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Keegan, B. Mark

https://orcid.org/0000-0002-2880-935X

Mayo Clinic

Mayo Clinic

Citations 79

Spinal cord imaging for multiple sclerosis: Advances, priorities, and opportunities
Laule, Cornelia , Cohen-Adad, Julien, Witt, Atlee , Luca, Gabriele C. De, Granziera, Cristina , Keegan, B. Mark , Kerbrat, Anne , Klawiter, Eric C, Kolind, Shannon , O’Grady, Kristin P. , Oh, Jiwon, Sivakolundu, Dinesh K. , Smith, Seth A, Vavasour, Irene M, Mainero, Caterina , Alonso-Ortiz, Eva, Krieger, Stephen , Li, David , Shinohara, Russell T, Henry, Roland G, Cooperative, North American Imaging in Multiple Sclerosis (NAIMS), Witt, Atlee A , De Luca, Gabriele C , Bagnato, Francesca R. , Gauthier, Susan A , Bakshi, Rohit , Beck, Erin S , Krieger, Stephen , Keegan, B Mark , Kollind, Shannon H , Granziera, Cristina , O'Grady, Kristin P , Cohen-Adad, Julien , DeLuca, Gabriele C. , Kerbrat, Anne , Klawiter, Eric C. , Oh, Jiwon , Schilling, Kurt G. , Smith, Seth A. , Tozlu, Ceren , Vavasour, Irene M. , Alonso‐Ortiz, Eva , Brier, Matthew R. , Hemond, Christopher C , Li, David K.B. , Shinohara, Russell Taki , Henry, Roland G.

Multiple Sclerosis Journal | June 1, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1177/13524585261444600 Get It

The spinal cord plays a central role in the pathophysiology and clinical manifestations of multiple sclerosis (MS), yet remains under-studied compared with the brain. This review summarizes key insights from the 2025 North American Imaging in MS Spinal Cord Imaging Workshop, highlighting recent advances, ongoing challenges, and future opportunities in MS spinal cord imaging. We review pathological studies and outline the clinical relevance of spinal cord lesions and atrophy for diagnosis, prognosis, and disease monitoring, highlighting emerging biomarkers of progression independent of relapse activity. Correlations between magnetic resonance imaging, histopathology, and clinical outcomes support the validation and translational potential of advanced spinal cord imaging techniques. Finally, we discuss spinal cord–specific processing pipelines and reproducibility challenges. Collectively, these insights underscore the need to integrate advanced and quantitative spinal cord imaging into clinical trials, research studies, and—when feasible—clinical care, to fully capture the extent of MS pathology, and ultimately improve patient outcomes.
Generalizable spinal cord multiple sclerosis lesion segmentation across MRI contrasts, protocols, and centers
Benveniste, Pierre‐Louis , Létourneau‐Guillon, Laurent , Araújo, David , Fetco, Dumitru , Hori, Masaaki , Kamiya, Kouhei , Messina, Steven, Audoin, Bertrand , Blezek, Daniel, Brisset, Jean‐Christophe , Charlson, Erik, Chen, Michelle , Demortière, Sarah , Edan, Gilles , Filippi, M, Kerbrat, Anne , Kirschke, J, Labauge, Pierre, Liu, Yaou, Mainero, Caterina , Medina, Nilser Laines , Reich, Daniel S. , Shepherd, Timothy M. , Smith, Seth A. , Talbott, Jason, Tauhid, Shahamat , Treaba, Constantina A. , Cohen-Adad, Julien, Fetco, Dumitru , Hori, Masaaki , Audoin, Bertrand , Bakshi, Rohit , Bannier, Elise , Blezek, Daniel , Brisset, Jean-Christophe , Callot, Virginie , Chen, Michelle , Ciccarelli, Olga , Edan, Gilles , Filippi, Massimo , Granberg, Tobias , Granziera, Cristina , Hemond, Christopher C , Keegan, B Mark , Kerbrat, Anne , Kirschke, Jan , Kollind, Shannon H , Lee, Lisa Eunyoung , McGinnis, Julian , Laines Medina, Nilser , Mühlau, Mark , Nair, Govind , O'Grady, Kristin P , Oh, Jiwon , Ouellette, Russell , Reich, Daniel S , Rocca, Maria A , Smith, Seth A , Stawiarz, Leszek , Tam, Roger , Traboulsee, Anthony , Treaba, Constantina Andrada , Valsasina, Paola , Yiannakas, Marios , Cohen-Adad, Julien , Guillon, Laurent Letourneau , Chougar, Lydia , Messina, Steven A. , Tsagkas, Charidimos , Blezek, Daniel J. , Ciccarelli, Olga , Filippi, Massimo , Keegan, B. Mark , Labauge, Pierre , Lee, Lisa Eunyoung , Nair, Govind , O’Grady, Kristin P. , Prat, Alexandre , Rocca, Maria A. , Talbott, Jason F. , Tam, Roger , Lombaert, Hervé

