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154 citation(s) found for "Wang, Michael".

Sleep Disturbances in Cervical Spondylotic Myelopathy
Bisson, Erica F. , Mummaneni, Praveen V. , Michalopoulos, Giorgos D. , Chan, Andrew K. , Agarwal, Nitin , Wang, Michael Y. , Knightly, John J. , Sherrod, Brandon A. , Gottfried, Oren N., Than, Khoi D. , Shaffrey, Christopher I. , Virk, Michael S. , Hussain, Ibrahim , Shabani, Saman , Glassman, Steven D. , Tumialan, Louis M., Turner, Jay D. , Uribe, Juan S. , Meyer, Scott A., Lu, Daniel C. , Buchholz, Avery L., Upadhyaya, Cheerag D., Shaffrey, Mark E., Park, Paul , Foley, Kevin T. , Coric, Domagoj , Slotkin, Jonathan R., Potts, Eric A. , Stroink, Ann R., Chou, Dean , Fu, Kai-Ming, Haid, Regis W., Asher, Anthony L. , Bydon, Mohamad , Uribe, Juan S. , El Sammak, Sally, Michalopoulos, Giorgos , Sammak, Sally El , Goldberg, Jacob L.

Clinical Spine Surgery | March 15, 2023 | Volume: 36 | Issue: 3 | Pages: 112-119

10.1097/bsd.0000000000001454 | PMID 36920372 Get It

Study Design: Prospective observational study, level of evidence 1 for prognostic investigations. Objectives: To evaluate the prevalence of sleep impairment and predictors of improved sleep quality 24 months postoperatively in cervical spondylotic myelopathy (CSM) using the quality outcomes database. Summary of Background Data: Sleep disturbances are a common yet understudied symptom in CSM. Materials and Methods: The quality outcomes database was queried for patients with CSM, and sleep quality was assessed through the neck disability index sleep component at baseline and 24 months postoperatively. Multivariable logistic regressions were performed to identify risk factors of failure to improve sleep impairment and symptoms causing lingering sleep dysfunction 24 months after surgery. Results: Among 1135 patients with CSM, 904 (79.5%) had some degree of sleep dysfunction at baseline. At 24 months postoperatively, 72.8% of the patients with baseline sleep symptoms experienced improvement, with 42.5% reporting complete resolution. Patients who did not improve were more like to be smokers [adjusted odds ratio (aOR): 1.85], have osteoarthritis (aOR: 1.72), report baseline radicular paresthesia (aOR: 1.51), and have neck pain of ≥4/10 on a numeric rating scale. Patients with improved sleep noted higher satisfaction with surgery (88.8% vs 72.9%, aOR: 1.66) independent of improvement in other functional areas. In a multivariable analysis including pain scores and several myelopathy-related symptoms, lingering sleep dysfunction at 24 months was associated with neck pain (aOR: 1.47) and upper (aOR: 1.45) and lower (aOR: 1.52) extremity paresthesias. Conclusion: The majority of patients presenting with CSM have associated sleep disturbances. Most patients experience sustained improvement after surgery, with almost half reporting complete resolution. Smoking, osteoarthritis, radicular paresthesia, and neck pain ≥4/10 numeric rating scale score are baseline risk factors of failure to improve sleep dysfunction. Improvement in sleep symptoms is a major driver of patient-reported satisfaction. Incomplete resolution of sleep impairment is likely due to neck pain and extremity paresthesia.
How closely are outcome questionnaires correlated to patient satisfaction after cervical spine surgery for myelopathy?
Zaki, Mark M. , Joshi, Rushikesh S. , Ibrahim, Sufyan , Michalopoulos, Giorgos D. , Linzey, Joseph R. , Saadeh, Yamaan S. , Upadhyaya, Cheerag D., Coric, Domagoj , Potts, Eric A. , Bisson, Erica F. , Turner, Jay D. , Knightly, John J. , Fu, Kai-Ming, Foley, Kevin T. , Tumialán, Luis M. , Shaffrey, Mark E., Bydon, Mohamad , Mummaneni, Praveen V. , Chou, Dean , Chan, Andrew K. , Meyer, Scott A., Asher, Anthony L. , Shaffrey, Christopher I. , Gottfried, Oren N., Than, Khoi D. , Wang, Michael , Haid, Regis W., Slotkin, Jonathan R., Glassman, Steven D. , Park, Paul , Ibrahim, Sufyan , Michalopoulos, Giorgos , Wang, Michael

