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Cagol A, Tsagkas C, Granziera C. Advanced Brain Imaging in Central Nervous System Demyelinating Diseases. Neuroimaging Clin N Am 2024; 34:335-357. [PMID: 38942520 DOI: 10.1016/j.nic.2024.03.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/30/2024]
Abstract
In recent decades, advances in neuroimaging have profoundly transformed our comprehension of central nervous system demyelinating diseases. Remarkable technological progress has enabled the integration of cutting-edge acquisition and postprocessing techniques, proving instrumental in characterizing subtle focal changes, diffuse microstructural alterations, and macroscopic pathologic processes. This review delves into state-of-the-art modalities applied to multiple sclerosis, neuromyelitis optica spectrum disorders, and myelin oligodendrocyte glycoprotein antibody-associated disease. Furthermore, it explores how this dynamic landscape holds significant promise for the development of effective and personalized clinical management strategies, encompassing support for differential diagnosis, prognosis, monitoring treatment response, and patient stratification.
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Affiliation(s)
- Alessandro Cagol
- Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, University Hospital Basel and University of Basel, Hegenheimermattweg 167b, 4123 Allschwil, Switzerland; Department of Neurology, University Hospital Basel, Petersgraben 4, 4031 Basel, Switzerland; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Spitalstrasse 2, 4031 Basel, Switzerland; Department of Health Sciences, University of Genova, Via A. Pastore, 1 16132 Genova, Italy. https://twitter.com/CagolAlessandr0
| | - Charidimos Tsagkas
- Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, University Hospital Basel and University of Basel, Hegenheimermattweg 167b, 4123 Allschwil, Switzerland; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health (NIH), 10 Center Drive, Bethesda, MD 20892, USA
| | - Cristina Granziera
- Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, University Hospital Basel and University of Basel, Hegenheimermattweg 167b, 4123 Allschwil, Switzerland; Department of Neurology, University Hospital Basel, Petersgraben 4, 4031 Basel, Switzerland; Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Spitalstrasse 2, 4031 Basel, Switzerland.
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Peyronneau MA, Kuhnast B, Nguyen DL, Jego B, Sayet G, Caillé F, Lavisse S, Gervais P, Stankoff B, Sarazin M, Remy P, Bouilleret V, Leroy C, Bottlaender M. [ 18F]DPA-714: Effect of co-medications, age, sex, BMI and TSPO polymorphism on the human plasma input function. Eur J Nucl Med Mol Imaging 2023; 50:3251-3264. [PMID: 37291448 DOI: 10.1007/s00259-023-06286-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Accepted: 05/16/2023] [Indexed: 06/10/2023]
Abstract
PURPOSE We aimed to assess the effect of concomitant medication, age, sex, body mass index and 18-kDa translocator protein (TSPO) binding affinity status on the metabolism and plasma pharmacokinetics of [18F]DPA-714 and their influence on the plasma input function in a large cohort of 201 subjects who underwent brain and whole-body PET imaging to investigate the role of neuroinflammation in neurological diseases. METHODS The non-metabolized fraction of [18F]DPA-714 was estimated in venous plasma of 138 patients and 63 healthy controls (HCs; including additional arterial sampling in 16 subjects) during the 90 min brain PET acquisition using a direct solid-phase extraction method. The mean fraction between 70 and 90 min post-injection ([18F]DPA-71470-90) and corresponding normalized plasma concentration (SUV70-90) were correlated with all factors using a multiple linear regression model. Differences between groups (arterial vs venous measurements; HCs vs patients; high- (HAB), mixed- (MAB) and low-affinity binders (LAB); subjects with vs without co-medications, females vs males were also assessed using the non-parametric Mann-Whitney or Kruskal-Wallis ANOVA tests. Finally, the impact of co-medications on the brain uptake of [18F]DPA-714 at equilibrium was investigated. RESULTS As no significant differences were observed between arterial and venous [18F]DPA-71470-90 and SUV70-90, venous plasma was used for correlations. [18F]DPA-71470-90 was not significantly different between patients and HCS (59.7 ± 12.3% vs 60.2 ± 12.9%) despite high interindividual variability. However, 47 subjects exhibiting a huge increase or decrease of [18F]DPA-71470-90 (up to 88% or down to 23%) and SUV70-90 values (2-threefold) were found to receive co-medications identified as inhibitors or inducers of CYP3A4, known to catalyse [18F]DPA-714 metabolism. Comparison between cortex-to-plasma ratios using individual input function (VTIND) or population-based input function derived from untreated HCs (VTPBIF) indicated that non-considering the individual metabolism rate led to a bias of about 30% in VT values. Multiple linear regression model analysis of subjects free of these co-medications suggested significant correlations between [18F]DPA-71470-90 and age, BMI and sex while TSPO polymorphism did not influence the metabolism of the radiotracer. [18F]DPA-714 metabolism fell with age and BMI and was significantly faster in females than in males. Whole-body PET/CT exhibited a high uptake of the tracer in TSPO-rich organs (heart wall, spleen, kidneys…) and those involved in metabolism and excretion pathways (liver, gallbladder) in HAB and MAB with a strong decrease in LAB (-89% and -85%) resulting in tracer accumulation in plasma (4.5 and 3.3-fold increase). CONCLUSION Any co-medication that inhibits or induces CYP3A4 as well as TSPO genetic status, age, BMI and sex mostly contribute to interindividual variations of the radiotracer metabolism and/or concentration that may affect the input function of [18F]DPA-714 and consequently its human brain and peripheral uptake. TRIAL REGISTRATION INFLAPARK, NCT02319382, registered December 18, 2014, retrospectively registered; IMABIO 3, NCT01775696, registered January 25, 2013, retrospectively registered; INFLASEP, NCT02305264, registered December 2, 2014, retrospectively registered; EPI-TEP, EudraCT 2017-003381-27, registered September 24, 2018.
