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Wu JY, Tang M, Touponse G, Theologitis M, Williamson T, Zygourakis CC. Socioeconomic disparities in lumbar fusion rates were exacerbated during the COVID-19 pandemic. N Am Spine Soc J 2024; 18:100321. [PMID: 38741936 PMCID: PMC11089397 DOI: 10.1016/j.xnsj.2024.100321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 04/03/2024] [Accepted: 04/04/2024] [Indexed: 05/16/2024]
Abstract
Background The COVID-19 pandemic disrupted healthcare access and utilization throughout the US, with variable impact on patients of different socioeconomic status (SES) and race. We characterize pre-pandemic and pandemic demographic and SES trends of lumbar fusion patients in the US. Methods Adults undergoing first-time lumbar fusion 1/1/2004-3/31/2021 were assessed in Clinformatics® Data Mart for patient age, geographical location, gender, race, education level, net worth, and Charlson Comorbidity Index (CCI). Multivariable regression models were used to evaluate the significance of trends over time, with a focus on pandemic trends 2020-2021 versus previous trends 2004-2019. Results The total 217,204 patients underwent lumbar fusions, 1/1/2004-3/31/2021. The numbers and per capita rates of lumbar fusions increased 2004-2019 and decreased in 2020 (first year of COVID-19 pandemic), with large variation in geographic distribution. There was overall a significant decrease in proportion of White patients undergoing lumbar fusion over time (OR=0.997, p<.001), though they were more likely to undergo surgery during the pandemic (OR=1.016, p<.001). From 2004-2021, patients were more likely to be educated beyond high school. Additionally, patients in the highest (>$500k) and lowest (<$25k) net worth categories had significantly more fusions over time (p<.001). During the pandemic (2020-2021), patients in higher net worth groups were more likely to undergo lumbar fusions ($150k-249k & $250k-499k: p<.001) whereas patients in the lowest net worth group had decreased rate of surgeries (p<.001). Lastly, patients' CCI increased significantly from 2004 to 2021 (coefficient=0.124, p<.001), and this trend held true during the pandemic (coefficient=0.179, p<.001). Conclusions To the best of our knowledge, our work represents the most comprehensive and recent characterization of SES variables in lumbar fusion rates. Unsurprisingly, lumbar fusions decreased overall with the onset of the COVID-19 pandemic. Importantly, disparities in fusion patients across patient race and wealth widened during the pandemic, reversing years of progress, a lesson we can learn for future public health emergencies.
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Affiliation(s)
- Janet Y. Wu
- School of Medicine, Stanford University Medical Center, 291 Campus Drive, Stanford, CA 94305, United States
| | - Megan Tang
- Icahn School of Medicine at Mount Sinai, 1 Gustave L Levy Pl, New York, NY 10029, United States
| | - Gavin Touponse
- School of Medicine, Stanford University Medical Center, 291 Campus Drive, Stanford, CA 94305, United States
| | - Marinos Theologitis
- School of Medicine, University of Crete, Voutes Campus, P.O. Box 2208, 71003 Heraklion, Crete, Greece
| | - Theresa Williamson
- Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114, United States
| | - Corinna C. Zygourakis
- Department of Neurosurgery, Stanford University Medical Center, 453 Quarry Road Palo Alto, CA 94304, United States
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2
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Sanders WR, Barber JK, Temkin NR, Foreman B, Giacino JT, Williamson T, Edlow BL, Manley GT, Bodien YG. Recovery Potential in Patients Who Died After Withdrawal of Life-Sustaining Treatment: A TRACK-TBI Propensity Score Analysis. J Neurotrauma 2024. [PMID: 38739032 DOI: 10.1089/neu.2024.0014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/14/2024] Open
Abstract
Among patients with severe traumatic brain injury (TBI), there is high prognostic uncertainty but growing evidence that recovery of independence is possible. Nevertheless, families are often asked to make decisions about withdrawal of life-sustaining treatment (WLST) within days of injury. The range of potential outcomes for patients who died after WLST (WLST+) is unknown, posing a challenge for prognostic modeling and clinical counseling. We investigated the potential for survival and recovery of independence after acute TBI in patients who died after WLST. We used Transforming Research and Clinical Knowledge in TBI (TRACK-TBI) data and propensity score matching to pair participants with WLST+ to those with a similar probability of WLST (based on demographic and clinical characteristics), but for whom life-sustaining treatment was not withdrawn (WLST-). To optimize matching, we divided the WLST- cohort into tiers (Tier 1 = 0-11%, Tier 2 = 11-27%, Tier 3 = 27-70% WLST propensity). We estimated the level of recovery that could be expected in WLST+ participants by evaluating 3-, 6-, and 12-month Glasgow Outcome Scale-Extended (GOSE) and Disability Rating Scale outcomes in matched WLST- participants. Of 90 WLST+ participants (80% male, mean [standard deviation; SD] age = 59.2 [17.9] years, median [IQR] days to WLST = 5.4 [2.2, 11.7]), 80 could be matched to WLST- participants. Of 56 WLST- participants who were followed at 6 months, 31 (55%) died. Among survivors in the overall sample and survivors in Tiers 1 and 2, more than 30% recovered at least partial independence (GOSE ≥4). In Tier 3, recovery to GOSE ≥4 occurred at 12 months, but not 6 months, post-injury. These results suggest a substantial proportion of patients with TBI and WLST may have survived and achieved at least partial independence. However, death or severe disability is a common outcome when the probability of WLST is high. While further validation is needed, our findings support a more cautious clinical approach to WLST and more complete reporting on WLST in TBI studies.
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Affiliation(s)
- William R Sanders
- Center for Neurotechnology and Neurorecovery, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
- Geisel School of Medicine, Dartmouth College, Hanover, New Hampshire, USA
| | - Jason K Barber
- Department of Neurological Surgery, University of Washington, Seattle, Washington, USA
| | - Nancy R Temkin
- Department of Neurological Surgery, University of Washington, Seattle, Washington, USA
- Department of Biostatistics, University of Washington, Seattle, Washington, USA
| | - Brandon Foreman
- Department of Neurology and Rehabilitation Medicine, University of Cincinnati, Cincinnati, Ohio, USA
| | - Joseph T Giacino
- Department of Physical Medicine and Rehabilitation, Spaulding Rehabilitation Hospital, Charlestown, Massachusetts, USA
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, Massachusetts, USA
| | - Theresa Williamson
- Department of Neurosurgery, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Brian L Edlow
- Center for Neurotechnology and Neurorecovery, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
- Department of Radiology, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, Massachusetts, USA
| | - Geoffrey T Manley
- Department of Neurological Surgery, University of California San Francisco, San Francisco, California, USA
| | - Yelena G Bodien
- Center for Neurotechnology and Neurorecovery, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
- Department of Physical Medicine and Rehabilitation, Spaulding Rehabilitation Hospital, Charlestown, Massachusetts, USA
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, Massachusetts, USA
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3
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Khalid SI, Massaad E, Kiapour A, Bridge CP, Rigney G, Burrows A, Shim J, De la Garza Ramos R, Tobert DG, Schoenfeld AJ, Williamson T, Shankar GM, Shin JH. Machine learning-based detection of sarcopenic obesity and association with adverse outcomes in patients undergoing surgical treatment for spinal metastases. J Neurosurg Spine 2024; 40:291-300. [PMID: 38039533 DOI: 10.3171/2023.9.spine23864] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 09/21/2023] [Indexed: 12/03/2023]
Abstract
OBJECTIVE The distributions and proportions of lean and fat tissues may help better assess the prognosis and outcomes of patients with spinal metastases. Specifically, in obese patients, sarcopenia may be easily overlooked as a poor prognostic indicator. The role of this body phenotype, sarcopenic obesity (SO), has not been adequately studied among patients undergoing surgical treatment for spinal metastases. To this end, here the authors investigated the role of SO as a potential prognostic factor in patients undergoing surgical treatment for spinal metastases. METHODS The authors identified patients who underwent surgical treatment for spinal metastases between 2010 and 2020. A validated deep learning approach evaluated sarcopenia and adiposity on routine preoperative CT images. Based on composition analyses, patients were classified with SO or nonsarcopenic obesity. After nearest-neighbor propensity matching that accounted for confounders, the authors compared the rates and odds of postoperative complications, length of stay, 30-day readmission, and all-cause mortality at 90 days and 1 year between the SO and nonsarcopenic obesity groups. RESULTS A total of 62 patients with obesity underwent surgical treatment for spinal metastases during the study period. Of these, 37 patients had nonsarcopenic obesity and 25 had SO. After propensity matching, 50 records were evaluated that were equally composed of patients with nonsarcopenic obesity and SO (25 patients each). Patients with SO were noted to have increased odds of nonhome discharge (OR 6.0, 95% CI 1.69-21.26), 30-day readmission (OR 3.27, 95% CI 1.01-10.62), and 90-day (OR 4.85, 95% CI 1.29-18.26) and 1-year (OR 3.78, 95% CI 1.17-12.19) mortality, as well as increased time to mortality after surgery (12.60 ± 19.84 months vs 37.16 ± 35.19 months, p = 0.002; standardized mean difference 0.86). No significant differences were noted in terms of length of stay or postoperative complications when comparing the two groups (p > 0.05). CONCLUSIONS The SO phenotype was associated with increased odds of nonhome discharge, readmission, and postoperative mortality. This study suggests that SO may be an important prognostic factor to consider when developing care plans for patients with spinal metastases.
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Affiliation(s)
- Syed I Khalid
- Departments of1Neurosurgery and
- 2Department of Neurosurgery, University of Illinois at Chicago, Chicago, Illinois
| | | | | | - Christopher P Bridge
- 3Massachusetts General Hospital and Brigham and Women's Hospital Center for Clinical Data Science, Boston, Massachusetts
| | | | | | | | - Rafael De la Garza Ramos
- 4Department of Neurosurgery, The Warren Alpert Medical School of Brown University, Providence, Rhode Island; and
| | - Daniel G Tobert
- 5Orthopedic Surgery, Massachusetts General Hospital, Boston, Massachusetts
| | - Andrew J Schoenfeld
- 6Department of Orthopedic Surgery, Brigham and Women's Hospital, Boston, Massachusetts
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4
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Wadhwa H, Leung C, Sklar M, Malacon K, Rangwalla T, Williamson T, Castillo TN, Amanatullah DF, Zygourakis CC. Costs and Outcomes of Total Joint Arthroplasty in Medicare Beneficiaries Are Not Meaningfully Associated with Industry Payments. J Bone Joint Surg Am 2024; 106:337-345. [PMID: 37992189 DOI: 10.2106/jbjs.23.00768] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2023]
Abstract
BACKGROUND Prior studies have demonstrated that industry payments affect physician prescribing patterns, but their effect on orthopaedic surgical costs is unknown. This study examines the relationship between industry payments and the total costs of primary total joint arthroplasty, as well as operating room cost, length of stay, 30-day mortality, and 30-day readmission. METHODS Open Payments data were matched across a 20% sample of Medicare-insured patients undergoing primary elective total hip arthroplasty (THA) (n = 130,872) performed by 7,539 surgeons or primary elective total knee arthroplasty (TKA) (n = 230,856) performed by 8,977 surgeons from 2013 to 2015. Patient, hospital, and surgeon-specific factors were gathered. Total and operating room costs, length of stay, mortality, and readmissions were recorded. Multivariable linear and logistic regression models were used to identify the risk-adjusted relationships between industry payments and the primary and secondary outcomes. RESULTS In this study, 96.7% of THA surgeons and 97.4% of TKA surgeons received industry payments. After multivariable risk adjustment, for each $1,000 increase in industry payments, the total costs of THA increased by $0.50 (0.003% of total costs) and the operating room costs of THA increased by $0.20 (0.003% of total costs). Industry payments were not associated with TKA cost. Industry payments were not associated with 30-day mortality after either THA or TKA. Higher industry payments were independently associated with a marginal decrease in the length of stay for patients undergoing THA (0.0045 days per $1,000) or TKA (0.0035 days per $1,000) and a <0.1% increase in the odds of 30-day readmission after THA for every $1,000 in industry payments. The median total THA costs were $300 higher (p < 0.001), whereas the median TKA costs were $150 lower (p < 0.001), for surgeons receiving the highest 5% of industry payments. These surgical procedures were more often performed in large urban areas, in hospitals with a higher number of beds, with a higher wage index, and by more experienced surgeons and were associated with a 0.4 to 1-day shorter length of stay (p < 0.001). CONCLUSIONS Although most arthroplasty surgeons received industry payments, a minority of surgeons received the majority of payments. Overall, arthroplasty costs and outcomes were not meaningfully impacted by industry relationships. LEVEL OF EVIDENCE Prognostic Level III . See Instructions for Authors for a complete description of levels of evidence.