Journal of Neurosurgery: Spine | March 10, 2023 | Volume: 38 | Issue: 5 | Pages: 521-529

10.3171/2023.1.spine22888 | PMID 36805998 Get It

OBJECTIVE Patient-reported outcomes (PROs) have become the standard means to measure surgical outcomes. Insurers and policy makers are also increasingly utilizing PROs to assess the value of care and measure different aspects of a patient’s condition. For cervical myelopathy, it is currently unclear which outcome measure best reflects patient satisfaction. In this investigation, the authors evaluated patients treated for cervical myelopathy to determine which outcome questionnaires best correlate with patient satisfaction. METHODS The Quality Outcomes Database (QOD), a prospectively collected multi-institutional database, was used to retrospectively analyze patients undergoing surgery for cervical myelopathy. The North American Spine Society (NASS) satisfaction index, Neck Disability Index (NDI), numeric rating scales for neck pain (NP-NRS) and arm pain (AP-NRS), EQ-5D, and modified Japanese Orthopaedic Association (mJOA) scale were evaluated. RESULTS The analysis included 1141 patients diagnosed with myelopathy, of whom 1099 had an NASS satisfaction index recorded at any of the follow-up time points. Concomitant radiculopathy was an indication for surgery in 368 (33.5%) patients, and severe neck pain (NP-NRS ≥ 7) was present in 471 (42.8%) patients. At the 3-month follow-up, NASS patient satisfaction index scores were positively correlated with scores for the NP-NRS (r = 0.30), AP-NRS (r = 0.32), and NDI (r = 0.36) and negatively correlated with EQ-5D (r = −0.38) and mJOA (r = −0.29) scores (all p < 0.001). At the 12-month follow-up, scores for the NASS index were positively correlated with scores for the NP-NRS (r = 0.44), AP-NRS (r = 0.38), and NDI (r = 0.46) and negatively correlated with scores for the EQ-5D (r = −0.40) and mJOA (r = −0.36) (all p < 0.001). At the 24-month follow-up, NASS index scores were positively correlated with NP-NRS (r = 0.49), AP-NRS (r = 0.36), and NDI (r = 0.49) scores and negatively correlated with EQ-5D (r = −0.44) and mJOA (r = −0.38) scores (all p < 0.001). CONCLUSIONS Neck pain was highly prevalent in patients with myelopathy. Notably, improvement in neck pain–associated disability rather than improvement in myelopathy was the most prominent PRO factor for patients. This finding may reflect greater patient concern for active pain symptoms than for neurological symptoms caused by myelopathy. As commercial payers begin to examine novel remuneration strategies for surgical interventions, thoughtful analysis of PRO measurements will have increasing relevance.
Characteristics of patients who return to work after undergoing surgery for cervical spondylotic myelopathy: a Quality Outcomes Database study
Michalopoulos, Giorgos D. , Shaffrey, Christopher I. , Gottfried, Oren N., Johnson, Eli , Bisson, Erica F. , Wang, Michael Y. , Knightly, John J. , Virk, Michael S., Tumialán, Luis M. , Turner, Jay D. , Upadhyaya, Cheerag D., Shaffrey, Mark E., Park, Paul , Foley, Kevin T. , Coric, Domagoj , Slotkin, Jonathan R., Potts, Eric A. , Chou, Dean , Fu, Kai-Ming, Haid, Regis W., Asher, Anthony L. , Bydon, Mohamad , Mummaneni, Praveen V. , Than, Khoi D. , Michalopoulos, Giorgos , Bergin, Stephen M., Virk, Michael S.

Journal of Neurosurgery: Spine | March 2, 2023 | Volume: 38 | Issue: 5 | Pages: 530-539