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Affiliation(s)
- M A Peyronneau
- Université Paris Saclay, INSERM, CNRS, CEA, Laboratoire d'Imagerie Biomedicale Multimodale (BioMaps), Service Hospitalier Frédéric Joliot, 4 Place du Général Leclerc, F-91401, ORSAY, France.
| | - B Kuhnast
- Université Paris Saclay, INSERM, CNRS, CEA, Laboratoire d'Imagerie Biomedicale Multimodale (BioMaps), Service Hospitalier Frédéric Joliot, 4 Place du Général Leclerc, F-91401, ORSAY, France
| | - D-L Nguyen
- Université Paris Saclay, INSERM, CNRS, CEA, Laboratoire d'Imagerie Biomedicale Multimodale (BioMaps), Service Hospitalier Frédéric Joliot, 4 Place du Général Leclerc, F-91401, ORSAY, France
| | - B Jego
- Université Paris Saclay, INSERM, CNRS, CEA, Laboratoire d'Imagerie Biomedicale Multimodale (BioMaps), Service Hospitalier Frédéric Joliot, 4 Place du Général Leclerc, F-91401, ORSAY, France
| | - G Sayet
- Université Paris Saclay, INSERM, CNRS, CEA, Laboratoire d'Imagerie Biomedicale Multimodale (BioMaps), Service Hospitalier Frédéric Joliot, 4 Place du Général Leclerc, F-91401, ORSAY, France
| | - F Caillé
- Université Paris Saclay, INSERM, CNRS, CEA, Laboratoire d'Imagerie Biomedicale Multimodale (BioMaps), Service Hospitalier Frédéric Joliot, 4 Place du Général Leclerc, F-91401, ORSAY, France
| | - S Lavisse
- Laboratoire Des Maladies Neurodégénératives, Université Paris-Saclay, CEA, CNRS, MIRCen, F-92265, Fontenay-Aux-Roses, France
| | - P Gervais
- Université Paris Saclay, INSERM, CNRS, CEA, Laboratoire d'Imagerie Biomedicale Multimodale (BioMaps), Service Hospitalier Frédéric Joliot, 4 Place du Général Leclerc, F-91401, ORSAY, France
| | - B Stankoff
- Sorbonne Université, UPMC Paris 06, Institut du Cerveau et de La Moelle Epinière, Hôpital de La Pitié Salpêtrière, Inserm UMR S 1127, CNRS UMR 7225, Paris, France
| | - M Sarazin
- Université Paris Saclay, INSERM, CNRS, CEA, Laboratoire d'Imagerie Biomedicale Multimodale (BioMaps), Service Hospitalier Frédéric Joliot, 4 Place du Général Leclerc, F-91401, ORSAY, France
- Service de Neurologie de La Mémoire Et du Langage, GHU Paris Psychiatrie & Neurosciences, Hôpital Sainte Anne, F-75014, Paris, France
| | - P Remy
- Laboratoire Des Maladies Neurodégénératives, Université Paris-Saclay, CEA, CNRS, MIRCen, F-92265, Fontenay-Aux-Roses, France
- Centre Expert Parkinson, Neurologie, Hôpital Henri Mondor, AP-HP, F-94010, Créteil, France
- Université Paris-Est Créteil, INSERM U955, Institut Mondor de Recherche Biomédicale, Equipe NeuroPsychologie Interventionnelle, F-94010, Créteil, France
- Département d'Etudes Cognitives, École Normale Supérieure, Université PSL, F-75005, Paris, France
| | - V Bouilleret
- Université Paris Saclay, INSERM, CNRS, CEA, Laboratoire d'Imagerie Biomedicale Multimodale (BioMaps), Service Hospitalier Frédéric Joliot, 4 Place du Général Leclerc, F-91401, ORSAY, France
- Service de Neurophysiologie Clinique et d'Epileptologie, Hôpital Bicêtre, AP-HP, Université Paris Saclay, F-94270, Le Kremlin-Bicêtre, France
| | - C Leroy
- Université Paris Saclay, INSERM, CNRS, CEA, Laboratoire d'Imagerie Biomedicale Multimodale (BioMaps), Service Hospitalier Frédéric Joliot, 4 Place du Général Leclerc, F-91401, ORSAY, France
| | - M Bottlaender
- Université Paris Saclay, INSERM, CNRS, CEA, Laboratoire d'Imagerie Biomedicale Multimodale (BioMaps), Service Hospitalier Frédéric Joliot, 4 Place du Général Leclerc, F-91401, ORSAY, France
- Université Paris Saclay, UNIACT, Neurospin, CEA, Gif-Sur-Yvette, F-91190, France
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Wang X, Chen C, Yan J, Xu Y, Pan D, Wang L, Yang M. Druggability of Targets for Diagnostic Radiopharmaceuticals. ACS Pharmacol Transl Sci 2023; 6:1107-1119. [PMID: 37588760 PMCID: PMC10425999 DOI: 10.1021/acsptsci.3c00081] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Indexed: 08/18/2023]