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Affiliation(s)
- Harsh Wadhwa
- School of Medicine, Stanford University, Stanford, California
| | - Christopher Leung
- Department of Neurosurgery, Stanford University Medical Center, Stanford, California
| | - Matthew Sklar
- Department of Neurosurgery, Stanford University Medical Center, Stanford, California
| | - Karen Malacon
- School of Medicine, Stanford University, Stanford, California
| | - Taiyeb Rangwalla
- Department of Neurosurgery, Stanford University Medical Center, Stanford, California
| | | | - Tiffany N Castillo
- Department of Orthopaedic Surgery, Santa Clara Valley Medical Center, San Jose, California
- Department of Orthopaedic Surgery, Stanford University Medical Center, Stanford, California
| | - Derek F Amanatullah
- Department of Orthopaedic Surgery, Stanford University Medical Center, Stanford, California
| | - Corinna C Zygourakis
- Department of Neurosurgery, Stanford University Medical Center, Stanford, California
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5
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Johnson KA, Dosenbach NUF, Gordon EM, Welle CG, Wilkins KB, Bronte-Stewart HM, Voon V, Morishita T, Sakai Y, Merner AR, Lázaro-Muñoz G, Williamson T, Horn A, Gilron R, O'Keeffe J, Gittis AH, Neumann WJ, Little S, Provenza NR, Sheth SA, Fasano A, Holt-Becker AB, Raike RS, Moore L, Pathak YJ, Greene D, Marceglia S, Krinke L, Tan H, Bergman H, Pötter-Nerger M, Sun B, Cabrera LY, McIntyre CC, Harel N, Mayberg HS, Krystal AD, Pouratian N, Starr PA, Foote KD, Okun MS, Wong JK. Proceedings of the 11th Annual Deep Brain Stimulation Think Tank: pushing the forefront of neuromodulation with functional network mapping, biomarkers for adaptive DBS, bioethical dilemmas, AI-guided neuromodulation, and translational advancements. Front Hum Neurosci 2024; 18:1320806. [PMID: 38450221 PMCID: PMC10915873 DOI: 10.3389/fnhum.2024.1320806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Accepted: 02/05/2024] [Indexed: 03/08/2024] Open
Abstract
The Deep Brain Stimulation (DBS) Think Tank XI was held on August 9-11, 2023 in Gainesville, Florida with the theme of "Pushing the Forefront of Neuromodulation". The keynote speaker was Dr. Nico Dosenbach from Washington University in St. Louis, Missouri. He presented his research recently published in Nature inn a collaboration with Dr. Evan Gordon to identify and characterize the somato-cognitive action network (SCAN), which has redefined the motor homunculus and has led to new hypotheses about the integrative networks underpinning therapeutic DBS. The DBS Think Tank was founded in 2012 and provides an open platform where clinicians, engineers, and researchers (from industry and academia) can freely discuss current and emerging DBS technologies, as well as logistical and ethical issues facing the field. The group estimated that globally more than 263,000 DBS devices have been implanted for neurological and neuropsychiatric disorders. This year's meeting was focused on advances in the following areas: cutting-edge translational neuromodulation, cutting-edge physiology, advances in neuromodulation from Europe and Asia, neuroethical dilemmas, artificial intelligence and computational modeling, time scales in DBS for mood disorders, and advances in future neuromodulation devices.
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Affiliation(s)
- Kara A. Johnson
- Norman Fixel Institute for Neurological Diseases, University of Florida, Gainesville, FL, United States
- Department of Neurology, University of Florida, Gainesville, FL, United States
| | - Nico U. F. Dosenbach
- Department of Neurology, Washington University School of Medicine, St. Louis, MO, United States
| | - Evan M. Gordon
- Department of Radiology, Washington University School of Medicine, St. Louis, MO, United States
| | - Cristin G. Welle
- Department of Physiology and Biophysics, University of Colorado School of Medicine, Aurora, CO, United States
- Department of Neurosurgery, University of Colorado School of Medicine, Aurora, CO, United States
| | - Kevin B. Wilkins
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, CA, United States
| | - Helen M. Bronte-Stewart
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, CA, United States
| | - Valerie Voon
- Department of Psychiatry, University of Cambridge, Cambridge, United Kingdom
| | - Takashi Morishita
- Department of Neurosurgery, Fukuoka University Faculty of Medicine, Fukuoka, Japan
| | - Yuki Sakai
- ATR Brain Information Communication Research Laboratory Group, Kyoto, Japan
- Department of Psychiatry, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Amanda R. Merner
- Center for Bioethics, Harvard Medical School, Boston, MA, United States
| | - Gabriel Lázaro-Muñoz
- Center for Bioethics, Harvard Medical School, Boston, MA, United States
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, United States
| | - Theresa Williamson
- Department of Neurosurgery, Massachusetts General Hospital, Boston, MA, United States
| | - Andreas Horn
- Department of Neurology, Center for Brain Circuit Therapeutics, Harvard Medical School, Brigham & Women's Hospital, Boston, MA, United States
- MGH Neurosurgery and Center for Neurotechnology and Neurorecovery (CNTR) at MGH Neurology Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
- Movement Disorder and Neuromodulation Unit, Department of Neurology, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Berlin, Germany
| | | | | | - Aryn H. Gittis
- Biological Sciences and Center for Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, PA, United States
| | - Wolf-Julian Neumann
- Movement Disorder and Neuromodulation Unit, Department of Neurology, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt- Universität zu Berlin, Berlin, Germany
| | - Simon Little
- Department of Neurological Surgery, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, United States
| | - Nicole R. Provenza
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, United States
| | - Sameer A. Sheth
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, United States
| | - Alfonso Fasano
- Edmond J. Safra Program in Parkinson's Disease, Division of Neurology, Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, University Health Network (UHN), University of Toronto, Toronto, ON, Canada
- Krembil Brain Institute, Toronto, ON, Canada
| | - Abbey B. Holt-Becker
- Restorative Therapies Group Implantables, Research, and Core Technology, Medtronic Inc., Minneapolis, MN, United States
| | - Robert S. Raike
- Restorative Therapies Group Implantables, Research, and Core Technology, Medtronic Inc., Minneapolis, MN, United States
| | - Lisa Moore
- Boston Scientific Neuromodulation Corporation, Valencia, CA, United States
| | | | - David Greene
- NeuroPace, Inc., Mountain View, CA, United States
| | - Sara Marceglia
- Department of Engineering and Architecture, University of Trieste, Trieste, Italy
| | - Lothar Krinke
- Newronika SPA, Milan, Italy
- Department of Neuroscience, West Virginia University, Morgantown, WV, United States
| | - Huiling Tan
- Medical Research Council Brain Network Dynamics Unit, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom
| | - Hagai Bergman
- Edmond and Lily Safar Center (ELSC) for Brain Research and Department of Medical Neurobiology (Physiology), Institute of Medical Research Israel-Canada, Hebrew University of Jerusalem, Jerusalem, Israel
- Department of Neurosurgery, Hadassah Medical Center, Jerusalem, Israel
| | - Monika Pötter-Nerger
- Department of Neurology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Bomin Sun
- Department of Neurosurgery, Center for Functional Neurosurgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Laura Y. Cabrera
- Neuroethics, Department of Engineering Science and Mechanics, Philosophy, and Bioethics, and the Rock Ethics Institute, Pennsylvania State University, State College, PA, United States
| | - Cameron C. McIntyre
- Department of Biomedical Engineering, Duke University, Durham, NC, United States
- Department of Neurosurgery, Duke University, Durham, NC, United States
| | - Noam Harel
- Department of Radiology, Center for Magnetic Resonance Research, University of Minnesota, Minneapolis, MN, United States
| | - Helen S. Mayberg
- Department of Neurology, Neurosurgery, Psychiatry, and Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Andrew D. Krystal
- Departments of Psychiatry and Behavioral Science and Neurology, University of California, San Francisco, San Francisco, CA, United States
| | - Nader Pouratian
- Department of Neurological Surgery, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Philip A. Starr
- Department of Neurological Surgery, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, United States
| | - Kelly D. Foote
- Norman Fixel Institute for Neurological Diseases, University of Florida, Gainesville, FL, United States
- Department of Neurosurgery, University of Florida, Gainesville, FL, United States
| | - Michael S. Okun
- Norman Fixel Institute for Neurological Diseases, University of Florida, Gainesville, FL, United States
- Department of Neurology, University of Florida, Gainesville, FL, United States
| | - Joshua K. Wong
- Norman Fixel Institute for Neurological Diseases, University of Florida, Gainesville, FL, United States
- Department of Neurology, University of Florida, Gainesville, FL, United States
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6
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Ali R, Tang OY, Connolly ID, Abdulrazeq HF, Mirza FN, Lim RK, Johnston BR, Groff MW, Williamson T, Svokos K, Libby TJ, Shin JH, Gokaslan ZL, Doberstein CE, Zou J, Asaad WF. Demographic Representation in 3 Leading Artificial Intelligence Text-to-Image Generators. JAMA Surg 2024; 159:87-95. [PMID: 37966807 PMCID: PMC10782243 DOI: 10.1001/jamasurg.2023.5695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 08/25/2023] [Indexed: 11/16/2023]
Abstract
Importance The progression of artificial intelligence (AI) text-to-image generators raises concerns of perpetuating societal biases, including profession-based stereotypes. Objective To gauge the demographic accuracy of surgeon representation by 3 prominent AI text-to-image models compared to real-world attending surgeons and trainees. Design, Setting, and Participants The study used a cross-sectional design, assessing the latest release of 3 leading publicly available AI text-to-image generators. Seven independent reviewers categorized AI-produced images. A total of 2400 images were analyzed, generated across 8 surgical specialties within each model. An additional 1200 images were evaluated based on geographic prompts for 3 countries. The study was conducted in May 2023. The 3 AI text-to-image generators were chosen due to their popularity at the time of this study. The measure of demographic characteristics was provided by the Association of American Medical Colleges subspecialty report, which references the American Medical Association master file for physician demographic characteristics across 50 states. Given changing demographic characteristics in trainees compared to attending surgeons, the decision was made to look into both groups separately. Race (non-White, defined as any race other than non-Hispanic White, and White) and gender (female and male) were assessed to evaluate known societal biases. Exposures Images were generated using a prompt template, "a photo of the face of a [blank]", with the blank replaced by a surgical specialty. Geographic-based prompting was evaluated by specifying the most populous countries on 3 continents (the US, Nigeria, and China). Main Outcomes and Measures The study compared representation of female and non-White surgeons in each model with real demographic data using χ2, Fisher exact, and proportion tests. Results There was a significantly higher mean representation of female (35.8% vs 14.7%; P < .001) and non-White (37.4% vs 22.8%; P < .001) surgeons among trainees than attending surgeons. DALL-E 2 reflected attending surgeons' true demographic data for female surgeons (15.9% vs 14.7%; P = .39) and non-White surgeons (22.6% vs 22.8%; P = .92) but underestimated trainees' representation for both female (15.9% vs 35.8%; P < .001) and non-White (22.6% vs 37.4%; P < .001) surgeons. In contrast, Midjourney and Stable Diffusion had significantly lower representation of images of female (0% and 1.8%, respectively; P < .001) and non-White (0.5% and 0.6%, respectively; P < .001) surgeons than DALL-E 2 or true demographic data. Geographic-based prompting increased non-White surgeon representation but did not alter female representation for all models in prompts specifying Nigeria and China. Conclusion and Relevance In this study, 2 leading publicly available text-to-image generators amplified societal biases, depicting over 98% surgeons as White and male. While 1 of the models depicted comparable demographic characteristics to real attending surgeons, all 3 models underestimated trainee representation. The study suggests the need for guardrails and robust feedback systems to minimize AI text-to-image generators magnifying stereotypes in professions such as surgery.
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Affiliation(s)
- Rohaid Ali
- Department of Neurosurgery, The Warren Alpert Medical School of Brown University, Providence, Rhode Island
| | - Oliver Y. Tang
- Department of Neurosurgery, The Warren Alpert Medical School of Brown University, Providence, Rhode Island
- Department of Neurosurgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Ian D. Connolly
- Department of Neurosurgery, Massachusetts General Hospital, Boston
| | - Hael F. Abdulrazeq
- Department of Neurosurgery, The Warren Alpert Medical School of Brown University, Providence, Rhode Island
| | - Fatima N. Mirza
- Department of Dermatology, The Warren Alpert Medical School of Brown University, Providence, Rhode Island
| | - Rachel K. Lim
- Department of Dermatology, The Warren Alpert Medical School of Brown University, Providence, Rhode Island
| | | | - Michael W. Groff
- Department of Neurosurgery, Brigham and Women’s Hospital, Boston, Massachusetts
| | | | - Konstantina Svokos
- Department of Neurosurgery, The Warren Alpert Medical School of Brown University, Providence, Rhode Island
| | - Tiffany J. Libby
- Department of Dermatology, The Warren Alpert Medical School of Brown University, Providence, Rhode Island
| | - John H. Shin
- Department of Neurosurgery, Massachusetts General Hospital, Boston
| | - Ziya L. Gokaslan
- Department of Neurosurgery, The Warren Alpert Medical School of Brown University, Providence, Rhode Island
| | - Curtis E. Doberstein
- Department of Neurosurgery, The Warren Alpert Medical School of Brown University, Providence, Rhode Island
| | - James Zou
- Department of Biomedical Data Science and, by courtesy, Computer Science and Electrical Engineering, Stanford University, Stanford, California
| | - Wael F. Asaad
- Department of Neurosurgery, The Warren Alpert Medical School of Brown University, Providence, Rhode Island
- Department of Neuroscience, Norman Prince Neurosciences Institute, Rhode Island Hospital, Providence
- Department of Neuroscience, Brown University, Providence, Rhode Island
- Department of Neuroscience, Carney Institute for Brain Science, Brown University, Providence, Rhode Island
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7
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Le B, Rosens E, McMillan-Drendel E, Marco D, Williamson T, Philip J. State-wide telephone support: enhanced palliative care service delivery. BMJ Support Palliat Care 2023; 13:e264-e265. [PMID: 34315719 DOI: 10.1136/bmjspcare-2021-003264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 07/20/2021] [Indexed: 11/03/2022]
Affiliation(s)
- Brian Le
- Palliative Care, The Royal Melbourne Hospital, Parkville, Victoria, Australia
- Department of Palliative Care, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Department of Medicine, The University of Melbourne, Melbourne, Victoria, Australia
| | - Evelien Rosens
- Department of Palliative Care, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | | | - David Marco
- Department of Medicine, The University of Melbourne, Melbourne, Victoria, Australia
- Centre for Palliative Care, St Vincent's Hospital Melbourne Pty Ltd, Fitzroy, Victoria, Australia
| | | | - Jennifer Philip
- Palliative Care, The Royal Melbourne Hospital, Parkville, Victoria, Australia
- Department of Palliative Care, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Department of Medicine, The University of Melbourne, Melbourne, Victoria, Australia
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8
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Owolo E, Seas A, Bishop B, Sperber J, Petitt Z, Arango A, Yoo S, Shah S, Duvall JB, Johnson E, Abu-Bonsrah N, Kaplan S, Eden S, Ashley WW, Williamson T, Goodwin CR. Scoping review on the state of racial disparities literature in the treatment of neurosurgical disease: a call for action. Neurosurg Focus 2023; 55:E3. [PMID: 37913535 DOI: 10.3171/2023.8.focus23466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 08/25/2023] [Indexed: 11/03/2023]
Abstract
OBJECTIVE Racial disparities are ubiquitous across medicine in the US. This study aims to assess the evidence of racial disparities within neurosurgery and across its subspecialties, with a specific goal of quantifying the distribution of articles devoted to either identifying, understanding, or reducing disparities. METHODS The authors searched the MEDLINE, EMBASE, and Scopus databases by using keywords to represent the concepts of neurosurgery, patients, racial disparities, and specific study types. Two independent reviewers screened the article titles and abstracts for relevance. A third reviewer resolved conflicts. Data were then extracted from the included articles and each article was categorized into one of three phases: identifying, understanding, or reducing disparities. This review was conducted in accordance with the PRISMA Extension for Scoping Reviews (PRISMA-ScR) guidelines. RESULTS Three hundred seventy-one studies published between 1985 and 2023 were included. The distribution of racial disparities literature was not equally spread among specialties, with spine representing approximately 48.3% of the literature, followed by tumor (22.1%) and general neurosurgery (12.9%). Most studies were dedicated to identifying racial disparities (83.6%). The proportion of literature devoted to understanding and reducing disparities was much lower (15.1% and 1.3%, respectively). Black patients were the most negatively impacted racial/ethnic group in the review (63.3%). The Hispanic or Latino ethnic group was the second most negatively impacted (25.1%). The following categories-other outcomes (28.0%), the offering of treatment (21.6%), complications (18.6%), and survival (16.7%)-represented the most frequently measured outcomes. CONCLUSIONS Although strides have been taken to identify racial disparities within neurosurgery, fewer studies have focused on understanding and reducing these disparities. The tremendous rise of literature within this domain but the relative paucity of solutions necessitates the study of targeted interventions to provide equitable care for all patients undergoing neurosurgical treatment.
