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Clarke, Michelle J.

https://orcid.org/0000-0003-0358-5633

Mayo Clinic

Mayo Clinic

Citations 119

Risk factors for early pathological fracture following stereotactic body radiation therapy for spinal metastases
Capp, Juliana C., Pennington, Zach , Mikula, Anthony L. , Lakomkin, Nikita , Sebastian, Arjun S. , Freedman, Brett A. , Rose, Peter S. , Karim, S. Mohammed, Bydon, Mohamad , Krauss, William E. , Fogelson, Jeremy L. , Merrell, Kenneth W. , Elder, Benjamin D. , Pennington, Zach , Capp, Juliana C., Hamouda, Abdelrahman M. , Freedman, Brett A. , Nassr, Ahmad , Kowalchuk, Roman O. , Clarke, Michelle J.

Neurosurgical Focus | May 1, 2025 | Volume: 58 | Issue: 5 | Pages: E13

10.3171/2025.2.focus24905 Get It

OBJECTIVE The aim of this study was to determine independent risk factors for vertebral compression fracture (VCF) following stereotactic body radiation therapy (SBRT) in metastatic spine disease. METHODS Patients treated with SBRT for spinal metastasis at a single tertiary care center between 2008 and 2019 were retrospectively identified. Patients with CT scans obtained within 1 year of SBRT completion were included. Variables collected included demographics, Spine Instability Neoplastic Score (SINS), primary tumor pathology, Weinstein-Boriani-Biagini (WBB) classification, chemoradiation treatment details, and bone quality as assessed by Hounsfield units (HUs) on CT. HUs were measured for the medullary bone of the metastatic level, the tumor, and the vertebral bodies cephalad and caudal to the metastasis. Multivariable logistic regression was used to identify predictors of post-SBRT pathological fracture. RESULTS A total of 292 patients (mean age 66 years) with 392 unique lesions were included. The most common pathologies were prostate (n = 193), kidney/renal cell (n = 46), and lung (n = 33). The most common tumor levels were thoracic (n = 206 lesions) and lumbar (n = 128 lesions). SBRT was generally delivered in 1–3 fractions with doses ranging from 16 to 24 Gy in 1 fraction and 24–36 Gy in 3 fractions. Of the 392 lesions, 73 suffered VCF: 21 (29%) with < 25% height loss, 15 (21%) with 25%–40% height loss, and 37 (51%) with > 40% height loss. On univariate analysis, patients with VCF had lower average HUs (156 ± 52 vs 202 ± 89, p < 0.001), more WBB sectors involved (3 ± 2 vs 3 ± 1, p < 0.001), higher SINSs (8 ± 3 vs 6 ± 2, p < 0.001), were more commonly female (33% vs 22%, p = 0.05), and more commonly had nonprostate pathology (67% vs 47%, p = 0.003). VCF rates were similar between moderate (< 20 Gy in 1 fraction, < 30 Gy in 3 or 5 fractions) and high-dose (> 20 Gy in 1 fraction, > 30 Gy in 3 or 5 fractions) radiation schema (15% VCF vs 16% no VCF, respectively; p = 0.99). On multivariable logistic regression, independently significant predictors of VCF were HUs ≤ 229 (OR 6, p < 0.001), affected levels ≥ 3 WBB segments (OR 3, p < 0.001), and an SINS ≥ 8 (OR 2, p = 0.02). CONCLUSIONS Low pre-radiation HUs, involvement of more WBB sectors, and a higher SINS were independent predictors of VCF following SBRT for metastatic spine disease.
NF2-Related Schwannomatosis Presenting with Multifocal Ependymoma (P9-6.006)
Mathis, Ganiru, Breen, William G. , Trejo‐Lopez, Jorge , Babovic‐Vuksanovic, Dusica , Clarke, Michelle J. , Kaufmann, Timothy J. , Sener, Uğur

Neurology | April 7, 2025 | Volume: 104 | Issue: 7_Supplement_1 | Pages: No page available