Abstract
Targets play an indispensable and pivotal role in the development of radiopharmaceuticals. However, the initial stages of drug discovery projects are often plagued by frequent failures due to inadequate information on druggability and suboptimal target selection. In this context, we aim to present a comprehensive review of the factors that influence target druggability for diagnostic radiopharmaceuticals. Specifically, we explore the crucial determinants of target specificity, abundance, localization, and positivity rate and their respective implications. Through a detailed analysis of existing protein targets, we elucidate the significance of each factor. By carefully considering and balancing these factors during the selection of targets, more efficacious and targeted radiopharmaceuticals are expected to be designed for the diagnosis of a wide range of diseases in the future.
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Affiliation(s)
- Xinyu Wang
- NHC
Key Laboratory of Nuclear Medicine, Jiangsu Key Laboratory of Molecular
Nuclear Medicine, Jiangsu Institute of Nuclear
Medicine, Wuxi 214063, PR China
- School
of Pharmacy, Nanjing Medical University, Nanjing 211166, PR China
| | - Chongyang Chen
- NHC
Key Laboratory of Nuclear Medicine, Jiangsu Key Laboratory of Molecular
Nuclear Medicine, Jiangsu Institute of Nuclear
Medicine, Wuxi 214063, PR China
| | - Junjie Yan
- NHC
Key Laboratory of Nuclear Medicine, Jiangsu Key Laboratory of Molecular
Nuclear Medicine, Jiangsu Institute of Nuclear
Medicine, Wuxi 214063, PR China
- School
of Pharmacy, Nanjing Medical University, Nanjing 211166, PR China
| | - Yuping Xu
- NHC
Key Laboratory of Nuclear Medicine, Jiangsu Key Laboratory of Molecular
Nuclear Medicine, Jiangsu Institute of Nuclear
Medicine, Wuxi 214063, PR China
- School
of Pharmacy, Nanjing Medical University, Nanjing 211166, PR China
| | - Donghui Pan
- NHC
Key Laboratory of Nuclear Medicine, Jiangsu Key Laboratory of Molecular
Nuclear Medicine, Jiangsu Institute of Nuclear
Medicine, Wuxi 214063, PR China
| | - Lizhen Wang
- NHC
Key Laboratory of Nuclear Medicine, Jiangsu Key Laboratory of Molecular
Nuclear Medicine, Jiangsu Institute of Nuclear
Medicine, Wuxi 214063, PR China
| | - Min Yang
- NHC
Key Laboratory of Nuclear Medicine, Jiangsu Key Laboratory of Molecular
Nuclear Medicine, Jiangsu Institute of Nuclear
Medicine, Wuxi 214063, PR China
- School
of Pharmacy, Nanjing Medical University, Nanjing 211166, PR China
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Wang J, Ge J, Jin L, Deng B, Tang W, Yu H, Zhang X, Liu X, Xue L, Zuo C, Chen X. Characterization of neuroinflammation pattern in anti-LGI1 encephalitis based on TSPO PET and symptom clustering analysis. Eur J Nucl Med Mol Imaging 2023; 50:2394-2408. [PMID: 36929211 DOI: 10.1007/s00259-023-06190-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2022] [Accepted: 03/05/2023] [Indexed: 03/18/2023]
Abstract
PURPOSE TSPO PET with radioligand [18F]DPA-714 is an emerging molecular imaging technique that reflects cerebral inflammation and microglial activation, and it has been recently used in central nervous system diseases. In this study, we aimed to investigate the neuroinflammation pattern of anti-leucine-rich glioma-inactivated 1 (LGI1) protein autoimmune encephalitis (AIE) and to evaluate its possible correlation with clinical phenotypes. METHODS Twenty patients with anti-LGI1 encephalitis from the autoimmune encephalitis cohort in Huashan Hospital and ten with other AIE and non-inflammatory diseases that underwent TSPO PET imaging were included in the current study. Increased regional [18F]DPA-714 retention in anti-LGI1 encephalitis was detected on a voxel basis