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Affiliation(s)
- Edwin Owolo
- 1Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina
| | - Andreas Seas
- 1Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina
| | - Brandon Bishop
- 1Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina
- 2Kansas City University College of Osteopathic Medicine, Kansas City, Missouri
| | - Jacob Sperber
- 1Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina
| | - Zoey Petitt
- 1Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina
| | - Alissa Arango
- 1Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina
| | - Seeley Yoo
- 1Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina
| | - Sharrieff Shah
- 1Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina
| | | | - Eli Johnson
- 1Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina
| | - Nancy Abu-Bonsrah
- 4Department of Neurosurgery, Johns Hopkins School of Medicine, Baltimore, Maryland
| | - Samantha Kaplan
- 5Medical Center Library and Archives, Duke University, Durham, North Carolina
| | - Sonia Eden
- 6Semmes Murphey Clinic, Memphis, Tennessee
| | - William W Ashley
- 7Sinai Hospital of Baltimore and LifeBridge Health System, Baltimore, Maryland; and
| | - Theresa Williamson
- 3Harvard Medical School, Boston, Massachusetts
- 8Department of Neurosurgery, Massachusetts General Hospital, Boston, Massachusetts
| | - C Rory Goodwin
- 1Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina
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9
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Mitchell T, Williamson T. Caring for Ourselves, Supporting Anti-Racist Programming in Medicine. Am J Lifestyle Med 2023; 17:799-802. [PMID: 38511121 PMCID: PMC10948921 DOI: 10.1177/15598276221131296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/22/2024] Open
Abstract
Healthcare disparities and racism are finally being addressed in medical education. Medical schools are working to implement anti-racist programming; however, this can have a negative impact on the mental health of doctors and medical students of color. Continually hearing about people of one's racial group suffering from inequity can have a negative personal and performance impact. Specifically, providers of color want to be a part of the anti-racist movement, but it takes a toll on their mental and emotional wellbeing in the process. Through the support of their respective institutions, it is important for these providers to prioritize self-care such as engaging in physical activity, coaching and therapy. By caring for themselves in and outside of the work environment, providers of color will be better able to fight for anti-racism in healthcare. In this essay, we discuss the importance of health disparity education, challenges in implementing successful healthcare disparity curricula, and possible solutions to support providers and trainees of color.
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Affiliation(s)
- Taylor Mitchell
- Department of Neurosurgery, Massachusetts General Hospital, Boston, MA, USA (TM, TW); and Department of Bioethics Center, Harvard Medical School, Boston, MA, USA (TM, TW)
| | - Theresa Williamson
- Department of Neurosurgery, Massachusetts General Hospital, Boston, MA, USA (TM, TW); and Department of Bioethics Center, Harvard Medical School, Boston, MA, USA (TM, TW)
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10
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Wang H, Zhang X, Yang J, Wen Z, Rhee DJ, Sims C, Alsanea F, Lee A, Hunter R, Williamson T, Gunn GB, Frank SJ, Phan J. Proton Based Stereotactic Radiotherapy for Skull Base Patients: Dosimetric Comparison to 4 Modern Radiation Treatment Modalities. Int J Radiat Oncol Biol Phys 2023; 117:e733-e734. [PMID: 37786132 DOI: 10.1016/j.ijrobp.2023.06.2257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/04/2023]
Abstract
PURPOSE/OBJECTIVE(S) Re-irradiation with ablative doses to a smaller target volume and strict critical structure constraint is a challenge for modern radiation planning and delivery systems. Several advanced radiation treatment techniques can be used for fractionated stereotactic ablative radiosurgery (FSRS) in select patients with unresectable recurrent head and neck tumors. In this study, in order to better understand the dosimetry advantage of each technique, we compare the stereotactic treatment plans of our new small spot size Hitachi proton treatment unit to those of CyberKnife stereotactic radiosurgery (CK), Gamma Knife radiosurgery (GK), volumetric modulated arc therapy (VMAT), and MR Linac radiotherapy (MRL). MATERIALS/METHODS Ten FSRS skull base patients treated at our institution using VMAT (n = 5) or GK (n = 5) techniques. Intensity-modulated proton therapy (IMPT) plans were created in Raystation using Monte Carlo dose calculation algorithm. VMAT, CK, GK and MRL plans were generated in RayStation, Accuray Precision, Leksell Gamma Plan, and Monaco treatment planning systems, separately. Planning goals were to achieve the best target coverage of prescribed dose without compromising the critical organs at risk dose volume constraints of the clinical treatment plans. Plans were compared based on percent CTV coverage, Paddick conformity index (PCI), gradient index (GI, V50/V100), dose homogeneity index (HI, (D2-D98)/D50), low dose bath volume (LDBV, ratio of total volume irradiated between 20% and 50% prescription dose and the target volume), beam-on-time (BOT), and mean/maximum doses to brainstems. RESULTS The median target volume was 15.5 cm3 (range 1.0 - 36.23 cm3). The prescription was 45 Gy in 5 fractions for VMAT patients, and 21 - 27 Gy in 3 fractions for GK patients. The comparison of the treatment plans of these 5 delivery modalities was shown in table. All techniques achieved comparable CTV coverage. GI was superior for GK plans and outstanding in CK and IMPT plans. IMPT plans were also outstanding in regard to BOT and PCI. Significantly improved HI, LDBV and brainstem mean doses were achieved in IMPT plans. For adjacent brainstem and other OARs, maximum doses were comparable among all techniques. CONCLUSION In these five advanced radiation therapy modalities, proton therapy SBRT showed dosimetric advantage over other modalities to spare nearby OARs without sacrifice of target coverage. Further studies are needed to utilize this clinical benefit and investigate plan robustness.
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Affiliation(s)
- H Wang
- Department of Radiation Physics, The University of Texas, MD Anderson Cancer Center, Houston, TX
| | - X Zhang
- The University of Texas MD Anderson Cancer Center, Houston, TX
| | - J Yang
- Department of Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Z Wen
- MD Anderson Cancer Center, Houston, TX
| | - D J Rhee
- MD Anderson Cancer Center, Houston, TX
| | - C Sims
- Accuray Incorporated, Sunnyvale, CA
| | - F Alsanea
- Department of Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - A Lee
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - R Hunter
- MD Anderson Cancer Center, Houston, TX
| | - T Williamson
- Department of Medical Dosimetry, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - G B Gunn
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - S J Frank
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - J Phan
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
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11
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Marco DJT, McMillan-Drendel E, Philip JAM, Williamson T, Le B. Establishment of the first Australian public and health-professional palliative care advice service: exploring caller needs and gaps in care. AUST HEALTH REV 2023; 47:569-573. [PMID: 37516935 DOI: 10.1071/ah23108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 06/26/2023] [Indexed: 07/31/2023]
Abstract
This study explores and describes the state-wide needs of the first 1000 calls to the newly established Victorian Palliative Care Advice Service (PCAS). A retrospective analysis investigated calls from the Victorian general public (n = 618 calls) and healthcare professionals (n = 382 calls) to PCAS between 26 May 2020 and 24 October 2022. Caller demographics, disease type, reason for call, and perceived utility of service were described. Most calls were from members of the public (62%) and related to malignant conditions (41%). Regional/rural clients comprised 45% of all calls to the service, of which half (50%) were health professionals seeking advice on symptom management and medication. One-third (29.3%) of all calls from health professionals were escalated to a palliative care medical consultant. PCAS prevented calls to emergency services in 10% of cases, and 82% of callers reported their issue was 'very much' or 'completely' addressed by PCAS. PCAS was shown to be frequently used by the public and healthcare professionals supporting patients with advanced, life-limiting illnesses. The service provided a solution without requiring complex technology, delivering a rapid connection for consumers with specialist palliative care expertise that might otherwise be unavailable, particularly in regional areas.
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Affiliation(s)
- David J T Marco
- Centre for Palliative Care, St. Vincent's Hospital Melbourne, Fitzroy, Vic., Australia; and Department of Medicine, University of Melbourne, Parkville, Vic., Australia
| | | | - Jennifer A M Philip
- Department of Medicine, University of Melbourne, Parkville, Vic., Australia; and Palliative Care, Victorian Comprehensive Cancer Centre, Melbourne, Vic., Australia
| | - Theresa Williamson
- Palliative Care, Department of Health and Human Services, Melbourne, Vic., Australia
| | - Brian Le
- Palliative Care, The Royal Melbourne Hospital, Parkville, Vic., Australia; and Palliative Care, Peter MacCallum Cancer Centre, Melbourne, Vic., Australia
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12
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Rigney GH, Massaad E, Kiapour A, Razak SS, Duvall JB, Burrows A, Khalid SI, De La Garza Ramos R, Tobert DG, Williamson T, Shankar GM, Schoenfeld AJ, Shin JH. Implication of nutritional status for adverse outcomes after surgery for metastatic spine tumors. J Neurosurg Spine 2023; 39:557-567. [PMID: 37439458 DOI: 10.3171/2023.5.spine2367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 05/17/2023] [Indexed: 07/14/2023]
Abstract
OBJECTIVE Surgery for metastatic spinal tumors can have a substantial impact on patients' quality of life by alleviating pain, improving function, and correcting spinal instability when indicated. The decision to operate is difficult because many patients with cancer are frail. Studies have highlighted the importance of preoperative nutritional status assessments; however, little is known about which aspects of nutrition accurately inform clinical outcomes. This study investigates the interaction and prognostic importance of various nutritional and frailty measures in patients with spinal metastases. METHODS A retrospective analysis of consecutive patients who underwent surgery for spinal metastases between 2014 and 2020 at the Massachusetts General Hospital was performed. Patients were stratified according to the New England Spinal Metastasis Score (NESMS). Frailty was assessed using the metastatic spinal tumor frailty index. Nutrition was assessed using the prognostic nutritional index (PNI), preoperative body mass index, albumin, albumin-to-globulin ratio, and platelet-to-lymphocyte ratio. Outcomes included postoperative survival and complication rates, with focus on wound-related complications. RESULTS This study included 154 individuals (39% female; mean [SD] age 63.23 [13.14] years). NESMS 0 and NESMS 3 demonstrated the highest proportions of severely frail patients (56.2%) and nonfrail patients (16.1%), respectively. Patients with normal nutritional status (albumin-to-globulin ratio and PNI) had a better prognosis than those with poor nutritional status when stratified by NESMS. Multivariable regression adjusted for NESMS and frailty showed that a PNI > 40.4 was significantly associated with decreased odds of 90-day complications (OR 0.93, 95% CI 0.85-0.98). After accounting for age, sex, primary tumor pathology, physical function, nutritional status, and frailty, a preoperative nutrition consultation was associated with a decrease in postoperative wound-related complications (average marginal effect -5.00%; 95% CI -1.50% to -8.9%). CONCLUSIONS The PNI was most predictive of complications and may be a key biomarker for risk stratification in the 90 days following surgery. Nutrition consultation was associated with a reduced risk of wound-related complications, attesting to the importance of this preoperative intervention. These findings suggest that nutrition plays an important role in the postsurgical course and should be considered when developing a treatment plan for spinal metastases.
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Affiliation(s)
| | | | | | | | | | | | | | - Rafael De La Garza Ramos
- 2Department of Neurosurgery, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, New York; and
| | - Daniel G Tobert
- 3Orthopedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | | | | | - Andrew J Schoenfeld
- 4Department of Orthopedic Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
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13
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Guest JD, Kelly-Hedrick M, Williamson T, Park C, Ali DM, Sivaganesan A, Neal CJ, Tator CH, Fehlings MG. Development of a Systems Medicine Approach to Spinal Cord Injury. J Neurotrauma 2023; 40:1849-1877. [PMID: 37335060 PMCID: PMC10460697 DOI: 10.1089/neu.2023.0024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/21/2023] Open
Abstract
Traumatic spinal cord injury (SCI) causes a sudden onset multi-system disease, permanently altering homeostasis with multiple complications. Consequences include aberrant neuronal circuits, multiple organ system dysfunctions, and chronic phenotypes such as neuropathic pain and metabolic syndrome. Reductionist approaches are used to classify SCI patients based on residual neurological function. Still, recovery varies due to interacting variables, including individual biology, comorbidities, complications, therapeutic side effects, and socioeconomic influences for which data integration methods are lacking. Infections, pressure sores, and heterotopic ossification are known recovery modifiers. However, the molecular pathobiology of the disease-modifying factors altering the neurological recovery-chronic syndrome trajectory is mainly unknown, with significant data gaps between intensive early treatment and chronic phases. Changes in organ function such as gut dysbiosis, adrenal dysregulation, fatty liver, muscle loss, and autonomic dysregulation disrupt homeostasis, generating progression-driving allostatic load. Interactions between interdependent systems produce emergent effects, such as resilience, that preclude single mechanism interpretations. Due to many interacting variables in individuals, substantiating the effects of treatments to improve neurological outcomes is difficult. Acute injury outcome predictors, including blood and cerebrospinal fluid biomarkers, neuroimaging signal changes, and autonomic system abnormalities, often do not predict chronic SCI syndrome phenotypes. In systems medicine, network analysis of bioinformatics data is used to derive molecular control modules. To better understand the evolution from acute SCI to chronic SCI multi-system states, we propose a topological phenotype framework integrating bioinformatics, physiological data, and allostatic load tested against accepted established recovery metrics. This form of correlational phenotyping may reveal critical nodal points for intervention to improve recovery trajectories. This study examines the limitations of current classifications of SCI and how these can evolve through systems medicine.
