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Filippi, Massimo

0000-0002-5485-0479

Mayo Clinic

Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy; Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, It

Citations 16

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
Longitudinal Videofluorographic Dysphagia Measures in Progressive Supranuclear Palsy
Cattani, Anna Chiara, Bhaskaran, J., Ali, Farwa, Stierwalt, Julie A. G., Agosta, F., Filippi, Massimo, Josephs, Keith A, Clark, Heather M. , Whitwell, Jennifer L, Filippi, Massimo , Agosta, Federica , Bhaskaran, Jerusha G, Stierwalt, Julie, Agosta, Federica , Filippi, Massimo , Josephs, Keith A , Whitwell, Jennifer , Clark, Heather M , Ali, Farwa , Josephs, Keith A. , Whitwell, Jennifer L.

Movement Disorders Clinical Practice | March 8, 2026 | Volume: 13 | Issue: 8 | Pages: 1895-1906

10.1002/mdc3.70584 Get It

Abstract Background Dysphagia can lead to fatal aspiration pneumonia in progressive supranuclear palsy (PSP). Little is known about the longitudinal progression of dysphagia or whether it differs across PSP clinical variants. Objectives To characterize longitudinal changes in dysphagia across PSP variants and determine relationships with disease severity and rate of atrophy in PSP‐related regions. Methods Sixty‐one PSP patients were recruited and underwent at least two serial evaluations, comprising neurological and videofluorographic exams, and MRI. Variables‐of‐interest were the oral and pharyngeal total sum scores (OTSS/PTSS) from the Modified Barium Swallow Impairment Profile, the Penetration Aspiration Scale (PAS), Functional Oral Intake Scale (FOIS), and lingual pressure assessments. Rates of change were compared across PSP variants and related to baseline scores, PSP Rating Scale and regional brain atrophy rates. Results Dysphagia progressed longitudinally, particularly with worsening in OTSS and anterior and posterior lingual pressures. Rate of change in OTSS was fastest in PSP with predominant speech‐language disorder. Negative correlations were observed between rates of change and baseline scores for OTSS, PTSS and PAS. Rates of change in lingual pressure measures correlated with rates of change in the PSP Rating Scale. Rate of change in the FOIS correlated with rates of change in OTSS and lingual pressure. Rates of brain atrophy were associated with baseline OTSS, PTSS, and PAS. Conclusions Dysphagia and lingual pressure worsen over time in PSP, with variability in rates of change in the OTSS across PSP variants and evidence that dysphagia is related to rates of atrophy.
Stepwise Functional Brain Architecture Correlates with Atrophy in Progressive Supranuclear Palsy
Spinelli, Edoardo Gioele , Bottale, Ilaria, Basaia, Silvia , Volonté, Maria Antonietta , Prioni, Sara , Villa, Cristina , Josephs, Keith A. , Whitwell, Jennifer L. , Agosta, Federica , Basaia, Silvia , Filippi, Massimo , Agosta, Federica , Ghirelli, Alma , Canu, Elisa , Castelnovo, Veronica , Galantucci, Sebastiano , Magnani, Giuseppe , Caso, Francesca , Cecchetti, Giordano , Caroppo, Paola , Filippi, Massimo