using statistic parametric mapping analysis. Multiple correspondence analysis and hierarchical clustering were conducted for discriminate subgroups in anti-LGI1 encephalitis. Standardized uptake value ratios normalized to the cerebellum (SUVRc) were calculated for semiquantitative analysis of TSPO PET features between different LGI1-AIE subgroups. RESULTS Increased regional retention of [18F]DPA-714 was identified in the bilateral hippocampus, caudate nucleus, and frontal cortex in LGI1-AIE patients. Two subgroups of LGI1-AIE patients were distinguished based on the top seven common symptoms. Patients in cluster 1 had a high frequency of facio-brachial dystonic seizures than those in cluster 2 (p = 0.004), whereas patients in cluster 2 had a higher frequency of general tonic-clonic (GTC) seizures than those in cluster 1 (p < 0.001). Supplementary motor area and superior frontal gyrus showed higher [18F]DPA-714 retention in cluster 2 patients compared with those in cluster 1 (p = 0.024; p = 0.04, respectively). CONCLUSIONS Anti-LGI1 encephalitis had a distinctive molecular imaging pattern presented by TSPO PET scan. LGI1-AIE patients with higher retention of [18F]DPA-714 in the frontal cortex were more prone to present with GTC seizures. Further studies are required for verifying its value in clinical application.
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Affiliation(s)
- Jingguo Wang
- Department of Neurology and Institute of Neurology, Huashan Hospital, Fudan University, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
- National Center for Neurological Disorders, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
| | - Jingjie Ge
- Department of Nuclear Medicine/PET Center, Huashan Hospital, Fudan University, 518 East Wuzhong Road, Shanghai, 200235, China
| | - Lei Jin
- Department of Neurology and Institute of Neurology, Huashan Hospital, Fudan University, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
- National Center for Neurological Disorders, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
| | - Bo Deng
- Department of Neurology and Institute of Neurology, Huashan Hospital, Fudan University, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
- National Center for Neurological Disorders, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
| | - Weijun Tang
- Department of Radiology, Huashan Hospital, Shanghai, 200040, China
| | - Hai Yu
- Department of Neurology and Institute of Neurology, Huashan Hospital, Fudan University, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
- National Center for Neurological Disorders, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
| | - Xiang Zhang
- Department of Neurology and Institute of Neurology, Huashan Hospital, Fudan University, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
- National Center for Neurological Disorders, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
| | - Xiaoni Liu
- Department of Neurology and Institute of Neurology, Huashan Hospital, Fudan University, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
- National Center for Neurological Disorders, 12 Wulumuqi Zhong Road, Shanghai, 200040, China
| | - Le Xue
- Department of Nuclear Medicine, the Second Hospital of Zhejiang University School of Medicine, 88 Jiefang Road, Hangzhou, 310009, Zhejiang, China
| | - Chuantao Zuo
- Department of Nuclear Medicine/PET Center, Huashan Hospital, Fudan University, 518 East Wuzhong Road, Shanghai, 200235, China.
| | - Xiangjun Chen
- Department of Neurology and Institute of Neurology, Huashan Hospital, Fudan University, 12 Wulumuqi Zhong Road, Shanghai, 200040, China.
- National Center for Neurological Disorders, 12 Wulumuqi Zhong Road, Shanghai, 200040, China.
- Human Phenome Institute, Fudan University, Shanghai, China.