10.3171/2023.1.spine221078 | PMID 36805526 Get It

OBJECTIVE Return to work (RTW) is an important surgical outcome for patients who are employed, yet a significant number of patients with cervical spondylotic myelopathy (CSM) who are employed undergo cervical spine surgery and fail to RTW. In this study, the authors investigated factors associated with failure to RTW in the CSM population who underwent cervical spine surgery and who were considered to have a good surgical outcome yet failed to RTW. METHODS This study retrospectively analyzed prospectively collected data from the cervical myelopathy module of a national spine registry, the Quality Outcomes Database. The CSM data set of the Quality Outcomes Database was queried for patients who were employed at the time of surgery and planned to RTW postoperatively. Distinct multivariable logistic regression models were fitted with 3-month RTW as an outcome for the overall population to identify risk factors for failure to RTW. Good outcomes were defined as patients who had no adverse events (readmissions or complications), who had achieved 30% improvement in Neck Disability Index score, and who were satisfied (North American Spine Society satisfaction score of 1 or 2) at 3 months postsurgery. RESULTS Of the 409 patients who underwent surgery, 80% (n = 327) did RTW at 3 months after surgery. At 3 months, 56.9% of patients met the criteria for a good surgical outcome, and patients with a good outcome were more likely to RTW (88.1% vs 69.2%, p < 0.01). Of patients with a good outcome, 11.9% failed to RTW at 3 months. Risk factors for failing to RTW despite a good outcome included preoperative short-term disability or leave status (OR 3.03 [95% CI 1.66–7.90], p = 0.02); a higher baseline Neck Disability Index score (OR 1.41 [95% CI 1.09–1.84], p < 0.01); and higher neck pain score at 3 months postoperatively (OR 0.81 [95% CI 0.66–0.99], p = 0.04). CONCLUSIONS Most patients with CSM who undergo spine surgery reenter the workforce within 3 months from surgery, with RTW rates being higher among patients who experience good outcomes. Among patients with good outcomes who were employed, failure to RTW was associated with being on preoperative short-term disability or leave status prior to surgery as well as higher neck pain scores at baseline and at 3 months postoperatively.
Cerebral Small Vessel Disease–Related Dementia: More Questions Than Answers
Wang, Michael M. , Wang, Michael M , Elahi, Fanny M. , Meschia, James F.

Stroke | February 27, 2023 | Volume: 54 | Issue: 3 | Pages: 648-660

10.1161/strokeaha.122.038265 | PMID 36848423 Get It

Cerebral small vessel disease (CSVD) has emerged as a common factor driving age-dependent diseases, including stroke and dementia. CSVD-related dementia will affect a growing fraction of the aging population, requiring improved recognition, understanding, and treatments. This review describes evolving criteria and imaging biomarkers for the diagnosis of CSVD-related dementia. We describe diagnostic challenges, particularly in the context of mixed pathologies and the absence of highly effective biomarkers for CSVD-related dementia. We review evidence regarding CSVD as a risk factor for developing neurodegenerative disease and potential mechanisms by which CSVD leads to progressive brain injury. Finally, we summarize recent studies on the effects of major classes of cardiovascular medicines relevant to CSVD-related cognitive impairment. Although many key questions remain, the increased attention to CSVD has resulted in a sharper vision for what will be needed to meet the upcoming challenges imposed by this disease.
Brexucabtagene Autoleucel for Relapsed or Refractory Mantle Cell Lymphoma in Standard-of-Care Practice: Results From the US Lymphoma CAR T Consortium
Wang, Yucai , Jain, Preetesh , Locke, Frederick L. , Maurer, Matthew J. , Frank, Matthew J. , Muñoz, Javier , Dahiya, Saurabh , Beitinjaneh, Amer , Jacobs, Miriam T. , McGuirk, Joseph P. , Hill, Brian T. , Dorritie, Kathleen , Oluwole, Olalekan O. , Deol, Abhinav , Wang, Trent , Banerjee, Rahul , Miklos, David B. , Rapoport, Aaron P. , Lekakis, Lazaros J. , Neelapu, Sattva S. , Wang, Michael , Munoz, Javier L , Vose, Julie , Goy, Andre Henri , Oluwole, Olalekan O , Deol, Abhinav , Paludo, Jonas , Wang, Trent , Banerjee, Rahul , Miklos, David B , Rapoport, Aaron P , Neelapu, Sattva S , Lin, Yi , Wang, Michael L , Jain, Michael D , Maurer, Matthew , McGuirk, Joseph , Wang, Yucai , Dahiya, Saurabh , Jacobs, Miriam T , Locke, Frederick L , Jain, Preetesh , Vose, Julie M. , Andreadis, Charalambos Babis , Paludo, Jonas , Shah, Bijal , Ghobadi, Armin , Lin, Yi , Jain, Michael D.