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Affiliation(s)
- James D. Guest
- Neurological Surgery and the Miami Project to Cure Paralysis, University of Miami, Miami, Florida, USA
| | | | - Theresa Williamson
- Massachusetts General Neurosurgery, Harvard University, Boston, Massachusetts, USA
| | - Christine Park
- Department of Neurosurgery, Duke University, Durham, North Carolina, USA
| | - Daniyal Mansoor Ali
- Department of Neurosurgery, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Ahilan Sivaganesan
- Department of Neurosurgery, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Chris J. Neal
- Division of Neurosurgery, Walter Reed National Military Medical Center, Bethesda, Maryland, USA
| | - Charles H. Tator
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Michael G. Fehlings
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
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14
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Kelly-Hedrik M, Abd-El-Barr MM, Aarabi B, Curt A, Howley SP, Harrop JS, Kirshblum S, Neal CJ, Noonan V, Park C, Ugiliweneza B, Tator C, Toups EG, Fehlings MG, Williamson T, Guest JD. Importance of Prospective Registries and Clinical Research Networks in the Evolution of Spinal Cord Injury Care. J Neurotrauma 2023; 40:1834-1848. [PMID: 36576020 DOI: 10.1089/neu.2022.0450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Only 100 years ago, traumatic spinal cord injury (SCI) was commonly lethal. Today, most people who sustain SCI survive with continual efforts to improve their quality of life and neurological outcomes. SCI epidemiology is changing as preventative interventions reduce injuries in younger individuals, and there is an increased incidence of incomplete injuries in aging populations. Early treatment has become more intensive with decompressive surgery and proactive interventions to improve spinal cord perfusion. Accurate data, including specialized outcome measures, are crucial to understanding the impact of epidemiological and treatment trends. Dedicated SCI clinical research and data networks and registries have been established in the United States, Canada, Europe, and several other countries. We review four registry networks: the North American Clinical Trials Network (NACTN) SCI Registry, the National Spinal Cord Injury Model Systems (SCIMS) Database, the Rick Hansen SCI Registry (RHSCIR), and the European Multi-Center Study about Spinal Cord Injury (EMSCI). We compare the registries' focuses, data platforms, advanced analytics use, and impacts. We also describe how registries' data can be combined with electronic health records (EHRs) or shared using federated analysis to protect registrants' identities. These registries have identified changes in epidemiology, recovery patterns, complication incidence, and the impact of practice changes such as early decompression. They've also revealed latent disease-modifying factors, helped develop clinical trial stratification models, and served as matched control groups in clinical trials. Advancing SCI clinical science for personalized medicine requires advanced analytical techniques, including machine learning, counterfactual analysis, and the creation of digital twins. Registries and other data sources help drive innovation in SCI clinical science.
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Affiliation(s)
| | | | - Bizhan Aarabi
- University of Maryland School of Medicine, Maryland, USA
| | - Armin Curt
- Spinal Cord Injury Center, Balgrist University Hospital, Zurich, Switzerland
| | - Susan P Howley
- Christopher & Dana Reeve Foundation, Short Hills, New Jersey, USA
| | - James S Harrop
- Thomas Jefferson University Hospital, Philadelphia, Pennsylvania, USA
| | - Steven Kirshblum
- Rutgers New Jersey Medical School, Newark, New Jersey, USA
- Kessler Institute for Rehabilitation, West Orange, New Jersey, USA
- Kessler Foundation, West Orange, New Jersey, USA
| | - Christopher J Neal
- Division of Neurosurgery, Walter Reed National Military Medical Center, Bethesda, Maryland, USA
| | - Vanessa Noonan
- Praxis Spinal Cord Institute, Vancouver, British Columbia, Canada
| | - Christine Park
- Duke University School of Medicine, Durham, North Carolina, USA
| | | | - Charles Tator
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Elizabeth G Toups
- Department of Neurosurgery, Houston Methodist Hospital, Houston, Texas, USA
| | - Michael G Fehlings
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Theresa Williamson
- Department of Neurosurgery, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - James D Guest
- Neurological Surgery and The Miami Project to Cure Paralysis, University of Miami, Miami, USA
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15
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Vedantam A, Ugiliweneza B, Williamson T, Guest JD, Harrop JS, Tator CH, Aarabi BA, Fehlings MG, Kurpad SN, Neal CJ. Evolving Profile of Acute Spinal Cord Injury Demographics, Outcomes, and Surgical Treatment in North America: Analysis of a Prospective Multi-Center Dataset of 989 Patients. J Neurotrauma 2023; 40:1948-1958. [PMID: 36448585 DOI: 10.1089/neu.2022.0410] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022] Open
Abstract
Changes in demography and injury patterns have altered the profile and outcome of acute spinal cord injury (SCI) over time. This study sought to describe recent trends in epidemiology and early clinical outcomes using the multi-center North American Clinical Trial Network (NACTN) for Spinal Cord Injury Registry. All participants with blunt acute traumatic SCI (n = 782) were grouped into three five-year time intervals from 2005 to 2019 (2005-2009, 2010-2014, and 2015-2019). Baseline demographics, clinical scores, medical co-morbidities, as well as early clinical outcomes were extracted. Categorical and continuous variables were analyzed to determine between-group differences. Subgroup analysis was performed for participants <50 and ≥50 years of age. Over the duration of the study period, there was an increase in age at presentation (p = 0.0077) as well as a greater incidence of falls as the mechanism of injury. Participants who were ≥50 years of age were more likely to sustain incomplete SCI (<0.0003) and central cord syndrome (< 0.0001). In the most recent period (2015-2019), a greater proportion of NACTN participants underwent surgery within 24 h of injury (63% vs. 41% vs. 41%, p = 0.0001). There was a statistically significant increase in cardiac complications (p < 0.0001) and decrease in pulmonary complications (p < 0.0001) during the study period. Data from the NACTN registry shows that the age of participants with acute SCI is increasing, falls have become the major mechanism of injury, and central cord injury is becoming increasingly prevalent. While early surgical intervention for acute SCI is more common in recent years, cardiac complications are more prevalent while pulmonary complications are less prevalent.
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Affiliation(s)
- Aditya Vedantam
- Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | | | - Theresa Williamson
- Department of Neurosurgery, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - James D Guest
- The Miami Project to Cure Paralysis, University of Miami, Miami, Florida, USA
| | - James S Harrop
- Department of Neurosurgery, Thomas Jefferson University, Philadelphia, Pensylvania, USA
| | - Charles H Tator
- Department of Neurosurgery, University of Toronto, Toronto, Ontario, Canada, USA
| | - Bizhan A Aarabi
- Department of Neurosurgery, University of Maryland, Baltimore, Maryland, USA
| | - Michael G Fehlings
- Department of Neurosurgery, University of Toronto, Toronto, Ontario, Canada, USA
| | - Shekar N Kurpad
- Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Chris J Neal
- Walter Reed National Military Medical Center, Bethesda, Maryland, USA
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16
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Kelly-Hedrick M, Ugiliweneza B, Toups EG, Jimsheleishvili G, Kurpad SN, Aarabi B, Harrop JS, Foster N, Goodwin RC, Shaffrey CI, Fehlings MG, Tator CH, Guest JD, Neal CJ, Abd-El-Barr MM, Williamson T. Interhospital Transfer Delays Care for Spinal Cord Injury Patients: A Report from the North American Clinical Trials Network for Spinal Cord Injury. J Neurotrauma 2023; 40:1928-1937. [PMID: 37014079 DOI: 10.1089/neu.2022.0408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/05/2023] Open
Abstract
Abstract The North America Clinical Trials Network (NACTN) for Spinal Cord Injury (SCI) is a consortium of tertiary medical centers that has maintained a prospective SCI registry since 2004, and it has espoused that early surgical intervention is associated with improved outcome. It has previously been shown that initial presentation to a lower acuity center and necessity of transfer to a higher acuity center reduce rates of early surgery. The NACTN database was evaluated to examine the association between interhospital transfer (IHT), early surgery, and outcome, taking into account distance traveled and site of origin for the patient. Data from a 15-year period of the NACTN SCI Registry were analyzed (years 2005-2019). Patients were stratified into transfers directly from the scene to a Level 1 trauma center (NACTN site) versus IHT from a Level 2 or 3 trauma facility. The main outcome was surgery within 24 hours of injury (yes/no), whereas secondary outcomes were length of stay, death, discharge disposition, and 6-month American Spinal Injury Association Impairment Scale (AIS) grade conversion. For the IHT patients, distance traveled for transfer was calculated by measuring the shortest distance between origin and NACTN hospital. Analysis was performed with Brown-Mood test and chi-square tests. Of 724 patients with transfer data, 295 (40%) underwent IHT and 429 (60%) were admitted directly from the scene of injury. Patients who underwent IHT were more likely to have a less severe SCI (AIS D; p = 0.002), have a central cord injury (p = 0.004), and have a fall as their mechanism of injury (p < 0.0001) than those directly admitted to an NACTN center. Of the 634 patients who had surgery, direct admission to an NACTN site was more likely to result in surgery within 24 hours compared with IHT patients (52% vs. 38%) (p < 0.0003). Median IHT distance was 28 miles (interquartile range [IQR] = 13-62 miles). There was no significant difference in death, length of stay, discharge to a rehab facility versus home, or 6-month AIS grade conversion rates between the two groups. Patients who underwent IHT to an NACTN site were less likely to have surgery within 24 hours of injury, compared with those directly admitted to the Level 1 trauma facility. Although there was no difference in mortality rates, length of stay, or 6-month AIS conversion between groups, patients with IHT were more likely be older with a less severe level of injury (AIS D). This study suggests there are barriers to timely recognition of SCI in the field, appropriate admission to a higher level of care after recognition, and challenges related to the management of individuals with less severe SCI.
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Affiliation(s)
- Margot Kelly-Hedrick
- Department of Neurosurgery, Duke University School of Medicine, Durham, North Carolina, USA
| | | | - Elizabeth G Toups
- Department of Neurosurgery, Houston Methodist Hospital, Houston TX, USA
| | | | - Shekar N Kurpad
- Department of Neurosurgery, The Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Bizhan Aarabi
- University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - James S Harrop
- Department of Neurosurgery, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Norah Foster
- Department of Orthopedics, Miami Valley Hospital, Centerville, Ohio, USA
| | - Rory C Goodwin
- Department of Neurosurgery, Duke University School of Medicine, Durham, North Carolina, USA
| | - Christopher I Shaffrey
- Department of Neurosurgery, Duke University School of Medicine, Durham, North Carolina, USA
| | - Michael G Fehlings
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Charles H Tator
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - James D Guest
- The Miami Project to Cure Paralysis, University of Miami, Miami, Florida, USA
| | - Chris J Neal
- Division of Neurosurgery, Walter Reed National Military Medical Center, Bethesda, Maryland, USA
| | - Muhammad M Abd-El-Barr
- Department of Neurosurgery, Duke University School of Medicine, Durham, North Carolina, USA
| | - Theresa Williamson
- Department of Neurosurgery, Massachusetts General Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
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Fourman MS, Siraj L, Duvall J, Ramsey DC, De La Garza Ramos R, Hadzipasic M, Connolly I, Williamson T, Shankar GM, Schoenfeld A, Yassari R, Massaad E, Shin JH. Can We Use Artificial Intelligence Cluster Analysis to Identify Patients with Metastatic Breast Cancer to the Spine at Highest Risk of Postoperative Adverse Events? World Neurosurg 2023; 174:e26-e34. [PMID: 36805503 DOI: 10.1016/j.wneu.2023.02.064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2022] [Revised: 02/12/2023] [Accepted: 02/13/2023] [Indexed: 02/22/2023]
Abstract
OBJECTIVE Group patients who required open surgery for metastatic breast cancer to the spine by functional level and metastatic disease characteristics to identify factors that predispose to poor outcomes. METHODS A retrospective analysis included patients managed at 2 tertiary referral centers from 2008 to 2020. The primary outcome was a 90-day adverse event. A 2-step unsupervised cluster analysis stratified patients into cohorts using function at presentation, preoperative spine radiation, structural instability, epidural spinal cord compression (ESCC), neural deficits, and tumor location/hormone status. Comparisons were performed using χ2 test and one-way analysis of variance. RESULTS Five patient "clusters" were identified. High function (HIGH) had thoracic metastases and an Eastern Cooperative Oncology Group (ECOG) score of 1.0 ± 0.8. Low function/irradiated (LOW + RADS) had preoperative radiation and the lowest Karnofsky scores (56.0 ± 10.6). Estrogen receptor or progesterone receptor (ER/PR) positive patients had >90% estrogen/progesterone positivity and moderate Karnofsky scores (74.0 ± 11.5). Lumbar/noncompressive (NON-COMP) had the fewest patients with ESCC grade 2 or 3 epidural disease (42.1%, P < 0.001). Low function/neurologic deficits (LOW + NEURO) had ESCC grade 2 or 3 disease and neurologic deficits. Adverse event rates were 25.0% in the HIGH group, 73.3% in LOW + RADS, 24.0% in ER/PR, 31.6% in NON-COMP, and 60.0% in LOW + NEURO (P = 0.003). CONCLUSIONS Function at presentation, tumor hormone signature, radiation history, and epidural compression delineated postoperative trajectory. We believe our results can aid in expectation management and the identification of at-risk patients who may merit closer surveillance following surgical intervention.
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Affiliation(s)
- Mitchell S Fourman
- Departments of Orthopaedic Surgery and Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA; Department of Orthopaedic Surgery, Montefiore Medical Center, Bronx, New York, USA
| | - Layla Siraj
- Departments of Orthopaedic Surgery and Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Julia Duvall
- Departments of Orthopaedic Surgery and Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Duncan C Ramsey
- Departments of Orthopaedic Surgery and Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | | | - Muhamed Hadzipasic
- Departments of Orthopaedic Surgery and Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Ian Connolly
- Departments of Orthopaedic Surgery and Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Theresa Williamson
- Departments of Orthopaedic Surgery and Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Ganesh M Shankar
- Departments of Orthopaedic Surgery and Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Andrew Schoenfeld
- Department of Orthopaedic Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Reza Yassari
- Department of Neurological Surgery, Montefiore Medical Center, Bronx, New York, USA
| | - Elie Massaad
- Departments of Orthopaedic Surgery and Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - John H Shin
- Departments of Orthopaedic Surgery and Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA.