10.1212/wnl.0000000000208966 Get It

Advancing Metastatic Spine Tumor Research: A Review of AO Spine Knowledge Forum Tumor’s Scientific Contributions Derived From the EPOSO Network, 2014-2024
Rutges, Joost , Fehlings, Michael G. , Gokaslan, Ziya L., Rhines, Laurence D. , Sahgal, Arjun , Sciubba, Daniel M. , Schuster, James M. , Weber, Michael H. , Laufer, Ilya , Fisher, Charles G. , Tumor, on the behalf of the AO Spine Knowledge Forum, Rutges, Joost P H J , Fehlings, Michael G , Rhines, Laurence D , Zuckerman, Scott L. , Arnold, Paul M. , Bettegowda, Chetan , Boriani, Stefano , Clarke, Michelle J. , Lazáry, Áron , Tumor, on the behalf of the AO Spine Knowledge Forum

Global Spine Journal | March 12, 2025 | Volume: 15 | Issue: 6 | Pages: 2999-3006

10.1177/21925682251326515 Get It

Study Design Narrative Review. Objectives To summarize the work of the AO Spine Knowledge Forum Tumor, specifically studies from the Epidemiology, Process and Outcomes in Spine Oncology (EPOSO) study. Methods A narrative review of all published manuscripts from the EPOSO study was undertaken. EPOSO represents a multicenter, prospective registry effort across 10 North American and European sites to enroll patients with metastatic disease of the spine. Results The current review summarized all studies from the EPOSO network, divided into the following five sections: (1) quality of life and satisfaction, (2) overall survival, (3) spinal instability, (4) neurologic outcome in patients with metastatic epidural spinal cord compression or radicular pain, and (5) patient and tumor-specific factors. Several important findings were elucidated. Patient evaluation should include SINS, nutritional status, severity and duration of neurologic deficit, extent of metastatic tumor burden, and differentiation of axial from radicular pain. Moreover, SOSGOQ2.0 serves as a useful and validated instrument for patient-reported outcome instrument. Despite the palliative nature of metastatic spine surgery, clear improvement in quality-of-life is seen. Even in patients with short-survival, the remaining weeks and months of life result in improved quality-of-life. Metastatic spine surgery often improves neurologic function, potentially enhancing survival through increased performance status. Conclusions Several noteworthy results have come from the EPOSO network, highlighting important trends in metastatic spine care. The AO Spine Knowledge Forum Tumor has helped advancing metastatic spine tumor research as well as ensure these new findings reach and benefit clinicians and their patients.
Comparison of Sagittal Plane Correction With “Bullet” Versus “Banana” Type Transforaminal Lumbar Interbody Fusion Devices
Pennington, Zach , Hamouda, Abdelrahman M. , Martini, Michael L. , Kumar, Rahul , Mikula, Anthony L. , Potes, Maria Astudillo , Bydon, Mohamad , Clarke, Michelle J. , Krauss, William E. , Nassr, Ahmad , Freedman, Brett A. , Sebastian, Arjun S. , Fogelson, Jeremy L. , Elder, Benjamin D. , Hamouda, Abdelrahman , Martini, Michael , Pennington, Zach , Nassr, Ahmad N , Clarke, Michelle J , Kumar, Rahul , Freedman, Brett A.

Operative Neurosurgery | February 20, 2025 | Volume: 29 | Issue: 5 | Pages: 624-632