Movement Disorders | June 17, 2024 | Volume: 39 | Issue: 9 | Pages: 1493-1503

10.1002/mds.29887 Get It

Abstract Background Stepwise functional connectivity (SFC) detects whole‐brain functional couplings of a selected region of interest at increasing link‐step topological distances. Objective This study applied SFC to test the hypothesis that stepwise architecture propagating from the disease epicenter would shape patterns of brain atrophy in patients with progressive supranuclear palsy–Richardson's syndrome (PSP‐RS). Methods Thirty‐six patients with PSP‐RS and 44 age‐matched healthy control subjects underwent brain magnetic resonance imaging on a 3‐T scanner. The disease epicenter was defined as the peak of atrophy observed in an independent cohort of 13 cases with postmortem confirmation of PSP pathology and used as seed region for SFC analysis. First, we explored SFC rearrangements in patients with PSP‐RS, as compared with age‐matched control subjects. Subsequently, we tested SFC architecture propagating from the disease epicenter as a determinant of brain atrophy distribution. Results The disease epicenter was identified in the left midbrain tegmental region. Compared with age‐matched control subjects, patients with PSP‐RS showed progressively widespread decreased SFC of the midbrain with striatal and cerebellar regions through direct connections and sensorimotor cortical regions through indirect connections. A correlation was found between average link‐step distance from the left midbrain in healthy subjects and brain volumes in patients with PSP‐RS ( r = 0.38, P < 0.001). Conclusions This study provides comprehensive insights into the topology of functional network rearrangements in PSP‐RS and demonstrates that the brain architectural topology, as described by SFC propagating from the disease epicenter, shapes the pattern of atrophic changes in PSP‐RS. Our findings support the view of a network‐based pathology propagation in this primary tauopathy. © 2024 The Author(s). Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
Histologic tau lesions and magnetic resonance imaging biomarkers differ across two progressive supranuclear palsy variants
Orlandi, Francesca, Carlos, Arenn F. , Ali, Farwa , Duffy, Joseph R. , Botha, Hugo , Stephens, Yehkyoung C. , Schwarz, Christopher G. , Jack, Clifford R. , Agosta, Federica , Josephs, Keith A. , Whitwell, Jennifer L. , Duffy, Joseph R , Botha, Hugo , Schwarz, Christopher G , Jack, Clifford R , Agosta, Federica , Filippi, Massimo , Dickson, Dennis W , Josephs, Keith A , Whitwell, Jennifer , Carlos, Arenn F , Clark, Heather M. , Utianski, Rene L. , Machulda, Mary M. , Senjem, Matthew L. , Filippi, Massimo , Dickson, Dennis W.

Brain Communications | April 4, 2024 | Volume: 6 | Issue: 2 | Pages: No page available

10.1093/braincomms/fcae113 Get It

Abstract Progressive supranuclear palsy is a neurodegenerative disease characterized by the deposition of four-repeat tau in neuronal and glial lesions in the brainstem, cerebellar, subcortical and cortical brain regions. There are varying clinical presentations of progressive supranuclear palsy with different neuroimaging signatures, presumed to be due to different topographical distributions and burden of tau. The classic Richardson syndrome presentation is considered a subcortical variant, whilst progressive supranuclear palsy with predominant speech and language impairment is considered a cortical variant, although the pathological underpinnings of these variants are unclear. In this case-control study, we aimed to determine whether patterns of regional tau pathology differed between these variants and whether tau burden correlated with neuroimaging. Thirty-three neuropathologically confirmed progressive supranuclear palsy patients with either the Richardson syndrome (n = 17) or speech/language (n = 16) variant and ante-mortem magnetic resonance imaging were included. Tau lesion burden was semi-quantitatively graded in cerebellar, brainstem, subcortical and cortical regions and combined to form neuronal and glial tau scores. Regional magnetic resonance imaging volumes were converted to Z-scores using 33 age- and sex-matched controls. Diffusion tensor imaging metrics, including fractional anisotropy and mean diffusivity, were calculated. Tau burden and neuroimaging metrics were compared between groups and correlated using linear regression models. Neuronal and glial tau burden were higher in motor and superior frontal cortices in the speech/language variant. In the subcortical and brainstem regions, only the glial tau burden differed, with a higher burden in globus pallidus, subthalamic nucleus, substantia nigra and red nucleus in Richardson’s syndrome. No differences were observed in the cerebellar dentate and striatum. Greater volume loss was observed in the motor cortex in the speech/language variant and in the subthalamic nucleus, red nucleus and midbrain in Richardson’s syndrome. Fractional anisotropy was lower in the midbrain and superior cerebellar peduncle in Richardson’s syndrome. Mean diffusivity was greater in the superior frontal cortex in the speech/language variant and midbrain in Richardson’s syndrome. Neuronal tau burden showed associations with volume loss, lower fractional anisotropy and higher mean diffusivity in the superior frontal cortex, although these findings did not survive correction for multiple comparisons. Results suggest that a shift in the distribution of tau, particularly neuronal tau, within the progressive supranuclear palsy network of regions is driving different clinical presentations in progressive supranuclear palsy. The possibility of different disease epicentres in these clinical variants has potential implications for the use of imaging biomarkers in progressive supranuclear palsy.
Timing and Predictors of T2-Lesion Resolution in Patients With Myelin Oligodendrocyte Glycoprotein Antibody–Associated Disease
Redenbaugh, Vyanka , Chen, John J. , Morris, Pearse , Sechi, Elia , López‐Chiriboga, A. Sebastian , Tillema, Jan‐Mendelt , Rocca, Maria A. , Filippi, Massimo , Pittock, Sean J. , Pittock, S J , Sechi, Elia , Syc-Mazurek, Stephanie B , Rocca, Maria A , Filippi, Massimo , Chen, John J , Cacciaguerra, Laura , Syc‐Mazurek, Stephanie B. , Flanagan, Eoin P.