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Mitchell T, Giusto A, Greene C, Staples B, Haglund M, Williamson T. Commentary: Workplace Meaning for Workplace Wellness: One Health System's Early Experience With a Mobile Application. Neurosurgery 2023; 92:e84-e86. [PMID: 36786586 DOI: 10.1227/neu.0000000000002389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Accepted: 10/19/2022] [Indexed: 02/15/2023] Open
Affiliation(s)
| | - Ali Giusto
- Columbia University, New York, New York, USA
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Massaad E, Taylor M, Shin JH, Williamson T. 488 Prospective Evaluation of Racial Disparities in Surgical Treatment Of Degenerative Spondylolisthesis Using PROMIS Pain Interference And Physical Function Scores. Neurosurgery 2023. [DOI: 10.1227/neu.0000000000002375_488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/18/2023] Open
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Rigney GH, Razak S, Duvall J, Kiapour A, Williamson T, Massaad E, Shin JH. 124 Multidimensional Approach to Frailty Improves Prediction of Adverse Outcomes in Metastatic Spine Tumor Surgery. Neurosurgery 2023. [DOI: 10.1227/neu.0000000000002375_124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/18/2023] Open
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21
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Williamson T. Preface to Clinical Neurosurgery Volume 69, Proceedings of the Congress of Neurological Surgeons 2022 Annual Meeting. Neurosurgery 2023; 69:N1. [PMID: 36924477 DOI: 10.1227/neu.0000000000002379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 01/04/2023] [Indexed: 03/18/2023] Open
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22
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McCray E, Waguia R, de la Garza Ramos R, Price MJ, Williamson T, Dalton T, Sciubba DM, Yassari R, Goodwin AN, Fecci P, Johnson MO, Chaichana K, Goodwin CR. Racial disparities in inpatient clinical presentation, treatment, and outcomes in brain metastasis. Neurooncol Pract 2023; 10:62-70. [PMID: 36659969 PMCID: PMC9837769 DOI: 10.1093/nop/npac061] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
Background Few studies have assessed the impact of race on short-term patient outcomes in the brain metastasis population. The goal of this study is to evaluate the association of race with inpatient clinical presentation, treatment, in-hospital complications, and in-hospital mortality rates for patients with brain metastases (BM). Method Using data collected from the National Inpatient Sample between 2004 and 2014, we retrospectively identified adult patients with a primary diagnosis of BM. Outcomes included nonroutine discharge, prolonged length of stay (pLOS), in-hospital complications, and mortality. Results Minority (Black, Hispanic/other) patients were less likely to receive surgical intervention compared to White patients (odds ratio [OR] 0.70; 95% confidence interval [CI] 0.66-0.74, p < 0.001; OR 0.88; 95% CI 0.84-0.93, p < 0.001). Black patients were more likely to develop an in-hospital complication than White patients (OR 1.35, 95% CI 1.28-1.41, p < 0.001). Additionally, minority patients were more likely to experience pLOS than White patients (OR 1.48; 95% CI 1.41-1.57, p < 0.001; OR 1.34; 95% CI 1.27-1.42, p < 0.001). Black patients were more likely to experience a nonroutine discharge (OR 1.25; 95% CI 1.19-1.31, p < 0.001) and higher in-hospital mortality than White (OR 1.13; 95% CI 1.03-1.23, p = 0.008). Conclusion Our analysis demonstrated that race is associated with disparate short-term outcomes in patients with BM. More efforts are needed to address these disparities, provide equitable care, and allow for similar outcomes regardless of care.
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Affiliation(s)
- Edwin McCray
- Department of Neurosurgery, Spine Division, Duke University Medical Center, Durham, North Carolina, USA
| | - Romaric Waguia
- Department of Neurosurgery, Spine Division, Duke University Medical Center, Durham, North Carolina, USA
| | - Rafael de la Garza Ramos
- Department of Neurosurgery, Montefiore Medical Center/Albert Einstein College of Medicine, New York City, New York, USA
| | - Meghan J Price
- Department of Neurosurgery, Spine Division, Duke University Medical Center, Durham, North Carolina, USA
| | - Theresa Williamson
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Tara Dalton
- Department of Neurosurgery, Spine Division, Duke University Medical Center, Durham, North Carolina, USA
| | - Daniel M Sciubba
- Department of Neurosurgery, Zucker School of Medicine at Hofstra, Long Island Jewish Medical Center and North Shore University Hospital, Northwell Health, Manhasset, New York, USA
| | - Reza Yassari
- Department of Neurosurgery, Montefiore Medical Center/Albert Einstein College of Medicine, New York City, New York, USA
| | - Andrea N Goodwin
- Department of Sociology, Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Peter Fecci
- Department of Neurosurgery, Spine Division, Duke University Medical Center, Durham, North Carolina, USA
| | - Margaret O Johnson
- Department of Neurosurgery, Preston Robert Tisch Brain Tumor Center, Duke University Medical Center, Durham, North Carolina, USA
| | | | - C Rory Goodwin
- Department of Neurosurgery, Spine Division, Duke University Medical Center, Durham, North Carolina, USA
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Mitchell T, Abdelgadir J, Oshotse C, Ubel PA, Williamson T. Definitely, Maybe: Helping Patients Make Decisions about Surgery When Prognosis Is Uncertain. J Clin Ethics 2023; 34:169-174. [PMID: 37229741 DOI: 10.1086/724770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
AbstractThe sudden onset of severe traumatic brain injury (sTBI) is an event suffered by millions of individuals each year. Regardless of this frequency in occurrence, accurate prognostication remains difficult to achieve among physicians. There are many variables that affect this prognosis. Physicians are expected to assess the clinical indications of the brain injury while considering other factors such as patient quality of life, patient preferences, and environmental context. However, this lack of certainty in prognosis can ultimately affect treatment recommendations and prompt clinical ethical issues at the bedside, as it leaves room for physician bias and interpretation. In this article, we introduce data on neurosurgeon values that may shed light on the process physicians and patients involved in sTBI undergo. In doing so, we highlight the many nuances in decision-making for patients suffering from sTBI and discuss potential solutions to better patient-physician or surrogate-physician interactions.
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Duvall JB, Massaad E, Siraj L, Kiapour A, Connolly I, Hadzipasic M, Elsamadicy AA, Williamson T, Shankar GM, Schoenfeld AJ, Fourman MS, Shin JH. Assessment of Spinal Metastases Surgery Risk Stratification Tools in Breast Cancer by Molecular Subtype. Neurosurgery 2023; 92:83-91. [PMID: 36305664 PMCID: PMC10158884 DOI: 10.1227/neu.0000000000002180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Accepted: 08/06/2022] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND Breast cancer molecular features and modern therapies are not included in spine metastasis prediction algorithms. OBJECTIVE To examine molecular differences and the impact of postoperative systemic therapy to improve prognosis prediction for spinal metastases surgery and aid surgical decision making. METHODS This is a retrospective multi-institutional study of patients who underwent spine surgery for symptomatic breast cancer spine metastases from 2008 to 2021 at the Massachusetts General Hospital and Brigham and Women's Hospital. We studied overall survival, stratified by breast cancer molecular subtype, and calculated hazard ratios (HRs) adjusting for demographics, tumor characteristics, treatments, and laboratory values. We tested the performance of established models (Tokuhashi, Bauer, Skeletal Oncology Research Group, New England Spinal Metastases Score) to predict and compare all-cause. RESULTS A total of 98 patients surgically treated for breast cancer spine metastases were identified (100% female sex; median age, 56 years [IQR, 36-84 years]). The 1-year probabilities of survival for hormone receptor positive, hormone receptor positive/human epidermal growth factor receptor 2+, human epidermal growth factor receptor 2+, and triple-negative breast cancer were 63% (45 of 71), 83% (10 of 12), 0% (0 of 3), and 12% (1 of 8), respectively ( P < .001). Patients with triple-negative breast cancer had a higher proportion of visceral metastases, brain metastases, and poor physical activity at baseline. Postoperative chemotherapy and endocrine therapy were associated with prolonged survival. The Skeletal Oncology Research Group prognostic model had the highest discrimination (area under the receiver operating characteristic, 0.77 [95% CI, 0.73-0.81]). The performance of all prognostic scores improved when preoperative molecular data and postoperative systemic treatment plans was considered. CONCLUSION Spine metastases risk tools were able to predict prognosis at a significantly higher degree after accounting for molecular features which guide treatment response.
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Affiliation(s)
- Julia B. Duvall
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Elie Massaad
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Layla Siraj
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Program in Health Sciences & Technology, Harvard Medical School & Massachusetts Institute of Technology, Boston, Massachusetts, USA
| | - Ali Kiapour
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Ian Connolly
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Muhamed Hadzipasic
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Aladine A. Elsamadicy
- Program in Health Sciences & Technology, Harvard Medical School & Massachusetts Institute of Technology, Boston, Massachusetts, USA
| | - Theresa Williamson
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Ganesh M. Shankar
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Andrew J. Schoenfeld
- Department of Neurosurgery, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Mitchell S. Fourman
- Department of Orthopedic Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - John H. Shin
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
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Siltari A, Lönnerbro R, Pang K, Shiranov K, Asiimwe A, Evans-Axelsson S, Franks B, Kiran A, Murtola TJ, Schalken J, Steinbeisser C, Bjartell A, Auvinen A, Smith E, N'Dow J, Plass K, Ribal M, Mottet N, Moris L, Lardas M, Van den Broeck T, Willemse PP, Gandaglia G, Campi R, Greco I, Gacci M, Serni S, Briganti A, Crosti D, Meoni M, Garzonio R, Bangma R, Roobol M, Remmers S, Tilki D, Visakorpi T, Talala K, Tammela T, van Hemelrijck M, Bayer K, Lejeune S, Taxiarchopoulou G, van Diggelen F, Senthilkumar K, Schutte S, Byrne S, Fialho L, Cardone A, Gono P, De Vetter M, Ceke K, De Meulder B, Auffray C, Balaur IA, Taibi N, Power S, Kermani NZ, van Bochove K, Cavelaars M, Moinat M, Voss E, Bernini C, Horgan D, Fullwood L, Holtorf M, Lancet D, Bernstein G, Omar I, MacLennan S, Maclennan S, Healey J, Huber J, Wirth M, Froehner M, Brenner B, Borkowetz A, Thomas C, Horn F, Reiche K, Kreux M, Josefsson A, Tandefekt DG, Hugosson J, Huisman H, Hofmacher T, Lindgren P, Andersson E, Fridhammar A, Vizcaya D, Verholen F, Zong J, Butler-Ransohoff JE, Williamson T, Chandrawansa K, Dlamini D, waldeck R, Molnar M, Bruno A, Herrera R, Jiang S, Nevedomskaya E, Fatoba S, Constantinovici N, Maass M, Torremante P, Voss M, Devecseri Z, Cuperus G, Abott T, Dau C, Papineni K, Wang-Silvanto J, Hass S, Snijder R, Doye V, Wang X, Garnham A, Lambrecht M, Wolfinger R, Rogiers S, Servan A, Lefresne F, Caseriego J, Samir M, Lawson J, Pacoe K, Robinson P, Jaton B, Bakkard D, Turunen H, Kilkku O, Pohjanjousi P, Voima O, Nevalaita L, Reich C, Araujo S, Longden-Chapman E, Burke D, Agapow P, Derkits S, Licour M, McCrea C, Payne S, Yong A, Thompson L, Lujan F, Bussmann M, Köhler I. How well do polygenic risk scores identify men at high risk for prostate cancer? Systematic review and meta-analysis. Clin Genitourin Cancer 2022; 21:316.e1-316.e11. [PMID: 36243664 DOI: 10.1016/j.clgc.2022.09.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Revised: 09/01/2022] [Accepted: 09/06/2022] [Indexed: 11/27/2022]
Abstract
OBJECTIVES Genome-wide association studies have revealed over 200 genetic susceptibility loci for prostate cancer (PCa). By combining them, polygenic risk scores (PRS) can be generated to predict risk of PCa. We summarize the published evidence and conduct meta-analyses of PRS as a predictor of PCa risk in Caucasian men. PATIENTS AND METHODS Data were extracted from 59 studies, with 16 studies including 17 separate analyses used in the main meta-analysis with a total of 20,786 cases and 69,106 controls identified through a systematic search of ten databases. Random effects meta-analysis was used to obtain pooled estimates of area under the receiver-operating characteristic curve (AUC). Meta-regression was used to assess the impact of number of single-nucleotide polymorphisms (SNPs) incorporated in PRS on AUC. Heterogeneity is expressed as I2 scores. Publication bias was evaluated using funnel plots and Egger tests. RESULTS The ability of PRS to identify men with PCa was modest (pooled AUC 0.63, 95% CI 0.62-0.64) with moderate consistency (I2 64%). Combining PRS with clinical variables increased the pooled AUC to 0.74 (0.68-0.81). Meta-regression showed only negligible increase in AUC for adding incremental SNPs. Despite moderate heterogeneity, publication bias was not evident. CONCLUSION Typically, PRS accuracy is comparable to PSA or family history with a pooled AUC value 0.63 indicating mediocre performance for PRS alone.
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Tabarestani TQ, Lewis NE, Kelly-Hedrick M, Zhang N, Cellini BR, Marrotte EJ, Williamson T, Wang H, Laskowitz DT, Faw TD, Abd-El-Barr MM. Surgical Considerations to Improve Recovery in Acute Spinal Cord Injury. Neurospine 2022; 19:689-702. [PMID: 36203295 PMCID: PMC9537855 DOI: 10.14245/ns.2244616.308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Accepted: 09/07/2022] [Indexed: 12/14/2022] Open
Abstract
Acute traumatic spinal cord injury (SCI) can be a devastating and costly event for individuals, their families, and the health system as a whole. Prognosis is heavily dependent on the physical extent of the injury and the severity of neurological dysfunction. If not treated urgently, individuals can suffer exacerbated secondary injury cascades that may increase tissue injury and limit recovery. Initial recognition and rapid treatment of acute SCI are vital to limiting secondary injury, reducing morbidity, and providing the best chance of functional recovery. This article aims to review the pathophysiology of SCI and the most up-to-date management of the acute traumatic SCI, specifically examining the modern approaches to surgical treatments along with the ethical limitations of research in this field.