10.1227/ons.0000000000001518 Get It

BACKGROUND AND OBJECTIVES: Transforaminal lumbar interbody fusion (TLIF) allows for direct and indirect decompression and segmental lordosis in sagittal plane correction. This study compares the effectiveness of “Bullet” type and “Banana” type devices for sagittal plane correction. METHODS: Patients who underwent 1-level or 2-level TLIF for degenerative pathology at a single tertiary care center were identified. Details were extracted on demographics, interbody dimensions, and preoperative and postoperative lumbopelvic parameters from upright radiographs. Cages were categorized as “Bullet” or “Banana” type based on morphology and manufacturer description of optimal position. Univariable comparisons between levels treated with “Bullet” and “Banana” type interbodies were performed. Multivariable linear regression was performed to identify independent predictors of postoperative segmental lordosis and change in segmental lordosis. RESULTS: One hundred and ninety eight unique patients (median 66.6 years; [IQR 59.5, 73.7]; 56.6% female) were included with 241 levels treated, of which 114 (52.7%) were treated with “Banana” type interbodies and 127 (47.3%) with “Bullet” type. “Banana” type interbodies afforded both greater postoperative segmental lordosis (8.1 [6.2, 10.7] vs 7.5 [5.2, 9.6]; P = .048) and greater increase in segmental lordosis (3.3 [0.7, 7.0] vs 2.3 [0.1, 4.2]; P = .015). On multivariable linear regression, only preoperative segmental lordosis (β = 0.322 per degree; [0.244, 0.399]; P < .001), implant listed lordosis (β = 0.146 per degree; 95% CI [0.048, 0.244]; P = .004), preoperative pelvic incidence (0.072 per degree; [0.034, 0.111]; P < .001), and use of bilateral TLIF windows (β = 3.133; [1.213, 5.053]; P = .001) were predictive of postoperative segmental lordosis. CONCLUSION: The present analysis suggests that baseline lumbopelvic anatomy, interbody lordosis, and the use of bilateral TLIF windows are the most important predictors of postoperative segmental lordosis. Use of “Banana” vs “Bullet” type interbodies was not predictive of segmental lordosis achieved on immediate postoperative upright radiographs. Further work is merited to determine whether the 2 interbody types demonstrate differences regarding subsidence risk or maintenance of correction.
Surgical Adverse Events for Primary Tumors of the Spine and Their Impact on Outcomes: An Observational Study From the Primary Tumors Research and Outcomes Network
Laflamme, Mathieu, Rhines, Laurence D. , Gokaslan, Ziya L. , Reynolds, Jeremy , Disch, Alexander C. , Chou, Dean , Feng, Wei , Rampersaud, Y. Raja, Lord, Elizabeth L. , Sciubba, Daniel M. , Laufer, Ilya , Sahgal, Arjun , Fisher, Charles G. , Dea, Nicolas , Tumor, on behalf of the AO Spine Knowledge Forum, Reynolds, Jeremy , Dea, Nicolas , Reynolds, Jeremy , Laflamme, Mathieu , Gasbarrini, Alessandro , Lazáry, Áron , Luzzati, Alessandro , Clarke, Michelle J. , Wei, Feng, Bettegowda, Chetan , Boriani, Stefano , Shin, John H. , Tumor, on behalf of the AO Spine Knowledge Forum

Neurosurgery | February 5, 2025 | Volume: 97 | Issue: 1 | Pages: 264-276

10.1227/neu.0000000000003369 Get It

BACKGROUND AND OBJECTIVES: Aggressive resection for primary tumors of the spine are associated with a high rate of adverse events (AEs), but the impact of AEs on patient-reported outcomes (PROs) remains unknown and is critical to the shared decision-making. Our primary objective was to assess the impact of surgical AEs on PROs using an international registry. Assessing the impact on clinical outcomes and identifying risk factors for AEs were our secondary objectives. METHODS: Patients who underwent surgery for a primary spinal tumor were selected through the Primary Tumor Research and Outcomes Network. Our primary outcome was the impact of AEs on PROs at 3 and 12 months after surgery (measured with Spinal Oncology Study Group Outcomes Questionnaire, Short-Form 36, and EuroQol 5 Dimension). We also assessed the impact on clinical outcomes (local control, surgical margins, readmission, reoperation, and mortality). We stratified our results according to severity of AEs, histology, and type of resection. RESULTS: 374 patients met inclusion criteria (219 males/155 females). The mean age of the cohort was 48.7 years. The most frequent histology was chordoma (37.3%) followed by chondrosarcoma (8.8%). Sixty-seven patients (17.9%) experienced at least 1 intraoperative AE and 117 patients (31.3%) had at least 1 postoperative AE within 3 months. Overall, 159 patients (42.5%) experienced AEs. The readmission rate was significantly higher in patients who experienced AEs (Any AE: 10.1% vs no AE: 1.9% within 3 months; P = <0.001). PROs were not significantly affected by AEs in most questionnaires. Local control, risk of reoperation, mortality, and achieving preplanned margins were similar between AE groups. CONCLUSION: The rate of surgical AEs is considerable in this population. Surgical AEs seem to be associated with a higher number of readmissions, but do not seem to result in significant differences in PROs or in a higher risk of reoperation, mortality, and failure to achieve preplanned margins.
Utility of 3D-Printed Models in the Surgical Planning for Primary Spine Tumors: A Survey of International Spinal Oncology Experts
Mikula, Anthony L. , Rhines, Laurence D. , Patel, Shalin S. , Pennington, Zach , Karim, S. Mohammed, Alvarez‐Breckenridge, Christopher , North, Robert Y. , Rose, Peter S. , Bird, Justin E. , Alvarez-Breckenridge, Christopher , Pennington, Zach , Morris, Jonathan M. , Tappa, Karthik K. , Tatsui, Claudio Esteves , Clarke, Michelle J.

