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Kollind, Shannon H

0000-0003-1362-1968

Mayo Clinic

University of British Columbia

Citations 7

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
Characterization of Portable Ultra‐Low Field MRI Scanners for Multi‐Center Structural Neuroimaging
Ljungberg, Emil , Padormo, Francesco , Poorman, Megan , Clemensson, Petter , Bourke, Niall , Evans, John , Gholam, James , Vavasour, Irene M. , Kolind, Shannon , Lafayette, Samson Lecurieux, Bennallick, Carly , Donald, Kirsten A. , Bradford, Layla E. , Lena, Beatrice , Vokhiwa, Maclean , Shama, Talat , Sekoli, Lydia, Rensburg, Janse van , Madhwani, Akber, Banda, Frank A., Mwila, Mwila L., Cassidy, Adam R. , Moabi, Kebaiphe, Sephi, Dolly, Boakye, Richard A. , Hollander, W. den, Karaulanov, Todor , Williams, Steven , Deoni, Sean , Evans, John C , Vavasour, Irene , Kollind, Shannon H , Pepper, Michael S , Cassidy, Adam R , Boakye, Richard A , Ae-Ngibise, Kenneth A , Asante, Kwaku P , Ljungberg, Emil , Bradford, Layla E. , Siew, Jasmine , Khan, Amna , Banda, Frank A., Hollander, William J.

Human Brain Mapping | May 23, 2025 | Volume: 46 | Issue: 8 | Pages: No page available

10.1002/hbm.70217 Get It

ABSTRACT The lower infrastructure requirements of portable ultra‐low field MRI (ULF‐MRI) systems have enabled their use in diverse settings such as intensive care units and remote medical facilities. The UNITY Project is an international neuroimaging network harnessing this technology, deploying portable ULF‐MRI systems globally to expand access to MRI for studies into brain development. Given the wide range of environments where ULF‐MRI systems may operate, there are external factors that might influence image quality. This work aims to introduce the quality control (QC) framework used by the UNITY Project to investigate how robust the systems are and how QC metrics compare between sites and over time. We present a QC framework using a commercially available phantom, scanned with 64 mT portable MRI systems at 17 sites across 12 countries on four continents. Using automated, open‐source analysis tools, we quantify signal‐to‐noise, image contrast, and geometric distortions. Our results demonstrated that the image quality is robust to the varying operational environment, for example, electromagnetic noise interference and temperature. The Larmor frequency was significantly correlated to room temperature, as was image noise and contrast. Image distortions were less than 2.5 mm, with high robustness over time. Similar to studies at higher field, we found that changes in pulse sequence parameters from software updates had an impact on QC metrics. This study demonstrates that portable ULF‐MRI systems can be deployed in a variety of environments for multi‐center neuroimaging studies and produce robust results.
Magnetization transfer imaging using non‐balanced SSFP at ultra‐low field
Balaji, Sharada , Wiley, Neale, Dvorak, Adam , Padormo, Francesco , Teixiera, Rui P. A. G., MacKay, Alex L. , Wood, Tobias , Cassidy, Adam R. , Vavasour, Irene M. , Williams, Steven , Deoni, Sean , Ljungberg, Emil , Kolind, Shannon , Wood, Tobias , Ljungberg, Emil , Kollind, Shannon H , Poorman, Megan , Traboulsee, Anthony , Li, David K.B.

Magnetic Resonance in Medicine | March 17, 2025 | Volume: 94 | Issue: 2 | Pages: 602-614