Neurology | June 19, 2023 | Volume: 101 | Issue: 13 | Pages: No page available

10.1212/wnl.0000000000207478 Get It

Spinal Cord Atrophy Is a Preclinical Marker of Progressive MS
Zeydan, Burcu , Rocca, Maria A. , Kantarci, Orhun H. , Filippi, Massimo , Filippi, Massimo , Zeydan, Burcu , Rocca, Maria A

Annals of Neurology | March 7, 2022 | Volume: 91 | Issue: 5 | Pages: 734-735

10.1002/ana.26341 Get It

The risk of infections for multiple sclerosis and neuromyelitis optica spectrum disorder disease-modifying treatments: Eighth European Committee for Treatment and Research in Multiple Sclerosis Focused Workshop Review. April 2021
Tur, Carmen , Otero‐Romero, Susana , Amato, Maria Pia , Derfuss, Tobias , Pauli, Franziska Di , Abboud, Hesham , Achiron, Anat , Casanova, Jean‐Laurent , Clifford, David B. , Fonderico, Mattia , Gouider, Riadh , Hacohen, Yael , Kappos, Ludwig , Ladeira, Filipa , Louapre, Céline , Magyari, Melinda , Papeix, Caroline , Piehl, Fredrik , Ruíz-Camps, Isabel , Selmaj, Krzysztof , Simpson, Steve , Sıva, Aksel , Vaknin‐Dembinsky, Adi , Weinshenker, Brian G. , Winkelmann, Alexander, Rodas, María Isabel Zuluaga , Tintoré, Mar , Amato, Maria Pia , Derfuss, Tobias , Abboud, Hesham , Achiron, Anat , Dobson, Ruth , Filippi, Massimo , Fitzgerald, Kathryn C , Fonderico, Mattia , Hellwig, Kerstin , Hemmer, Bernhard , Ladeira, Filipa , Lebrun‐Frénay, Christine , Magyari, Melinda , Oreja-Guevara, Celia , Pandit, Lekha , Papeix, Caroline , Portaccio, Emilio , Simpson-Yap, Steve , Siva, Aksel , Sormani, Maria P , Vukusic, Sandra , Wiendl, Heinz , Tintoré, Mar , Weinshenker, Brian G , Casanova, Jean Laurent , Hacohen, Yael , Dubessy, Anne‐Laure , Iacobaeus, Ellen , Mycko, Marcin P. , Bellinvia, Angelo , Boyко, Alexey , Farez, Mauricio , Filippi, Massimo , Mehling, Matthias , Oreja‐Guevara, Celia , Pandit, Lekha , Sørensen, Per Soelberg , Sormani, Maria Pia , Trojano, María , Wiendl, Heinz , Stankoff, Bruno

Multiple Sclerosis Journal | February 24, 2022 | Volume: 28 | Issue: 9 | Pages: 1424-1456

10.1177/13524585211069068 Get It

Over the recent years, the treatment of multiple sclerosis (MS) and neuromyelitis optica spectrum disorder (NMOSD) has evolved very rapidly and a large number of disease-modifying treatments (DMTs) are now available. However, most DMTs are associated with adverse events, the most frequent of which being infections. Consideration of all DMT-associated risks facilitates development of risk mitigation strategies. An international focused workshop with expert-led discussions was sponsored by the European Committee for Treatment and Research in Multiple Sclerosis (ECTRIMS) and was held in April 2021 to review our current knowledge about the risk of infections associated with the use of DMTs for people with MS and NMOSD and corresponding risk mitigation strategies. The workshop addressed DMT-associated infections in specific populations, such as children and pregnant women with MS, or people with MS who have other comorbidities or live in regions with an exceptionally high infection burden. Finally, we reviewed the topic of DMT-associated infectious risks in the context of the current SARS-CoV-2 pandemic. Herein, we summarize available evidence and identify gaps in knowledge which justify further research.
Sensitivity–Specificity of Tau and Amyloid β Positron Emission Tomography in Frontotemporal Lobar Degeneration
Ghirelli, Alma , Tosakulwong, Nirubol , Weigand, Stephen D. , Ali, Farwa , Buciuc, Marina , Murray, Melissa E. , Labuzan, Sydney A. , Spychalla, Anthony J., Pham, Nha Trang Thu, Senjem, Matthew L. , Rademakers, Rosa , Filippi, Massimo , Lowe, Val J. , Parisi, Joseph E., Josephs, Keith A. , Whitwell, Jennifer L. , Buciuc, Marina , Schwarz, Christopher G , Filippi, Massimo , Dickson, Dennis W , Josephs, Keith A , Whitwell, Jennifer , Senjem, Matthew L , Murray, Melissa E , Clark, Heather M. , Botha, Hugo , Duffy, Joseph R. , Utianski, Rene L. , Schwarz, Christopher G. , Machulda, Mary M. , Baker, Matthew , Jack, Clifford R. , Dickson, Dennis W.