Journal of Clinical Oncology | February 8, 2023 | Volume: 41 | Issue: 14 | Pages: 2594-2606

10.1200/jco.22.01797 | PMID 36753699 Get It

PURPOSE Brexucabtagene autoleucel (brexu-cel) is an autologous CD19-directed chimeric antigen receptor (CAR) T-cell therapy approved for relapsed/refractory mantle cell lymphoma (MCL). This therapy was approved on the basis of the single-arm phase II ZUMA-2 trial, which showed best overall and complete response rates of 91% and 68%, respectively. We report clinical outcomes with brexu-cel in the standard-of-care setting for the approved indication. PATIENTS AND METHODS Patients who underwent leukapheresis between August 1, 2020 and December 31, 2021, at 16 US institutions, with an intent to manufacture commercial brexu-cel for relapsed/refractory MCL, were included. Patient data were collected for analyses of responses, outcomes, and toxicities as per standard guidelines. RESULTS Of 189 patients who underwent leukapheresis, 168 (89%) received brexu-cel infusion. Of leukapheresed patients, 79% would not have met ZUMA-2 eligibility criteria. Best overall and complete response rates were 90% and 82%, respectively. At a median follow-up of 14.3 months after infusion, the estimates for 6- and 12-month progression-free survival (PFS) were 69% (95% CI, 61 to 75) and 59% (95% CI, 51 to 66), respectively. The nonrelapse mortality was 9.1% at 1 year, primarily because of infections. Grade 3 or higher cytokine release syndrome and neurotoxicity occurred in 8% and 32%, respectively. In univariable analysis, high-risk simplified MCL international prognostic index, high Ki-67, TP53 aberration, complex karyotype, and blastoid/pleomorphic variant were associated with shorter PFS after brexu-cel infusion. Patients with recent bendamustine exposure (within 24 months before leukapheresis) had shorter PFS and overall survival after leukapheresis in intention-to-treat univariable analysis. CONCLUSION In the standard-of-care setting, the efficacy and toxicity of brexu-cel were consistent with those reported in the ZUMA-2 trial. Tumor-intrinsic features of MCL, and possibly recent bendamustine exposure, may be associated with inferior efficacy outcomes.
Minimally invasive versus open transforaminal lumbar interbody fusion for grade I lumbar spondylolisthesis: 5-year follow-up from the prospective multicenter Quality Outcomes Database registry
Chan, Andrew K. , Bydon, Mohamad , Bisson, Erica F. , Glassman, Steven D. , Foley, Kevin T. , Shaffrey, Christopher I. , Potts, Eric A. , Shaffrey, Mark E., Coric, Domagoj , Knightly, John J. , Park, Paul , Wang, Michael Y. , Fu, Kai-Ming, Slotkin, Jonathan R., Asher, Anthony L. , Virk, Michael S. , Michalopoulos, Giorgos D. , Haid, Regis W., Agarwal, Nitin , Park, Christine , Chou, Dean , Mummaneni, Praveen V. , Michalopoulos, Giorgos , Guan, Jian