Multiple Sclerosis Journal | April 24, 2026 | Volume: 32 | Issue: 6 | Pages: 598-613

10.1177/13524585261427333 Get It

Background/Objectives: Characterizing spinal cord multiple sclerosis (MS) lesions in MRI is critical for diagnosis, monitoring, and treatment evaluation. However, current automated approaches for lesion detection and segmentation are typically designed for specific MRI contrasts or acquisition sites, limiting their generalizability in real-world clinical settings where imaging protocols vary widely. This work proposes a robust multi-site, multi-contrast segmentation framework for spinal cord lesions. Methods: The segmentation model was trained and evaluated on a large-scale dataset comprising 4428 annotated images from 1849 persons with MS across 23 imaging centers, encompassing six MRI contrasts (T1w, T2w, T2*w, PSIR, STIR, and UNIT1) acquired at 1.5 tesla (T), 3 T, and 7 T. Results: Likert-type assessment performed by neuroradiologist ratings demonstrated superior generalization of the model compared to existing contrast-specific pipelines ( p < 0.01). Additional experiments evaluated robustness across spinal levels, acquisition resolutions, binarization thresholds, and quantitative evaluation on external labeled datasets. Conclusions: The proposed model can achieve accurate and reliable spinal cord MS lesion segmentation across heterogeneous MRI data, addressing a key barrier to clinical translation. The model is available in the Spinal Cord Toolbox v7.2 and higher. Code repository: https://github.com/ivadomed/seg-sc-ms-lesion-multicontrast
Risk of Multiple Sclerosis Among Persons With Epstein-Barr Virus–Positive Mononucleosis
Hall, Susan A. , Jacobson, Robert M. , Keegan, B. Mark, Fan, Chun , McPhee, Roderick , Buck, Philip O. , Diaz-Decaro, John, Keegan, B. Mark , Keegan, B Mark , Jacobson, Robert M , Sauver, Jennifer L. St. , Diaz‐Decaro, John

Neurology Open Access | April 1, 2026 | Volume: 2 | Issue: 2 | Pages: No page available

10.1212/wn9.0000000000000082 Get It

Paroxysmal facial movements in multiple sclerosis
Ikram, Samar, Aboseif, Albert , Klassen, Bryan T. , Keegan, B. Mark , Banks, Samantha A. , Klassen, Bryan, Keegan, B Mark , Aboseif, Albert

Practical Neurology | December 12, 2025 | Volume: 26 | Issue: 4 | Pages: 405-407

10.1136/pn-2025-004734 Get It

Tremor and disability outcomes following deep brain stimulation for multiple sclerosis-associated tremor
Banks, Samantha A. , Permezel, Fiona E., Jackson, Lauren , Tobin, W. Oliver , Kantarci, Orhun H. , Keegan, B. Mark , Miller, Kai J. , Klassen, Bryan T. , Baker, Matthew R , Flanagan, E P , Tobin, W Oliver , Keegan, B Mark , Pittock, Sean J , Banks, Samantha , Baker, Matthew , Flanagan, Eoin P.