Annals of Neurology | September 1, 2020 | Volume: 88 | Issue: 5 | Pages: 1009-1022

10.1002/ana.25893 Get It

ObjectiveTo examine associations between tau and amyloid β (Aβ) molecular positron emission tomography (PET) and both Alzheimer‐related pathology and 4‐repeat tau pathology in autopsy‐confirmed frontotemporal lobar degeneration (FTLD).MethodsTwenty‐four patients had [18F]‐flortaucipir–PET and died with FTLD (progressive supranuclear palsy [PSP], n = 10; corticobasal degeneration [CBD], n = 10; FTLD‐TDP, n = 3; and Pick disease, n = 1). All but 1 had Pittsburgh compound B (PiB)‐PET. Braak staging, Aβ plaque and neurofibrillary tangle counts, and semiquantitative tau lesion scores were performed. Flortaucipir standard uptake value ratios (SUVRs) were calculated in a temporal meta region of interest (meta‐ROI), entorhinal cortex and cortical/subcortical regions selected to match the tau lesion analysis. Global PiB SUVR was calculated. Autoradiography was performed in 1 PSP patient, with digital pathology used to quantify tau burden.ResultsNine cases (37.5%) had Aβ plaques. Global PiB SUVR correlated with Aβ plaque count, with 100% specificity and 50% sensitivity for diffuse plaques. Twenty‐one (87.5%) had Braak stages I to IV. Flortaucipir correlated with neurofibrillary tangle counts in entorhinal cortex, but entorhinal and meta‐ROI SUVRs were not elevated in Braak IV or primary age‐related tauopathy. Flortaucipir uptake patterns differed across FTLD pathologies and could separate PSP and CBD. Flortaucipir correlated with tau lesion score in red nucleus and midbrain tegmentum across patients, but not in cortical or basal ganglia regions. Autoradiography demonstrated minimal uptake of flortaucipir, although flortaucipir correlated with quantitative tau burden across regions.InterpretationMolecular PET shows expected correlations with Alzheimer‐related pathology but lacks sensitivity to detect mild Alzheimer pathology in FTLD. Regional flortaucipir uptake was able to separate CBD and PSP. ANN NEUROL 2020;88:1009–1022
Assessment of lesions on magnetic resonance imaging in multiple sclerosis: practical guidelines
Filippi, Massimo , Preziosa, Paolo , Banwell, Brenda , Barkhof, Frederik , Ciccarelli, Olga , Stefano, Nicola De , Geurts, Jeroen J.G. , Paul, Friedemann , Reich, Daniel S. , Toosy, Ahmed , Wattjes, Mike P. , Yousry, Tarek , Gass, Achim , Lubetzki, Catherine , Weinshenker, Brian G. , Rocca, Maria A. , Weinshenker, Brian G , Filippi, Massimo , Barkhof, Frederik , Paul, Friedemann , Rocca, Maria A , Ciccarelli, Olga , Traboulsee, Anthony

Brain | May 13, 2019 | Volume: 142 | Issue: 7 | Pages: 1858-1875

10.1093/brain/awz144 Get It

Abstract MRI has improved the diagnostic work-up of multiple sclerosis, but inappropriate image interpretation and application of MRI diagnostic criteria contribute to misdiagnosis. Some diseases, now recognized as conditions distinct from multiple sclerosis, may satisfy the MRI criteria for multiple sclerosis (e.g. neuromyelitis optica spectrum disorders, Susac syndrome), thus making the diagnosis of multiple sclerosis more challenging, especially if biomarker testing (such as serum anti-AQP4 antibodies) is not informative. Improvements in MRI technology contribute and promise to better define the typical features of multiple sclerosis lesions (e.g. juxtacortical and periventricular location, cortical involvement). Greater understanding of some key aspects of multiple sclerosis pathobiology has allowed the identification of characteristics more specific to multiple sclerosis (e.g. central vein sign, subpial demyelination and lesional rims), which are not included in the current multiple sclerosis diagnostic criteria. In this review, we provide the clinicians and researchers with a practical guide to enhance the proper recognition of multiple sclerosis lesions, including a thorough definition and illustration of typical MRI features, as well as a discussion of red flags suggestive of alternative diagnoses. We also discuss the possible place of emerging qualitative features of lesions which may become important in the near future.