Neurosurgical Focus | January 1, 2023 | Volume: 54 | Issue: 1 | Pages: E2

10.3171/2022.10.focus22602 | PMID 36587409 Get It

OBJECTIVE Minimally invasive transforaminal lumbar interbody fusion (MI-TLIF) has been used to treat degenerative lumbar spondylolisthesis and is associated with expedited recovery, reduced operative blood loss, and shorter hospitalizations compared to those with traditional open TLIF. However, the impact of MI-TLIF on long-term patient-reported outcomes (PROs) is less clear. Here, the authors compare the outcomes of MI-TLIF to those of traditional open TLIF for grade I degenerative lumbar spondylolisthesis at 60 months postoperatively. METHODS The authors utilized the prospective Quality Outcomes Database registry and queried for patients with grade I degenerative lumbar spondylolisthesis who had undergone single-segment surgery via an MI or open TLIF method. PROs were compared 60 months postoperatively. The primary outcome was the Oswestry Disability Index (ODI). The secondary outcomes included the numeric rating scale (NRS) for back pain (NRS-BP), NRS for leg pain (NRS-LP), EQ-5D, North American Spine Society (NASS) satisfaction, and cumulative reoperation rate. Multivariable models were constructed to assess the impact of MI-TLIF on PROs, adjusting for variables reaching p < 0.20 on univariable analyses and respective baseline PRO values. RESULTS The study included 297 patients, 72 (24.2%) of whom had undergone MI-TLIF and 225 (75.8%) of whom had undergone open TLIF. The 60-month follow-up rates were similar for the two cohorts (86.1% vs 75.6%, respectively; p = 0.06). Patients did not differ significantly at baseline for ODI, NRS-BP, NRS-LP, or EQ-5D (p > 0.05 for all). Perioperatively, MI-TLIF was associated with less blood loss (108.8 ± 85.6 vs 299.6 ± 242.2 ml, p < 0.001) and longer operations (228.2 ± 111.5 vs 189.6 ± 66.5 minutes, p < 0.001) but had similar lengths of hospitalizations (MI-TLIF 2.9 ± 1.8 vs open TLIF 3.3 ± 1.6 days, p = 0.08). Discharge disposition to home or home health was similar (MI-TLIF 93.1% vs open TLIF 91.1%, p = 0.60). Both cohorts improved significantly from baseline for the 60-month ODI, NRS-BP, NRS-LP, and EQ-5D (p < 0.001 for all comparisons). In adjusted analyses, MI-TLIF, compared to open TLIF, was associated with similar 60-month ODI, ODI change, odds of reaching ODI minimum clinically important difference, NRS-BP, NRS-BP change, NRS-LP, NRS-LP change, EQ-5D, EQ-5D change, and NASS satisfaction (adjusted p > 0.05 for all). The 60-month reoperation rates did not differ significantly (MI-TLIF 5.6% vs open TLIF 11.6%, p = 0.14). CONCLUSIONS For symptomatic, single-level grade I degenerative lumbar spondylolisthesis, MI-TLIF was associated with decreased blood loss perioperatively, but there was no difference in 60-month outcomes for disability, back pain, leg pain, quality of life, or satisfaction between MI and open TLIF. There was no difference in cumulative reoperation rates between the two procedures. These results suggest that in appropriately selected patients, either procedure may be employed depending on patient and surgeon preferences.
BRUIN MCL-321: Phase III Study of Pirtobrutinib Versus Investigator Choice of BTK Inhibitor in BTK Inhibitor Naive Mantle Cell Lymphoma
Eyre, Toby A. , Shah, Nirav N. , Dreyling, Martin , Jurczak, Wojciech , Gandhi, Mitul, Chay, Christopher H., Sharman, Jeff P. , Andorsky, David , Messersmith, Hannah M, Ruppert, Amy S. , Muthig, Valerie A., Ito, Rodrigo, Wang, Michael , Jurczak, Wojciech , Wang, Yucai , Cheah, Chan Y. , Song, Yuqin , Muthig, Valerie

Future Oncology | November 15, 2022 | Volume: 18 | Issue: 36 | Pages: 3961-3969

10.2217/fon-2022-0976 | PMID 36377973 Get It

Development of new postoperative neck pain at 12 and 24 months after surgery for cervical spondylotic myelopathy: a Quality Outcomes Database study
Sherrod, Brandon A. , Michalopoulos, Giorgos D. , Mulvaney, Graham , Agarwal, Nitin , Chan, Andrew K. , Asher, Anthony L. , Coric, Domagoj , Virk, Michael S. , Fu, Kai-Ming, Foley, Kevin T. , Park, Paul , Upadhyaya, Cheerag D., Knightly, John J. , Shaffrey, Mark E., Potts, Eric A. , Shaffrey, Christopher I. , Gottfried, Oren N., Than, Khoi D. , Wang, Michael Y. , Tumialán, Luis M. , Chou, Dean , Mummaneni, Praveen V. , Bydon, Mohamad , Bisson, Erica F. , Michalopoulos, Giorgos

Journal of Neurosurgery: Spine | October 28, 2022 | Volume: 38 | Issue: 3 | Pages: 357-365