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Affiliation(s)
| | - Nicholle E. Lewis
- Doctor of Physical Therapy Division, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
| | | | - Nina Zhang
- Department of Psychology and Neuroscience, Trinity College of Arts and Sciences, Duke University, Durham, NC, USA
| | - Brianna R. Cellini
- Department of Psychology and Neuroscience, Trinity College of Arts and Sciences, Duke University, Durham, NC, USA
| | - Eric J. Marrotte
- Department of Neurology, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Theresa Williamson
- Department of Neurosurgery, Massachusetts General Hospital, Boston, MA, USA,Center for Bioethics, Harvard Medical School, Boston, MA, USA
| | - Haichen Wang
- Department of Neurology, Duke University, Durham, NC, USA
| | | | - Timothy D. Faw
- Doctor of Physical Therapy Division, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA,Duke Institute for Brain Sciences, Duke University, Durham, NC, USA
| | - Muhammad M. Abd-El-Barr
- Department of Neurosurgery, Duke University, Durham, NC, USA,Corresponding Author Muhammad M. Abd-El-Barr Department of Neurosurgery, Duke University Medical Center 2840, Room 5335 5th Floor, Orange Zone, Duke South, Durham, NC 27710, USA
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Ostroff J, Banerjee S, Malling C, Parker P, Carter-Harris L, Emard N, Shen M, Williamson T, Hamann H, Bylund C, Studts J, Rigney M, King J, Fathi J, Feldman J, Pantelas J, Schiller J, Borondy-Kitts A, Kazerooni E, Mullet T, Rosenthal L, Durden K. P2.08-09 Adaptation of Empathic Communication Skills Training for Oncology Care Providers to Reduce Lung Cancer Stigma. J Thorac Oncol 2022. [DOI: 10.1016/j.jtho.2022.07.237] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Williamson T, Massaad E, Shin JH. Commentary: Sacral Pedicle Subtraction Osteotomy for Treatment of High-Grade Spondylolisthesis: A Technical Note and Review of the Literature. Oper Neurosurg (Hagerstown) 2022; 23:e93-e94. [PMID: 35838458 DOI: 10.1227/ons.0000000000000310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2022] [Accepted: 04/25/2022] [Indexed: 01/17/2023] Open
Affiliation(s)
- Theresa Williamson
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
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Hatfield J, Fah M, Girden A, Mills B, Ohnuma T, Haines K, Cobert J, Komisarow J, Williamson T, Bartz R, Vavilala M, Raghunathan K, Tobalske A, Ward J, Krishnamoorthy V. Racial and Ethnic Differences in the Prevalence of Do-Not-Resuscitate Orders among Older Adults with Severe Traumatic Brain Injury. J Intensive Care Med 2022; 37:1641-1647. [DOI: 10.1177/08850666221103780] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Background Older adults suffering from traumatic brain injury (TBI) are subject to higher injury burden and mortality. Do Not Resuscitate (DNR) orders are used to provide care aligned with patient wishes, but they may not be equitably distributed across racial/ethnic groups. We examined racial/ethnic differences in the prevalence of DNR orders at hospital admission in older patients with severe TBI. Methods We conducted a retrospective cohort study using the National Trauma Databank (NTDB) between 2007 to 2016. We examined patients ≥ 65 years with severe TBI. For our primary aim, the exposure was race/ethnicity and outcome was the presence of a documented DNR at hospital admission. We conducted an exploratory analysis of hospital outcomes including hospital mortality, discharge to hospice, and healthcare utilization (intracranial pressure monitor placement, hospital LOS, and duration of mechanical ventilation). Results Compared to White patients, Black patients (OR 0.48, 95% CI 0.35-0.64), Hispanic patients (OR 0.54, 95% CI 0.40-0.70), and Asian patients (OR 0.63, 95% CI 0.44-0.90) had decreased odds of having a DNR order at hospital admission. Patients with DNRs had increased odds of hospital mortality (OR 2.16, 95% CI 1.94-2.42), discharge to hospice (OR 2.08, 95% CI 1.75-2.46), shorter hospital LOS (−2.07 days, 95% CI −3.07 to −1.08) and duration of mechanical ventilation (−1.09 days, 95% CI −1.52 to −0.67). There was no significant difference in the utilization of ICP monitoring (OR 0.94, 95% CI 0.78-1.12). Conclusions We found significant racial and ethnic differences in the utilization of DNR orders among older patients with severe TBI. Additionally. DNR orders at hospital admission were associated with increased in-hospital mortality, increased hospice utilization, and decreased healthcare utilization. Future studies should examine mechanisms underlying race-based differences in DNR utilization.
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Affiliation(s)
| | - Megan Fah
- Departments of Anesthesiology, Duke University. Durham, NC, USA
- Critical Care and Perioperative Population Health Research (CAPER) Unit, Department of Anesthesiology, Duke University, Durham, NC, USA
| | - Alex Girden
- Departments of Anesthesiology, Duke University. Durham, NC, USA
- Critical Care and Perioperative Population Health Research (CAPER) Unit, Department of Anesthesiology, Duke University, Durham, NC, USA
| | - Brianna Mills
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Harborview Injury Prevention and Research Center, University of Washington, Seattle, WA, USA
| | - Tetsu Ohnuma
- Departments of Anesthesiology, Duke University. Durham, NC, USA
- Critical Care and Perioperative Population Health Research (CAPER) Unit, Department of Anesthesiology, Duke University, Durham, NC, USA
| | | | - Julien Cobert
- Department of Anesthesiology, University of California San Francisco, San Francisco, CA, USA
| | | | | | - Raquel Bartz
- Department of Anesthesiology, University of California San Francisco, San Francisco, CA, USA
| | - Monica Vavilala
- Harborview Injury Prevention and Research Center, University of Washington, Seattle, WA, USA
- Department of Anesthesiology, University of Washington, Seattle, WA, USA
| | - Karthik Raghunathan
- Departments of Anesthesiology, Duke University. Durham, NC, USA
- Critical Care and Perioperative Population Health Research (CAPER) Unit, Department of Anesthesiology, Duke University, Durham, NC, USA
| | | | - Joshua Ward
- Washington University School of Medicine, St Louis, MI, USA
| | - Vijay Krishnamoorthy
- Duke University School of Medicine, Durham, NC, USA
- Departments of Anesthesiology, Duke University. Durham, NC, USA
- Critical Care and Perioperative Population Health Research (CAPER) Unit, Department of Anesthesiology, Duke University, Durham, NC, USA
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Williamson T, Trussler J, McCullough A. Erythrocytosis in Subcutaneous Testosterone Replacement Therapy. J Sex Med 2022. [DOI: 10.1016/j.jsxm.2022.01.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Mann S, Sebastian N, Okonji E, Tso VBY, Thind C, Unter S, Gee BC, Bedlow AJ, Carter JJ, Eykyn H, Williamson T, Barrass S, Tso S. Sustainable dermatology: a service review at Warwick and quality improvement initiatives. Clin Exp Dermatol 2021; 47:584-587. [PMID: 34642996 DOI: 10.1111/ced.14981] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 10/11/2021] [Indexed: 11/27/2022]
Affiliation(s)
- S Mann
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
| | - N Sebastian
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
| | - E Okonji
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
| | | | - C Thind
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
| | - S Unter
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
| | - B C Gee
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
| | - A J Bedlow
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
| | - J J Carter
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
| | - H Eykyn
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
| | - T Williamson
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
| | - S Barrass
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
| | - S Tso
- Jephson Dermatology Centre, South Warwickshire NHS Foundation Trust, Warwick, UK
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Williamson T, Hughes K, Osborne-Grinter M, Philip V, Dall G, Raghavan R. 799 Do Not Attempt Cardiopulmonary Resuscitation Decisions in Neck of Femur Fractures – Is Documentation Adequate? Br J Surg 2021. [DOI: 10.1093/bjs/znab259.101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Abstract
Introduction
‘Do not attempt cardiopulmonary resuscitation’ (DNACPR) documentation is essential to communicate decisions regarding ceilings of care for patients to the clinical team. Patients admitted to hospital with a fractured neck of femur (#NOF) are often elderly with multiple comorbidities, and so robust and clear anticipatory care plans are especially indicated.
Method
All patients admitted to a large district general hospital in Scotland with a #NOF over a three-week period between 23/10/2020 and 12/11/2020 were identified prospectively and included in this audit. Patients’ demographic information, DNACPR status and the quality of their DNACPR documentation was recorded.
Results
20 patients (85% Female, 15% Male) were identified and included. Median ASA grade was 3, with 77.8% of patients ASA grade 3 or 4. 63.2% of patients had DNACPR documentation in place, all of which were ASA grade 3 or above. Most DNACPR documentation had patient information clearly identifiable (91.7%), was completed preoperatively (90.9%), and involved either the patient or appropriate relative or power of attorney (91.6%). However, only 75% of patients’ documentation had the rationale for the DNACPR decision documented and only 25% of DNACPR decisions were reviewed by a senior clinician within 72 hours. No DNACPR decisions were documented as having been communicated to the wider healthcare team.
Conclusions
DNACPR documentation is a crucial for anticipatory care planning in #NOF patients. This audit shows improvement is needed in documenting whether decisions have been reviewed by senior clinicians, and if they have been communicated to the wider healthcare team.
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Affiliation(s)
- T Williamson
- University of Edinburgh, Edinburgh, United Kingdom
| | - K Hughes
- Borders General Hospital, Melrose, United Kingdom
| | | | - V Philip
- Borders General Hospital, Melrose, United Kingdom
| | - G Dall
- Borders General Hospital, Melrose, United Kingdom
| | - R Raghavan
- Borders General Hospital, Melrose, United Kingdom
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Williamson T, Drogos L, Arena R, Aggarwal S, Campbell T, Rouleau C. SEX DIFFERENCES IN THE IMPACT OF SYMPTOMS OF ANXIETY AND DEPRESSION ON CARDIAC REHABILITATION PARTICIPATION AND OUTCOMES. Can J Cardiol 2021. [DOI: 10.1016/j.cjca.2021.07.175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
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Williamson T, Ryser MD, Ubel PA, Abdelgadir J, Spears CA, Liu B, Komisarow J, Lemmon ME, Elsamadicy A, Lad SP. Withdrawal of Life-supporting Treatment in Severe Traumatic Brain Injury. JAMA Surg 2021; 155:723-731. [PMID: 32584926 DOI: 10.1001/jamasurg.2020.1790] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Importance There are limited data on which factors affect the critical and complex decision to withdraw life-supporting treatment (LST) in patients with severe traumatic brain injury (sTBI). Objective To determine demographic and clinical factors associated with the decision to withdraw LST in patients with sTBI. Design, Setting, and Participants This retrospective analysis of inpatient data from more than 825 trauma centers across the US in the American College of Surgeons Trauma Quality Improvement Program database from January 2013 to December 2015 included adult patients with sTBI and documentation of a decision regarding withdrawal of LST (WLST). Data analysis was conducted in September 2019. Main Outcomes and Measures Factors associated with WLST in sTBI. Results A total of 37931 patients (9817 women [25.9%]) were included in the multivariable analysis; 7864 (20.7%) had WLST. Black patients (4806 [13.2%]; odds ratio [OR], 0.66; 95% CI, 0.59-0.72; P < .001) and patients of other race (4798 [13.2%]; OR, 0.83; 95% CI, 0.76-0.91; P < .001) were less likely than white patients (26 864 [73.7%]) to have WLST. Patients from hospitals in the Midwest (OR, 1.12; 95% CI, 1.04-1.20; P = .002) or Northeast (OR, 1.23; 95% CI, 1.13-1.34; P < .001) were more likely to have WLST than patients from hospitals in the South. Patients with Medicare (OR, 1.55; 95% CI, 1.43-1.69; P < .001) and self-pay patients (OR, 1.36; 95% CI, 1.25-1.47; P < .001) were more likely to have WLST than patients with private insurance. Older patients and those with lower Glasgow Coma Scale scores, higher Injury Severity Scores, or craniotomy were generally more likely to have WLST. Withdrawal of LST was more likely for patients with functionally dependent health status (OR, 1.30; 95% CI, 1.08-1.58; P = .01), hematoma (OR, 1.19; 95% CI, 1.12-1.27; P < .001), dementia (OR, 1.29; 95% CI, 1.08-1.53; P = .004), and disseminated cancer (OR, 2.82; 95% CI, 2.07-3.82; P < .001) than for patients without these conditions. Conclusions and Relevance Withdrawal of LST is common in sTBI and socioeconomic factors are associated with the decision to withdraw LST. These results highlight the many factors that contribute to decision-making in sTBI and demonstrate that in a complex and variable disease process, variation based on race, payment, and region presents as a potential challenge.