Multiple Sclerosis Journal | October 27, 2025 | Volume: 31 | Issue: 13 | Pages: 1583-1590

10.1177/13524585251387935 Get It

Background: Tremor in multiple sclerosis (MS) is often refractory to medications. Deep brain stimulation (DBS) may help, but possible side effects and disease exacerbation limit its use. Objectives: Evaluate outcomes of DBS for MS-associated tremor. Methods: Retrospective review of 18 patients with MS-associated tremor who underwent DBS, analyzing Expanded Disability Status Scale (EDSS) and Fahn–Tolosa–Marin (FTM) tremor scores. Results: Median age at surgery was 49.5 years (range, 28–75), with postoperative follow-up 2.5 years (range, 0–22). No relapses (0/18) or new lesions (0/8) occurred postoperatively. All had ventral intermediate nucleus leads; other targets were not used in programming. EDSS remained stable (median 6 to 6.25; p = 0.2). FTM scores improved (median 14.5 to 10, p = 0.008). Patients with EDSS 3.5–6 had variable outcomes ( p = 0.02). Conclusions: DBS is a potential treatment for severe MS tremor and did not provoke relapse. Targeting VIM alone may optimize tremor control and maintain magnetic resonance imaging (MRI) access.
Assessing fall risk in multiple sclerosis using patient-reported outcomes and wearable gait metrics
Banks, Samantha A. , Mandrekar, Jay , Jahanian, Omid , Ali, Farwa , Sagen, Jessica, Spence, Robert, Gossman, Kellie A, Kantarci, Orhun H. , Pittock, Sean J. , Pittock, S J , Jahanian, Omid , Pittock, Sean J , Baker, Matthew R , Flanagan, E P , Keegan, B Mark , Tobin, W Oliver , Banks, Samantha , Howe, Charles L. , Spence, Robert, Baker, Matthew , Flanagan, Eoin P. , Keegan, B. Mark , Tobin, W. Oliver

Multiple Sclerosis Journal – Experimental, Translational and Clinical | April 16, 2025 | Volume: 11 | Issue: 2 | Pages: No page available

10.1177/20552173251329825 Get It

Background Falls in people with multiple sclerosis (pwMS) lead to morbidity and expense. Objective Identify clinical metrics associated with falls. Methods Eighty-six pwMS completed fall surveys, timed 25-foot walk (T25FW), and motion analysis with Clario Opal devices. Logistic regression models were created. Results Median age was 54.5 years (range 21–73), 62% (53) were female. The cohort included 58% with relapsing (50) and 42% with progressive MS (36). Those who reported falling in the last year were older (median age 58 vs 52.5, p = .03) and had a higher Patient Determined Disease Step (PDDS) score (median 3 vs 1, p < .0001). Falls were associated with worse balance metrics including sway area (median 2.3 degrees 2 vs 1.2, p = .01), jerk (median 3.3 m 2 /s 5 vs 1.6, p = .005), and slower T25FW (median 11.5 s vs 8; p < .0001). A multivariable regression model based on gait aid use and T25FW time >10.8 s (c = 0.80) was derived. Having both features portended a probability of falling of 0.97, while having neither, a probability of 0.26. Conclusions Falls in pwMS are more frequent in patients who are older, have higher PDDS, slower walking, and worse balance. Gait aid use and T25FW >10.8 s were strongly associated with falls in the past year.
Spinal cord evaluation in multiple sclerosis: clinical and radiological associations, present and future
Keegan, B. Mark , Absinta, Martina , Henry, Roland G. , Klawiter, Eric C. , Kolind, Shannon , Krieger, Stephen, Laule, Cornelia , Lincoln, John A. , Papinutto, Nico , Smith, Seth A., Flanagan, E P , Henry, Roland G , Klawiter, Eric C , Laule, Cornelia , Messina, Steven, Traboulsee, Anthony , Keegan, B Mark , Kollind, Shannon H , Cohen-Adad, Julien , Flanagan, Eoin P. , Messina, Steven A. , Oh, Jiwon

Brain Communications | November 6, 2024 | Volume: 6 | Issue: 6 | Pages: No page available