Global Spine Journal | August 21, 2024 | Volume: 15 | Issue: 4 | Pages: 2004-2013

10.1177/21925682241278323 Get It

Study Design Survey study. Objectives The purpose of this study was to characterize the utility of 3D printed patient specific anatomic models for the planning of complex primary spine tumor surgeries. Methods A survey of individual members of an international study group of spinal oncology surgeons was performed. Participants were provided a clinical vignette, pathologic diagnosis, and pre-operative imaging for three primary spinal oncology cases. Study participants provided a free text surgical plan for resection and were then presented an associated 3D printed model for each case and asked to re-evaluate their surgical plan. Results Ten spinal oncology surgeons participated in the study, representing nine institutions across five countries. Four of the surgeons (40%) made significant changes to their surgical plan after reviewing the 3D models, including sacrifice of an additional nerve root to obtain negative margins, sparing an SI joint that was originally planned for inclusion in the en bloc resection, adjusting the location of osteotomy cuts, changes to the number of surgical stages and/or staging order, and preservation of neurology that was originally planned for sacrifice. The overall impression of the 3D models was positive, with 90% of the participants stating they found the 3D model useful in developing a surgical plan. Conclusions Surgical planning for resection of primary spinal column tumors is challenging and time intensive. 3D printed patient specific surgical models may be an additional tool that can augment surgical planning and execution by improving the chance of accomplishing surgical resection goals and minimizing morbidity.
Editorial. Two novel models to optimize transitional care in spina bifida: the patient as provider and the congenital neurosurgeon in active collaboration
Bevans, Shannon, Swana, Hubert S., Pattisapu, Jogi V. , Hopson, Betsy , Harmon, Daniel, Blount, Jeffrey P. , Foy, Andrew , Clarke, Michelle J.

Neurosurgical Focus | August 1, 2024 | Volume: 57 | Issue: 2 | Pages: E2

10.3171/2024.6.focus24387 Get It

Polyminimyoclonus in Hirayama Disease
Banks, Samantha A. , Ali, Farwa , Klassen, Bryan T. , Banks, Samantha , Clarke, Michelle J. , Tobin, W. Oliver

Neurology | July 25, 2024 | Volume: 103 | Issue: 4 | Pages: No page available

10.1212/wnl.0000000000209740 Get It

Patient-Reported and Clinical Outcomes of Surgically Treated Patients With Symptomatic Spinal Metastases: Results From Epidemiology, Process, and Outcomes of Spine Oncology (EPOSO), a Prospective, Multi-Institutional and International Study
Barzilai, Ori , Sahgal, Arjun , Rhines, Laurence D. , Versteeg, Anne , Sciubba, Daniel M. , Weber, Michael H. , Schuster, James M. , Laufer, Ilya , Gokaslan, Ziya L. , Fisher, Charles G. , Versteeg, Anne L. , Lazáry, Áron , Boriani, Stefano , Bettegowda, Chetan , Arnold, Paul M. , Clarke, Michelle J. , Fehlings, Michael G.