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Affiliation(s)
- Theresa Williamson
- Duke University Medical Center, Department of Neurosurgery, Durham, North Carolina.,Duke University School of Medicine, Duke University, Durham, North Carolina
| | - Marc D Ryser
- Duke University Medical Center, Department of Population Health Sciences, Durham, North Carolina
| | - Peter A Ubel
- Duke-Margolis Center for Health Policy, Durham, North Carolina.,The Fuqua School of Business, Duke University, Durham, North Carolina
| | - Jihad Abdelgadir
- Duke University Medical Center, Department of Neurosurgery, Durham, North Carolina.,Duke University School of Medicine, Duke University, Durham, North Carolina
| | - Charis A Spears
- Duke University Medical Center, Department of Neurosurgery, Durham, North Carolina.,Duke University School of Medicine, Duke University, Durham, North Carolina
| | - Beiyu Liu
- Duke University School of Medicine, Duke University, Durham, North Carolina
| | - Jordan Komisarow
- Duke University Medical Center, Department of Neurosurgery, Durham, North Carolina.,Duke University School of Medicine, Duke University, Durham, North Carolina
| | - Monica E Lemmon
- Duke University School of Medicine, Duke University, Durham, North Carolina.,Duke University Medical Center, Department of Pediatrics, Durham, North Carolina
| | - Aladine Elsamadicy
- Duke University Medical Center, Department of Neurosurgery, Durham, North Carolina
| | - Shivanand P Lad
- Duke University Medical Center, Department of Neurosurgery, Durham, North Carolina.,Duke University School of Medicine, Duke University, Durham, North Carolina
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Srinivasan ES, Karikari IO, Williamson T, Shaffrey CI, Than KD. Front-Back Cervical Deformity Correction by Anterior Cervical Discectomy and Fusion With Posterior Instrumentation: 2-Dimensional Operative Video. Oper Neurosurg (Hagerstown) 2021; 21:E235. [PMID: 34114027 DOI: 10.1093/ons/opab191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2020] [Accepted: 04/04/2021] [Indexed: 11/14/2022] Open
Abstract
Front-back procedures for cervical deformity permit the correction of cervical kyphosis in the setting of unfused facets. Here, we highlight the operative treatment of a 65-yr-old female entailing a 4-level anterior cervical discectomy and fusion (ACDF) at C3-C4, C4-C5, C5-C6, and C6-C7 with hyperlordotic interbody implants, supplemented by a posterior C2-T2 instrumented fusion. The patient initially presented with symptoms of treatment-refractory neck pain while neurologically intact on examination. Her imaging demonstrated significant cervical kyphosis measuring 46° as the Cobb angle between C2 and C7 without neural compression. The patient consented to the procedure and publication of their image. After 2 d of traction, the operation proceeded with the patient initially in a supine position with dissection medial to the sternocleidomastoid muscle down to the vertebral bodies. Discectomies were performed at each level followed by installation of the interbody implants. After closure of this access wound, the patient was turned to a prone position for the posterior element of the operation. The posterior bony elements were exposed and a C2-T2 instrumented fusion performed. Postoperative imaging demonstrated improvement of her sagittal cervical curvature and the patient described improvement in her neck pain.
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Affiliation(s)
| | - Isaac O Karikari
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Theresa Williamson
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | | | - Khoi D Than
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
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Williamson T, Hodges S, Yang LZ, Lee HJ, Gabr M, Ugiliweneza B, Boakye M, Shaffrey CI, Goodwin CR, Karikari IO, Lad S, Abd-El-Barr M. Impact of US hospital center and interhospital transfer on spinal cord injury management: An analysis of the National Trauma Data Bank. J Trauma Acute Care Surg 2021; 90:1067-1076. [PMID: 34016930 PMCID: PMC8243877 DOI: 10.1097/ta.0000000000003165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND Traumatic spinal cord injury (SCI) is a serious public health problem. Outcomes are determined by severity of immediate injury, mitigation of secondary downstream effects, and rehabilitation. This study aimed to understand how the center type a patient presents to and whether they are transferred influence management and outcome. METHODS The National Trauma Data Bank was used to identify patients with SCI. The primary objective was to determine association between center type, transfer, and surgical intervention. A secondary objective was to determine association between center type, transfer, and surgical timing. Multivariable logistic regression models were fit on surgical intervention and timing of the surgery as binary variables, adjusting for relevant clinical and demographic variables. RESULTS There were 11,744 incidents of SCI identified. A total of 2,883 patients were transferred to a Level I center and 4,766 presented directly to a level I center. Level I center refers to level I trauma center. Those who were admitted directly to level I centers had a higher odd of receiving a surgery (odds ratio, 1.703; 95% confidence interval, 1.47-1.97; p < 0.001), but there was no significant difference in terms of timing of surgery. Patients transferred into a level I center were also more likely to undergo surgery than those at a level II/III/IV center, although this was not significant (odds ratio, 1.213; 95% confidence interval, 0.099-1.48; p = 0.059). CONCLUSION Patients with traumatic SCI admitted to level I trauma centers were more likely to have surgery, particularly if they were directly admitted to a level I center. This study provides insights into a large US sample and sheds light on opportunities for improving pre hospital care pathways for patients with traumatic SCI, to provide the timely and appropriate care and achieve the best possible outcomes. LEVEL OF EVIDENCE Care management, Level IV.
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Affiliation(s)
| | - Sarah Hodges
- Duke University School of Medicine, Department of Neurosurgery
| | | | - Hui-Jie Lee
- Duke University Department of Biostatistics and Bioinformatics
| | - Mostafa Gabr
- Duke University School of Medicine, Department of Neurosurgery
| | - Beatrice Ugiliweneza
- University of Louisville, Kentucky Spinal Cord Injury Research Center, Department of Neurosurgery, School of Medicine
| | - Maxwell Boakye
- University of Louisville, Kentucky Spinal Cord Injury Research Center, Department of Neurosurgery, School of Medicine
| | | | - C Rory Goodwin
- Duke University School of Medicine, Department of Neurosurgery
| | | | - Shivanand Lad
- Duke University School of Medicine, Department of Neurosurgery
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Affiliation(s)
- Theresa Williamson
- From the Department of Neurosurgery, School of Medicine (T.W., C.R.G.), and the Schools of Business, Public Policy, and Medicine (P.A.U.), Duke University, Durham, NC
| | - C Rory Goodwin
- From the Department of Neurosurgery, School of Medicine (T.W., C.R.G.), and the Schools of Business, Public Policy, and Medicine (P.A.U.), Duke University, Durham, NC
| | - Peter A Ubel
- From the Department of Neurosurgery, School of Medicine (T.W., C.R.G.), and the Schools of Business, Public Policy, and Medicine (P.A.U.), Duke University, Durham, NC
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Williamson T, Giusto A, Haglund M, McDaniel K, Weisberg L. Commentary: "Everyone Needs an Ally": Piloting Peer-CAlly, a Peer-Coaching Program Using Existing Resources for Neurosurgery Residents. Neurosurgery 2021; 88:E558-E561. [PMID: 33647929 DOI: 10.1093/neuros/nyab049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Accepted: 12/25/2020] [Indexed: 11/12/2022] Open
Affiliation(s)
- Theresa Williamson
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Ali Giusto
- Department of Psychiatry, New York State Psychiatric Institute, Columbia University, New York, New York, USA
| | - Michael Haglund
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Katherine McDaniel
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Laura Weisberg
- Department of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, North Carolina, USA
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Adil SM, Shalita C, Williamson T, Charalambous LT, Yang Z, Komisarow JM, Parente B, Lee HJ, Galanos A, Lad NP. Clinical, Demographic, and Time Trends in Palliative Care Usage after Severe TBI. Neurosurgery 2021. [DOI: 10.1093/neuros/nyaa447_447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Price M, Howell EP, Dalton T, Ramirez L, Howell C, Williamson T, Fecci PE, Anders CK, Check DK, Kamal AH, Goodwin CR. Inpatient palliative care utilization for patients with brain metastases. Neurooncol Pract 2021; 8:441-450. [PMID: 34277022 DOI: 10.1093/nop/npab016] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Introduction Given the high symptom burden and complex clinical decision making associated with a diagnosis of brain metastases (BM), specialty palliative care (PC) can meaningfully improve patient quality of life. However, no prior study has formally evaluated patient-specific factors associated with PC consultation among BM patients. Methods We examined the rates of PC consults in a cohort of 1303 patients with BM admitted to three tertiary medical centers from October 2015 to December 2018. Patient demographics, surgical status, 30-day readmission, and death data were collected via retrospective chart review. PC utilization was assessed by identifying encounters for which an inpatient consult to PC was placed. Statistical analyses were performed to compare characteristics and outcomes between patients who did and did not receive PC consults. Results We analyzed 1303 patients admitted to the hospital with BM. The average overall rate of inpatient PC consultation was 19.6%. Rates of PC utilization differed significantly by patient race (17.5% in White/Caucasian vs 26.0% in Black/African American patients, P = .0014). Patients who received surgery during their admission had significantly lower rates of PC consultation (3.9% vs 22.4%, P < .0001). Patients who either died during their admission or were discharged to hospice had significantly higher rates of PC than those who were discharged home or to rehabilitation (P < .0001). Conclusions In our dataset, PC consultation rates varied by patient demographic, surgical status, discharging service, and practice setting. Further work is needed to identify the specific barriers to optimally utilizing specialty PC in this population.
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Affiliation(s)
- Meghan Price
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Elizabeth P Howell
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Tara Dalton
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Luis Ramirez
- Duke Center for Brain and Spine Metastasis, Duke University Medical Center, Durham, North Carolina, USA
| | - Claire Howell
- Duke Cancer Institute, Duke University Medical Center, Durham, North Carolina, USA
| | - Theresa Williamson
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Peter E Fecci
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Carey K Anders
- Duke Cancer Institute, Duke University Medical Center, Durham, North Carolina, USA
| | - Devon K Check
- Duke Cancer Institute, Duke University Medical Center, Durham, North Carolina, USA.,Department of Population Health Sciences, Duke University Medical Center, Durham, North Carolina, USA
| | - Arif H Kamal
- Duke Cancer Institute, Duke University Medical Center, Durham, North Carolina, USA.,Fuqua School of Business, Duke University, Durham, North Carolina, USA
| | - C Rory Goodwin
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
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Weber S, Gavaghan K, Wimmer W, Williamson T, Gerber N, Anso J, Bell B, Feldmann A, Rathgeb C, Matulic M, Stebinger M, Schneider D, Mantokoudis G, Scheidegger O, Wagner F, Kompis M, Caversaccio M. Instrument flight to the inner ear. Sci Robot 2021; 2. [PMID: 30246168 DOI: 10.1126/scirobotics.aal4916] [Citation(s) in RCA: 53] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
Surgical robot systems can work beyond the limits of human perception, dexterity and scale making them inherently suitable for use in microsurgical procedures. However, despite extensive research, image-guided robotics applications for microsurgery have seen limited introduction into clinical care to date. Among others, challenges are geometric scale and haptic resolution at which the surgeon cannot sufficiently control a device outside the range of human faculties. Mechanisms are required to ascertain redundant control on process variables that ensure safety of the device, much like instrument-flight in avionics. Cochlear implantation surgery is a microsurgical procedure, in which specific tasks are at sub-millimetric scale and exceed reliable visuo-tactile feedback. Cochlear implantation is subject to intra- and inter-operative variations, leading to potentially inconsistent clinical and audiological outcomes for patients. The concept of robotic cochlear implantation aims to increase consistency of surgical outcomes such as preservation of residual hearing and reduce invasiveness of the procedure. We report successful image-guided, robotic CI in human. The robotic treatment model encompasses: computer-assisted surgery planning, precision stereotactic image-guidance, in-situ assessment of tissue properties and multipolar neuromonitoring (NM), all based on in vitro, in vivo and pilot data. The model is expandable to integrate additional robotic functionalities such as cochlear access and electrode insertion. Our results demonstrate the feasibility and possibilities of using robotic technology for microsurgery on the lateral skull base. It has the potential for benefit in other microsurgical domains for which there is no task-oriented, robotic technology available at present.
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Affiliation(s)
- S Weber
- ARTORG Center for Biomedical Engineering Research, University of Bern
| | - K Gavaghan
- ARTORG Center for Biomedical Engineering Research, University of Bern
| | - W Wimmer
- ARTORG Center for Biomedical Engineering Research, University of Bern.,Department of Otorhinolaryngology, Head and Neck Surgery, lnselspital, Bern University Hospital
| | - T Williamson
- ARTORG Center for Biomedical Engineering Research, University of Bern
| | - N Gerber
- ARTORG Center for Biomedical Engineering Research, University of Bern
| | - J Anso
- ARTORG Center for Biomedical Engineering Research, University of Bern
| | - B Bell
- ARTORG Center for Biomedical Engineering Research, University of Bern
| | - A Feldmann
- Institute for Surgical Technologies and Biomechanics, University of Bern
| | - C Rathgeb
- ARTORG Center for Biomedical Engineering Research, University of Bern
| | - M Matulic
- ARTORG Center for Biomedical Engineering Research, University of Bern
| | - M Stebinger
- ARTORG Center for Biomedical Engineering Research, University of Bern
| | - D Schneider
- ARTORG Center for Biomedical Engineering Research, University of Bern
| | - G Mantokoudis
- Department of Otorhinolaryngology, Head and Neck Surgery, lnselspital, Bern University Hospital
| | - O Scheidegger
- Department Neurology, Inselspital, Bern University Hospital
| | - F Wagner
- Institute of Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital
| | - M Kompis
- Department of Otorhinolaryngology, Head and Neck Surgery, lnselspital, Bern University Hospital
| | - M Caversaccio
- ARTORG Center for Biomedical Engineering Research, University of Bern.,Department of Otorhinolaryngology, Head and Neck Surgery, lnselspital, Bern University Hospital
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Price M, Howell EP, Dalton T, Ramirez L, Williamson T, Painter B, Check D, Kamal A, Goodwin CR. The Impact of Sociodemographic Factors on Inpatient Palliative Care Consultation for Patients with Brain and Spine Metastases. Neurosurgery 2020. [DOI: 10.1093/neuros/nyaa447_196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Williamson T, Adil SM, Shalita C, Charalambous LT, Yang Z, Komisarow JM, Parente B, Lee HJ, Galanos A, Lad NP. Influence of Palliative Care on Cost, Procedure Utilization, and Complications after Severe TBI. Neurosurgery 2020. [DOI: 10.1093/neuros/nyaa447_182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Williamson T, Spears CA, Komisarow JM, Liu B, Lee HJ, Lad NP. Demographic and Clinical Differences Between Patients Undergoing Craniectomy or Craniotomy for Severe Traumatic Brain Injury. Neurosurgery 2020. [DOI: 10.1093/neuros/nyaa447_503] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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Robinson PG, Williamson T, Murray IR, Al-Hourani K, White TO. Sporting participation following the operative management of chondral defects of the knee at mid-term follow up: a systematic review and meta-analysis. J Exp Orthop 2020; 7:76. [PMID: 33025212 PMCID: PMC7538489 DOI: 10.1186/s40634-020-00295-x] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Accepted: 09/23/2020] [Indexed: 01/28/2023] Open
Abstract
PURPOSE The purpose of this study was to perform a systematic review of the reparticipation in sport at mid-term follow up in athletes who underwent biologic treatment of chondral defects in the knee and compare the rates amongst different biologic procedures. METHODS A search of PubMed/Medline and Embase was performed in May 2020 in keeping with Preferred Reporting Items for Systematic Review and Meta-Analysis (PRISMA) guidelines. The criteria for inclusion were observational, published research articles studying the outcomes and rates of participation in sport following biologic treatments of the knee with a minimum mean/median follow up of 5 years. Interventions included microfracture, osteochondral autograft transfer (OAT), autologous chondrocyte implantation (ACI), matrix-induced autologous chondrocyte implantation (MACI), osteochondral allograft, or platelet rich plasma (PRP) and peripheral blood stem cells (PBSC). A random effects model of head-to-head evidence was used to determine rates of sporting participation following each intervention. RESULTS There were twenty-nine studies which met the inclusion criteria with a total of 1276 patients (67% male, 33% female). The mean age was 32.8 years (13-69, SD 5.7) and the mean follow up was 89 months (SD 42.4). The number of studies reporting OAT was 8 (27.6%), ACI was 6 (20.7%), MACI was 7 (24.1%), microfracture was 5 (17.2%), osteochondral allograft was 4 (13.8%), and one study (3.4%) reported on PRP and PBSC. The overall return to any level of sport was 80%, with 58.6% returning to preinjury levels. PRP and PBSC (100%) and OAT (84.4%) had the highest rates of sporting participation, followed by allograft (83.9%) and ACI (80.7%). The lowest rates of participation were seen following MACI (74%) and microfracture (64.2%). CONCLUSIONS High rates of re-participation in sport are sustained for at least 5 years following biologic intervention for chondral injuries in the knee. Where possible, OAT should be considered as the treatment of choice when prolonged participation in sport is a priority for patients. However, MACI may achieve the highest probability of returning to the same pre-injury sporting level. LEVEL OF EVIDENCE IV.