10.1093/braincomms/fcae395 Get It

Abstract Spinal cord disease is important in most people with multiple sclerosis, but assessment remains less emphasized in patient care, basic and clinical research and therapeutic trials. The North American Imaging in Multiple Sclerosis Spinal Cord Interest Group was formed to determine and present the contemporary landscape of multiple sclerosis spinal cord evaluation, further existing and advanced spinal cord imaging techniques, and foster collaborative work. Important themes arose: (i) multiple sclerosis spinal cord lesions (differential diagnosis, association with clinical course); (ii) spinal cord radiological–pathological associations; (iii) ‘critical’ spinal cord lesions; (iv) multiple sclerosis topographical model; (v) spinal cord atrophy; and (vi) automated and special imaging techniques. Distinguishing multiple sclerosis from other myelopathic aetiology is increasingly refined by imaging and serological studies. Post-mortem spinal cord findings and MRI pathological correlative studies demonstrate MRI’s high sensitivity in detecting microstructural demyelination and axonal loss. Spinal leptomeninges include immune inflammatory infiltrates, some in B-cell lymphoid-like structures. ‘Critical’ demyelinating lesions along spinal cord corticospinal tracts are anatomically consistent with and may be disproportionately associated with motor progression. Multiple sclerosis topographical model implicates the spinal cord as an area where threshold impairment associates with multiple sclerosis disability. Progressive spinal cord atrophy and ‘silent’ multiple sclerosis progression may be emerging as an important multiple sclerosis prognostic biomarker. Manual atrophy assessment is complicated by rater bias, while automation (e.g. Spinal Cord Toolbox), and artificial intelligence may reduce this. Collaborative research by the North American Imaging in Multiple Sclerosis and similar groups with experts combining distinct strengths is key to advancing assessment and treatment of people with multiple sclerosis spinal cord disease.
The Mayo Clinic Glial Autoimmunity Study: AQP4/MOG-IgG serostatus and outcomes in 228 patients presenting with recurrent optic neuritis (S13.007)
Jitprapaikulsan, Jiraporn , Chen, John , Fryer, James P., Lennon, Vanda A. , Leavitt, Jacqueline A., López‐Chiriboga, A. Sebastian , Lucchinetti, Claudia F. , Kantarci, Orhun H. , Sagen, Jessica, Weinshenker, Brian G. , McKeon, Andrew , Flanagan, Eoin P. , Tobin, W. Oliver , Keegan, B. Mark , Pittock, Sean J.

Neurology | December 7, 2023 | Volume: 90 | Issue: 15_supplement | Pages: No page available

10.1212/wnl.90.15_supplement.s13.007 Get It

The Mayo Clinic Glial Autoimmunity study: Persistence of MOG-IgG seropositivity predicts relapse after ADEM in both children and adults (S13.004)
López‐Chiriboga, A. Sebastian , Majed, Masoud , Fryer, James P., Tillema, Jan‐Mendelt , Chen, John , Kothapalli, Naga Pradyumna, Sagen, Jessica, Gadoth, Avi , Wingerchuk, Dean M. , Lucchinetti, Claudia F. , Lennon, Vanda A. , McKeon, Andrew , Flanagan, Eoin P. , Dubey, Divyanshu , Weinshenker, Brian G. , Keegan, B. Mark , Pittock, Sean J.

Neurology | December 7, 2023 | Volume: 90 | Issue: 15_supplement | Pages: No page available

10.1212/wnl.90.15_supplement.s13.004 Get It

The Mayo Clinic Glial Autoimmunity Study: Glial autoantibody (AQP4/MOG/GFAP) serostatus in recurrent longitudinally extensive transverse myelitis (P6.409)
Jitprapaikulsan, Jiraporn , López‐Chiriboga, A. Sebastian , Fryer, James P., Yujuan, Jiao, Majed, Masoud , Lucchinetti, Claudia F. , Lennon, Vanda A. , Sagen, Jessica, Flanagan, Eoin P. , McKeon, Andrew , Yujuan, Jiao, Weinshenker, Brian G. , Tobin, W. Oliver , Keegan, B. Mark , Pittock, Sean J.

Neurology | December 7, 2023 | Volume: 90 | Issue: 15_supplement | Pages: No page available

10.1212/wnl.90.15_supplement.p6.409 Get It