Neurosurgery | June 4, 2024 | Volume: 95 | Issue: 5 | Pages: 1148-1157

10.1227/neu.0000000000002989 Get It

BACKGROUND AND OBJECTIVES: The palliative impact of spine surgery for metastatic disease is evolving with improvements in surgical technique and multidisciplinary cancer care. The goal of this study was to prospectively evaluate long-term clinical outcomes including health-related quality-of-life (HRQOL) measures, using spine cancer–specific patient-reported-outcome (PRO) measures, in patients with symptomatic spinal metastases who underwent surgical management. METHODS: The Epidemiology, Process, and Outcomes of Spine Oncology (EPOSO, ClinicalTrials.gov identifier: NCT01825161) trial is a prospective-observational cohort study that included 10 specialist centers in North America and Europe. Patients aged 18 to 75 years who underwent surgery for spinal metastases were included. Prospective assessments included both spine tumor–specific and generic PRO tools which were collected for a minimum of 2 years post-treatment or until death. RESULTS: Two hundred and eighty patients (51.8% female, mean age 57.9 years) were included. At presentation, the mean Charlson Comorbidity Index was 6.0, 35.7% had neurological deficits as defined by the American Spinal Cord Injury Association scores, 47.2% had high-grade epidural spinal cord compression (2-3), and 89.6% had impending or frank instability as measured by a Spinal Instability Neoplastic Score of ≥7. The most common primary tumor sites were breast (20.2%), lung (18.8%), kidney (16.2%), and prostate (6.5%). The median overall survival postsurgery was 501 days, and the 2-year progression-free-survival rate was 38.4%. Compared with baseline, significant and durable improvements in HRQOL were observed at the 6-week, 12-week, 26-week, 1-year, and 2-year follow-up assessments from a battery of PRO questionnaires including the spine cancer–specific, validated, Spine Oncology Study Group Outcomes Questionnaire v2.0, the Short Form 36 version 2, EuroQol-5 Dimension (3L), and pain numerical rating scale score. CONCLUSION: Multi-institutional, prospective-outcomes data confirm that surgical decompression and/or stabilization provides meaningful and durable improvements in multiple HRQOL domains, including spine-specific outcomes based on the Spine Oncology Study Group Outcomes Questionnaire v2.0, for patients with metastatic spine disease.
Proton versus photon adjuvant radiotherapy: a multicenter comparative evaluation of recurrence following spinal chordoma resection
Nguyen, Ryan, Ravindran, Krishnan , Perez‐Vega, Carlos , Dominari, Asmina, Battistin, Umberto , Suárez-Meade, Paola , Kalani, Maziyar A. , Rose, Peter S. , Bydon, Mohamad , Dominari, Asimina , Montaser, Alaa, Perez-Vega, Carlos, Lee, Seung-Jin, Moussalem, Charbel, Ghaith, Abdul Karim , Nguyen, Ryan, El-Hajj, Victor Gabriel , Montaser, Alaa S. , Biase, Gaetano De , Lee, Seung Jin, Moussalem, Charbel K. , Patel, Naresh P. , Clarke, Michelle J. , Abode-Iyamah, Kingsley , Akinduro, Oluwaseun O.

Neurosurgical Focus | May 4, 2024 | Volume: 56 | Issue: 5 | Pages: E9

10.3171/2024.2.focus23927 Get It

OBJECTIVE Chordomas are rare tumors of the skull base and spine believed to arise from the vestiges of the embryonic notochord. These tumors are locally aggressive and frequently recur following resection and adjuvant radiotherapy. Proton therapy has been introduced as a tissue-sparing option because of the higher level of precision that proton-beam techniques offer compared with traditional photon radiotherapy. This study aimed to compare recurrence in patients with chordomas receiving proton versus photon radiotherapy following resection by applying tree-based machine learning models. METHODS The clinical records of all patients treated with resection followed by adjuvant proton or photon radiotherapy for chordoma at Mayo Clinic were reviewed. Patient demographics, type of surgery and radiotherapy, tumor recurrence, and other variables were extracted. Decision tree classifiers were trained and tested to predict long-term recurrence based on unseen data using an 80/20 split. RESULTS Fifty-three patients with a mean ± SD age of 55.2 ± 13.4 years receiving surgery and adjuvant proton or photon therapy to treat chordoma were identified; most patients were male. Gross-total resection was achieved in 54.7% of cases. Proton therapy was the most common adjuvant radiotherapy (84.9%), followed by conventional or external-beam radiation therapy (9.4%) and stereotactic radiosurgery (5.7%). Patients receiving proton therapy exhibited a 40% likelihood of having recurrence, significantly lower than the 88% likelihood observed in those treated with nonproton therapy. This was confirmed on logistic regression analysis adjusted for extent of tumor resection and tumor location, which revealed that proton adjuvant radiotherapy was associated with a decreased risk of recurrence (OR 0.1, 95% CI 0.01–0.71; p = 0.047) compared with photon therapy. The decision tree algorithm predicted recurrence with an accuracy of 90% (95% CI 55.5%–99.8%), with the lowest risk of recurrence observed in patients receiving gross-total resection with adjuvant proton therapy (23%). CONCLUSIONS Following resection, adjuvant proton therapy was associated with a lower risk of chordoma recurrence compared with photon therapy. The described machine learning models were able to predict tumor progression based on the extent of tumor resection and adjuvant radiotherapy modality used.