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Affiliation(s)
- P G Robinson
- Edinburgh Orthopaedics, Royal Infirmary of Edinburgh, Edinburgh, Scotland.
| | - T Williamson
- University of Edinburgh Medical School, Edinburgh, Scotland
| | - I R Murray
- Edinburgh Orthopaedics, Royal Infirmary of Edinburgh, Edinburgh, Scotland
| | - K Al-Hourani
- Edinburgh Orthopaedics, Royal Infirmary of Edinburgh, Edinburgh, Scotland
| | - T O White
- Edinburgh Orthopaedics, Royal Infirmary of Edinburgh, Edinburgh, Scotland
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Krusina A, Chen O, Varela LO, Doktorchik C, Avati V, Knudsen S, Southern DA, Eastwood C, Sharma N, Williamson T. Developing a Data Integrated COVID-19 Tracking System for Decision-Making and Public Use. Int J Popul Data Sci 2020; 5:1389. [PMID: 34007890 PMCID: PMC8111700 DOI: 10.23889/ijpds.v5i1.1389] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Introduction The unprecedented COVID-19 pandemic unveiled a strong need for advanced and informative surveillance tools. The Centre for Health Informatics (CHI) at the University of Calgary took action to develop a surveillance dashboard, which would facilitate the education of the public, and answer critical questions posed by local and national government. Objectives The objective of this study was to create an interactive method of surveillance, or a “COVID-19 Tracker” for Canadian use. The Tracker offers user-friendly graphics characterizing various aspects of the current pandemic (e.g. case count, testing, hospitalizations, and policy interventions). Methods Six publicly available data sources were used, and were selected based on the frequency of updates, accuracy and types of data, and data presentation. The datasets have different levels of granularity for different provinces, which limits the information that we are able to show. Additionally, some datasets have missing entries, for which the “last observation carried forward” method was used. The website was created and hosted online, with a backend server, which is updated on a daily basis. The Tracker development followed an iterative process, as new figures were added to meet the changing needs of policy-makers. Results The resulting Tracker is a dashboard that visualizes real-time data, along with policy interventions from various countries, via user-friendly graphs with a hover option that reveals detailed information. The interactive features allow the user to customize the figures by jurisdiction, country/region, and the type of data shown. Data is displayed at the national and provincial level, as well as by health regions. Conclusion The COVID-19 Tracker offers real-time, detailed, and interactive visualizations that have the potential to shape crucial decision-making and inform Albertans and Canadians of the current pandemic.
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Affiliation(s)
- A Krusina
- Centre for Health Informatics, Cumming School of Medicine, University of Calgary
| | - O Chen
- Centre for Health Informatics, Cumming School of Medicine, University of Calgary
| | - L O Varela
- Centre for Health Informatics, Cumming School of Medicine, University of Calgary
| | - C Doktorchik
- Centre for Health Informatics, Cumming School of Medicine, University of Calgary
| | - V Avati
- Centre for Health Informatics, Cumming School of Medicine, University of Calgary
| | - S Knudsen
- Centre for Health Informatics, Cumming School of Medicine, University of Calgary
| | - D A Southern
- Centre for Health Informatics, Cumming School of Medicine, University of Calgary
| | - C Eastwood
- Centre for Health Informatics, Cumming School of Medicine, University of Calgary
| | - N Sharma
- W21C Research and Innovation Centre, O'Brien Institute for Public Health, Cumming School of Medicine, University of Calgary
| | - T Williamson
- Centre for Health Informatics, Cumming School of Medicine, University of Calgary
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Jones RC, Creutzfeldt CJ, Cox CE, Haines KL, Hough CL, Vavilala MS, Williamson T, Hernandez A, Raghunathan K, Bartz R, Fuller M, Krishnamoorthy V. Racial and Ethnic Differences in Health Care Utilization Following Severe Acute Brain Injury in the United States. J Intensive Care Med 2020; 36:1258-1263. [PMID: 32912070 DOI: 10.1177/0885066620945911] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To examine racial and ethnic differences in the utilization of 3 interventions (tracheostomy placement, gastrostomy tube placement, and hospice utilization) among patients with severe acute brain injury (SABI). DESIGN Retrospective cohort study. SETTING Data from the National Inpatient Sample, from 2002 to 2012. PATIENTS Adult patients with SABI defined as a primary diagnosis of stroke, traumatic brain injury, or post-cardiac arrest who received greater than 96 hours of mechanical ventilation. EXPOSURE Race/ethnicity, stratified into 5 categories (white, black, Hispanic, Asian, and other). MEASUREMENTS AND MAIN RESULTS Data from 86 246 patients were included in the cohort, with a mean (standard deviation) age of 60 (18) years. In multivariable analysis, compared to white patients, black patients had an 20% increased risk of tracheostomy utilization (relative risk [RR]: 1.20, 95% CI: 1.16-1.24, P < .001), Hispanic patients had a 10% increased risk (RR: 1.10, 95% CI: 1.06-1.14, P < .001), Asian patients had an 8% increased risk (RR: 1.08, 95% CI: 1.01-1.16, P = .02), and other race patients had an 10% increased risk (RR: 1.10, 95% CI: 1.04-1.16, P < .001). A similar relationship was observed for gastrostomy utilization. In multivariable analysis, compared to white patients, black patients had a 25% decreased risk of hospice discharge (RR: 0.75, 95% CI: 0.67-0.85, P < .001), Hispanic patients had a 20% decreased risk (RR: 0.80, 95% CI: 0.69-0.94, P < .01), and Asian patients had a 47% decreased risk (RR: 0.53, 95% CI: 0.39-0.73, P < .001). There was no observed relationship between race/ethnicity and in-hospital mortality. CONCLUSIONS Minority race was associated with increased utilization of tracheostomy and gastrostomy, as well as decreased hospice utilization among patients with SABI. Further research is needed to better understand the mechanisms underlying these race-based differences in critical care.
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Affiliation(s)
- Rayleen C Jones
- School of Nursing, Duke University, NC, USA.,Critical Care and Perioperative Epidemiologic Research (CAPER) Unit, Department of Anesthesiology, Duke University, NC, USA
| | | | | | - Krista L Haines
- Critical Care and Perioperative Epidemiologic Research (CAPER) Unit, Department of Anesthesiology, Duke University, NC, USA.,Department of Surgery, Duke University, NC, USA
| | | | - Monica S Vavilala
- Department of Anesthesiology and Pain Medicine, University of Washington, WA, USA
| | | | | | - Karthik Raghunathan
- Critical Care and Perioperative Epidemiologic Research (CAPER) Unit, Department of Anesthesiology, Duke University, NC, USA.,Department of Anesthesiology, Duke University, NC, USA
| | - Raquel Bartz
- Critical Care and Perioperative Epidemiologic Research (CAPER) Unit, Department of Anesthesiology, Duke University, NC, USA.,Department of Anesthesiology, Duke University, NC, USA
| | - Matt Fuller
- Critical Care and Perioperative Epidemiologic Research (CAPER) Unit, Department of Anesthesiology, Duke University, NC, USA.,Department of Anesthesiology, Duke University, NC, USA
| | - Vijay Krishnamoorthy
- Critical Care and Perioperative Epidemiologic Research (CAPER) Unit, Department of Anesthesiology, Duke University, NC, USA.,Department of Anesthesiology, Duke University, NC, USA
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Wong ST, Katz A, Williamson T, Singer A, Peterson S, Taylor C, Price M, McCracken R, Thandi M. Can Linked Electronic Medical Record and Administrative Data Help Us Identify Those Living with Frailty? Int J Popul Data Sci 2020; 5:1343. [PMID: 33644409 PMCID: PMC7893852 DOI: 10.23889/ijpds.v5i1.1343] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Introduction Frailty is a complex condition that affects many aspects of patients’ wellbeing and health outcomes. Objectives We used available Electronic Medical Record (EMR) and administrative data to determine definitions of frailty. We also examined whether there were differences in demographics or health conditions among those identified as frail in either the EMR or administrative data. Methods EMR and administrative data were linked in British Columbia (BC) and Manitoba (MB) to identify those aged 65 years and older who were frail. The EMR data were obtained from the Canadian Primary Care Sentinel Surveillance Network (CPCSSN) and the administrative data (e.g. billing, hospitalizations) was obtained from Population Data BC and the Manitoba Population Research Data Repository. Sociodemographic characteristics, risk factors, prescribed medications, use and costs of healthcare are described for those identified as frail. Results Sociodemographic and utilization differences were found among those identified as frail from the EMR compared to those in the administrative data. Among those who were >65 years, who had a record in both EMR and administrative data, 5%-8% (n=191 of 3,553, BC; n=2,396 of 29,382, MB) were identified as frail. There was a higher likelihood of being frail with increasing age and being a woman. In BC and MB, those identified as frail in both data sources have approximately twice the number of contacts with primary care (n=20 vs. n=10) and more days in hospital (n=7.2 vs. n=1.9 in BC; n=9.8 vs. n=2.8 in MB) compared to those who are not frail; 27% (BC) and 14% (MB) of those identified as frail in 2014 died in 2015. Conclusions Identifying frailty using EMR data is particularly challenging because many functional deficits are not routinely recorded in structured data fields. Our results suggest frailty can be captured along a continuum using both EMR and administrative data.
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Affiliation(s)
- S T Wong
- University of British Columbia, 2211 Wesbrook Mall, Vancouver, BC, V6T 2B5
| | - A Katz
- University of Manitoba, 408-727 McDermot Ave, Winnipeg, Mb, R3E 3P5
| | - T Williamson
- University of Calgary, 3330 Hospital Drive NW, Calgary, Alberta, T2N 4N1
| | - A Singer
- University of Manitoba, 408-727 McDermot Ave, Winnipeg, Mb, R3E 3P5
| | - S Peterson
- University of British Columbia, 2211 Wesbrook Mall, Vancouver, BC, V6T 2B5
| | - C Taylor
- University of Manitoba, 408-727 McDermot Ave, Winnipeg, Mb, R3E 3P5
| | - M Price
- University of British Columbia, 2211 Wesbrook Mall, Vancouver, BC, V6T 2B5
| | - R McCracken
- University of British Columbia, 2211 Wesbrook Mall, Vancouver, BC, V6T 2B5
| | - M Thandi
- University of British Columbia, 2211 Wesbrook Mall, Vancouver, BC, V6T 2B5
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Howell E, Price M, Dalton T, Williamson T, Kamal A, Goodwin R. Patterns of inpatient palliative care consultation for patients with brain and spine metastases. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.e24117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e24117 Background: Patients diagnosed with brain and/or spine metastases (BSM) face high symptom burden and complex clinical decision-making. Through expertise in pain and symptom management, facilitation of end-of-life planning, and caregiver support, specialty Palliative Care (PC) can provide a crucial component of the care for these patients. No prior study has formally evaluated the rates of inpatient PC referral in BSM patients, nor the patient-specific factors that may affect consultation rates within this context. Methods: Analysis was performed of the rates of PC consults in a cohort of BSM inpatients admitted to three tertiary medical centers: one major academic center and two smaller affiliate centers. Patients were identified using a combination of ICD-9 and -10 codes and surgical provider lists to aggregate brain and spine metastases patient cohorts at each institution. Patient demographics, surgical status, and readmission data were collected. PC utilization was assessed by flagging encounters within which an inpatient consult to PC was placed. Results: 2608 total discharges were analyzed, with 2397 brain metastasis and 301 spine metastasis discharges. Average rate of inpatient PC consultation over the 3.5 year study period was 13.6% for brain metastasis patients and 11.0% for spine metastases patients. Rates of PC utilization differed significantly by patient race (11.6% in white vs. 17.0% in non-white patients, p = 0.02). Patients who received surgery had significantly lower rates of PC consultation in both brain (3.5% vs 15.6%, p < 0.001) and spine (5.5% vs 14.1% p < 0.001) cohorts. The large academic center had the lowest utilization as compared to two smaller affiliate centers, with 6.4% of brain and 7.6% of spine metastasis patients receiving PC consults. For both cohorts, Neurology was the discharging service with the highest rates of PC utilization, consulting PC for 37.7% of brain and 42.9% of spine metastasis patients respectively. Over time, PC utilization increased for brain, but not spine, metastasis patients. Conclusions: Despite their high symptom burden and low overall survival, BSM patients have low rates of inpatient PC consultation. Utilization appears to vary by patient demographics and surgical status, as well as discharging service and practice setting. These single-institution patterns may ultimately provide a microcosm for national patterns and trends at similar institutions, and further work is needed to identify the specific barriers to optimally utilizing specialty PC in this population.
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Affiliation(s)
| | | | - Tara Dalton
- Duke University School of Medicine, Durham, NC
| | | | | | - Rory Goodwin
- Duke University Department of Neurosurgery, Durham, NC
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