS of 1 through 3; 4.5-fold higher (P < .01) in patients with ASD-CS of 4 through 6; and 7.5-fold higher (P < .01) in patients with ASD-CS of 7 or 8. Patients with ASD-CS of 7 or 8 had the longest mean LOS (10.7 days) and worst mean Scoliosis Research Society-22r total score at baseline; however, they experienced the greatest mean improvement (0.98 points) over 2 years.ConclusionsThe ASD-CS is significantly associated with major complications, LOS, and patient-reported outcomes in operatively treated ASD patients.
- Published
- 2021
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