10.3171/2022.9.spine22611 | PMID 36308471 Get It

OBJECTIVE Patients who undergo surgery for cervical spondylotic myelopathy (CSM) will occasionally develop postoperative neck pain that was not present preoperatively, yet the incidence of this phenomenon is unclear. The authors aimed to elucidate patient and surgical factors associated with new-onset sustained pain after CSM surgery. METHODS The authors reviewed data from the Quality Outcomes Database (QOD) CSM module. The presence of neck pain was defined using the neck pain numeric rating scale (NRS). Patients with no neck pain at baseline (neck NRS score ≤ 1) were then stratified based on the presence of new postoperative pain development (neck NRS score ≥ 2) at 12 and 24 months postoperatively. RESULTS Of 1141 patients in the CSM QOD, 224 (19.6%) reported no neck pain at baseline. Among 170 patients with no baseline neck pain and available 12-month follow-up, 46 (27.1%) reported new postoperative pain. Among 184 patients with no baseline neck pain and available 24-month follow-up, 53 (28.8%) reported new postoperative pain. The mean differences in neck NRS scores were 4.3 for those with new postoperative pain compared with those without at 12 months (4.4 ± 2.2 vs 0.1 ± 0.3, p < 0.001) and 3.9 at 24 months (4.1 ± 2.4 vs 0.2 ± 0.4, p < 0.001). The majority of patients reporting new-onset neck pain reported being satisfied with surgery, but their satisfaction was significantly lower compared with patients without pain at the 12-month (66.7% vs 94.3%, p < 0.001) and 24-month (65.4% vs 90.8%, p < 0.001) follow-ups. The baseline Neck Disability Index (NDI) was an independent predictor of new postoperative neck pain at both the 12-month and 24-month time points (adjusted OR [aOR] 1.04, 95% CI 1.01–1.06; p = 0.002; and aOR 1.03, 95% CI 1.01–1.05; p = 0.026, respectively). The total number of levels treated was associated with new-onset neck pain at 12 months (aOR 1.34, 95% CI 1.09–1.64; p = 0.005), and duration of symptoms more than 3 months was a predictor of 24-month neck pain (aOR 3.22, 95% CI 1.01–10.22; p = 0.048). CONCLUSIONS Increased NDI at baseline, number of levels treated surgically, and duration of symptoms longer than 3 months preoperatively correlate positively with the risk of new-onset neck pain following CSM surgery. The majority of patients with new-onset neck pain still report satisfaction from surgery, suggesting that the risk of new-onset neck pain should not hinder indicated operations from being performed.
Leveraging machine learning to ascertain the implications of preoperative body mass index on surgical outcomes for 282 patients with preoperative obesity and lumbar spondylolisthesis in the Quality Outcomes Database
Agarwal, Nitin , Chan, Andrew K. , Shabani, Saman , Bisson, Erica F. , Bydon, Mohamad , Glassman, Steven D. , Foley, Kevin T. , Shaffrey, Christopher I. , Potts, Eric A. , Shaffrey, Mark E., Coric, Domagoj , Knightly, John J. , Park, Paul , Wang, Michael Y. , Fu, Kai-Ming, Slotkin, Jonathan R., Asher, Anthony L. , Virk, Michael S. , Haid, Regis W., Chou, Dean , Mummaneni, Praveen V. , Aabedi, Alexander A. , Letchuman, Vijay

Journal of Neurosurgery: Spine | October 14, 2022 | Volume: 38 | Issue: 2 | Pages: 182-191

10.3171/2022.8.spine22365 | PMID 36208428 Get It

OBJECTIVE Prior studies have revealed that a body mass index (BMI) ≥ 30 is associated with worse outcomes following surgical intervention in grade 1 lumbar spondylolisthesis. Using a machine learning approach, this study aimed to leverage the prospective Quality Outcomes Database (QOD) to identify a BMI threshold for patients undergoing surgical intervention for grade 1 lumbar spondylolisthesis and thus reliably identify optimal surgical candidates among obese patients. METHODS Patients with grade 1 lumbar spondylolisthesis and preoperative BMI ≥ 30 from the prospectively collected QOD lumbar spondylolisthesis module were included in this study. A 12-month composite outcome was generated by performing principal components analysis and k-means clustering on four validated measures of surgical outcomes in patients with spondylolisthesis. Random forests were generated to determine the most important preoperative patient characteristics in predicting the composite outcome. Recursive partitioning was used to extract a BMI threshold associated with optimal outcomes. RESULTS The average BMI was 35.7, with 282 (46.4%) of the 608 patients from the QOD data set having a BMI ≥ 30. Principal components analysis revealed that the first principal component accounted for 99.2% of the variance in the four outcome measures. Two clusters were identified corresponding to patients with suboptimal outcomes (severe back pain, increased disability, impaired quality of life, and low satisfaction) and to those with optimal outcomes. Recursive partitioning established a BMI threshold of 37.5 after pruning via cross-validation. CONCLUSIONS In this multicenter study, the authors found that a BMI ≤ 37.5 was associated with improved patient outcomes following surgical intervention. These findings may help augment predictive analytics to deliver precision medicine and improve prehabilitation strategies.