10.1002/mrm.30494 Get It

Abstract Purpose Ultra‐low field MRI scanners have the potential to improve health care delivery, both through improved access in areas where there are few MRI scanners and allowing more frequent monitoring of disease progression and treatment response. This may be particularly true in white matter disorders, including leukodystrophies and multiple sclerosis, in which frequent myelin‐sensitive imaging, such as magnetization transfer (MT) imaging, might improve clinical care and patient outcomes. Methods We implemented an on‐resonance approach to MT imaging on a commercial point‐of‐care 64 mT scanner using a non‐balanced steady‐state free precession sequence. Phantom and in vivo experiments were used to evaluate and optimize the sequence sensitivity and reproducibility, and to demonstrate in vivo performance and inter‐site reproducibility. Results From phantom experiments, T 1 and T 2 effects were determined to have a negligible effect on the differential MT weighting. MT ratio (MTR) values in white matter were 23.1 ± 1.0% from 10 healthy volunteers, with an average reproducibility coefficient of variation of 1.04%. Normal‐appearing white matter MTR values in a multiple sclerosis participant (21.5 ± 6.2%) were lower, but with a similar spread of values, compared to an age‐matched healthy volunteer (23.3 ± 6.2%). Conclusion An on‐resonance MT imaging approach was developed at 64 mT that can be performed in as little as 4 min. A semi‐quantitative myelin‐sensitive imaging biomarker at this field strength is available for assessing both myelination and demyelination.
Symposia Report of The Annual Biological Sciences Section Meeting of the Gerontological Society of America 2023, Tampa, Florida
Rogina, Blanka , Anderson, Rozalyn M. , Curan, Sean, Yousefzadeh, Matthew J. , Ghosh, Bhaswati, Duque, Gustavo , Howlett, Susan E. , Austad, Steven N. , Korfhage, Justin , Christensen, Kaare , Carey, James R. , Bell, Justice, Gomes, Ana P. , Dixit, Vishwa Deep , Sen, Payel , Imai, Shin‐ichiro , Valdez, Gregorio , Orr, Miranda E. , Jones, Leanne , Castillo-Azofeida, David, Bonaguidi, Michael A. , Suh, Yousin , Duncan, Francesca E. , C, Weigler G Perry, Burkewitz, Kristopher , Zhou, Kai , Bouhrara, Mustapha , Kolind, Shannon , Dean, Doug, Pálovics, Róbert , Niedernhofer, Laura J. , Fan, Rong , Bueckle, Andreas , Kapahi, Pankaj , Jiang, Nisi , Diaz, Jose , Mishra, Sidharth P. , Ralmundo, Nuno, Banarjee, Reema , Allsopp, Richard , Curran, Sean P. , Anderson, Rozalyn M , Curran, Sean P , Yousefzadeh, Matthew J , Duque, Gustavo , Howlett, Susan , Austad, Steven , Demuth, Ilja , Gerstorf, Denis , Abadir, Peter , Christensen, Kaare , Palmer, Allyson, Basisty, Nathan , de Cabo, Rafael , Sen, Payel , Baur, Joseph A , Duncan, Francesca E , Benjamini, Dan , Walker, Keenan A , Dean, Douglas C , Gladyshev, Vadim N , Fan, Rong , Sato, Shogo , Jiang, Nisi , Ashiqueali, Sarah A., Allsopp, Richard , Niedernhofer, Laura J , Kollind, Shannon H , LeBrasseur, Nathan K. , Lombard, David B. , Alberts, Susan C. , Campos, Fernando A. , Palavicini, Juan Pablo , Palmer, Allyson K. , Basisty, Nathan , Cabo, Rafael de , Baur, Joseph A. , Li, Xiaoling , Pletcher, Scott D. , Andersen, Julie Kay , Jones, Leanne, Suh, Yousin , Murray, Anna , Wang, Meng C., Henne, W. Mike , Walker, Keenan A. , Reiter, David A. , Gorbunova, Vera , Gladyshev, Vadim N. , Hurley, Jennifer , Esser, Karyn A. , Ashiqueali, Sarah , Reynolds, Lindsay M. , Zhang, Bohan , Sebastiani, Paola , Monti, Stefano , Schork, Nicholas J. , Rappaport, Noa

The Journals of Gerontology, Series A: Biological Sciences and Medical Sciences | February 11, 2025 | Volume: 80 | Issue: 5 | Pages: No page available

10.1093/gerona/glaf026 Get It

Abstract The aging process is universal, and it is characterized by a progressive deterioration and decrease in physiological function leading to decline on the organismal level. Nevertheless, a number of genetic and nongenetic interventions have been described, which successfully extend healthspan and lifespan in different species. Furthermore, a number of clinical trials have been evaluating the feasibility of different interventions to promote human health. The goal of the annual Biological Sciences Section of the Gerontological Society of America meeting was to share current knowledge of different topics in aging research and provide a vision of the future of aging research. The meeting gathered international experts in diverse areas of aging research including basic biology, demography, and clinical and translational studies. Specific topics included metabolism, inflammaging, epigenetic clocks, frailty, senescence, neuroscience, stem cells, reproductive aging, inter-organelle crosstalk, comparative transcriptomics of longevity, circadian clock, metabolomics, and biodemography.
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.
Advanced imaging findings in progressive solitary sclerosis: a single lesion or a global disease?
Lee, Lisa Eunyoung , Chan, Jillian, Nevill, Emilie, Soares, Adam, Vavasour, Irene M. , Garren, Hideki, Clayton, David , Tam, Roger , Kolind, Shannon , Carruthers, Robert , MacMillan, Erin L. , Keegan, B. Mark , Traboulsee, Anthony , Kollind, Shannon H , Lee, Lisa Eunyoung , Tam, Roger

Multiple Sclerosis Journal - Experimental, Translational and Clinical | January 16, 2019 | Volume: 5 | Issue: 1 | Pages: No page available

10.1177/2055217318824612 Get It

Background Progressive solitary sclerosis is a unifocal demyelinating disease recently proposed as a possible multiple sclerosis variant. Objective To compare myelin content and brain metabolite ratio qualitatively in the normal-appearing white matter of progressive solitary sclerosis cases compared to multiple sclerosis and healthy control participants. Methods Case report. Results Progressive solitary sclerosis cases showed abnormal myelin in normal-appearing white matter tracts and global normal-appearing white matter as well as lower N-acetyl-aspartate to total creatine ratio compared to multiple sclerosis and healthy control groups. Conclusion Despite a single demyelinating lesion along the corticospinal tract in progressive solitary sclerosis, we showed evidence of more extensive abnormality within the normal-appearing white matter.