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Boyko AN, Dolgushin MB, Karalkina MA. [New neuroimaging methods in assessing the activity of neuroinflammation in multiple sclerosis]. Zh Nevrol Psikhiatr Im S S Korsakova 2023; 123:8-14. [PMID: 37560828 DOI: 10.17116/jnevro20231230728] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/11/2023]
Abstract
The review presents current data on the use of positron emission tomography and single-photon emission computed tomography in multiple sclerosis (MS) to assess the activity of the pathological process, including neuroinflammation, demyelination, activation of microglia, neurodegeneration and local blood flow disorders. These methodologies are a new approach for studying the mechanisms of action and evaluating the clinical effect of disease modifying therapy of MS, especially those capable of penetrating into brain tissue. Among them, the most attention is attracted by cladribine tablets acting on the mechanism of immune reconstitution therapy, most likely with the modulation of immune reactions directly in the brain tissue.
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Affiliation(s)
- A N Boyko
- Federal Center of Brain and Neurotechnologies of the Federal Medical Biological Agency, Moscow, Russia
- Pirogov Russian National Research Medical University, Moscow, Russia
| | - M B Dolgushin
- Federal Center of Brain and Neurotechnologies of the Federal Medical Biological Agency, Moscow, Russia
| | - M A Karalkina
- Federal Center of Brain and Neurotechnologies of the Federal Medical Biological Agency, Moscow, Russia
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Ricigliano VAG, Louapre C, Poirion E, Colombi A, Yazdan Panah A, Lazzarotto A, Morena E, Martin E, Bottlaender M, Bodini B, Seilhean D, Stankoff B. Imaging Characteristics of Choroid Plexuses in Presymptomatic Multiple Sclerosis: A Retrospective Study. NEUROLOGY(R) NEUROIMMUNOLOGY & NEUROINFLAMMATION 2022; 9:9/6/e200026. [PMID: 36229188 PMCID: PMC9562043 DOI: 10.1212/nxi.0000000000200026] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/12/2022] [Accepted: 07/18/2022] [Indexed: 11/06/2022]
Abstract
Background and Objectives Recent imaging studies have suggested a possible involvement of the choroid plexus (CP) in multiple sclerosis (MS). Here, we investigated whether CP changes are already detectable at the earliest stage of MS, preceding symptom onset. Methods This study is a retrospective analysis of 27 patients with presymptomatic MS, 97 patients with clinically definite MS (CDMS), and 53 healthy controls (HCs) who underwent a cross-sectional 3T-MRI acquisition; of which, 22 MS, 19 HCs, and 1 presymptomatic MS (evaluated 8 months before conversion to CDMS) also underwent translocator protein (TSPO) 18F-DPA-714 PET and were included in the analysis. CPs were manually segmented on 3D T1-weighted images for volumetric analysis. CP 18F-DPA-714 uptake, reflecting inflammation, was calculated as the average standardized uptake value (SUV). Multivariable regressions adjusted for age, sex, and ventricular and brain volume were fitted to test CP volume differences between presymptomatic patients and MS or HCs. For the presymptomatic case who also had 18F-DPA-714 PET, CP SUV differences with MS and HCs were assessed through Crawford-Howell tests. To provide further insight into the interpretation of 18F-DPA-714-PET uptake at the CP level, a postmortem analysis of CPs in MS vs HCs was performed to characterize the cellular localization of TSPO expression. Results Compared with HCs, patients with presymptomatic MS had 32% larger CPs (β = 0.38, p = 0.001), which were not dissimilar to MS CPs (p = 0.69). Moreover, in the baseline scan of the presymptomatic case who later on developed MS, TSPO PET showed 33% greater CP inflammation vs HCs (p = 0.04), although no differences in 18F-DPA-714 uptake were found in parenchymal regions vs controls. CP postmortem analysis identified a population of CD163+ mononuclear phagocytes expressing TSPO in MS, possibly contributing to the increased 18F-DPA-714 uptake. Discussion We identified an imaging signature in CPs at the presymptomatic MS stage using MRI; in addition, we found an increased CP inflammation with PET in a single presymptomatic patient. These findings suggest a role of CP imaging as an early biomarker and argue for the involvement of the blood-CSF barrier dysfunction in disease development. Trial Registration Information APHP-20210727144630, EudraCT-Number: 2008-004174-40; ClinicalTrials.gov: NCT02305264, NCT01651520, and NCT02319382.
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Affiliation(s)
- Vito A G Ricigliano
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France
| | - Céline Louapre
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France
| | - Emilie Poirion
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France
| | - Annalisa Colombi
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France
| | - Arya Yazdan Panah
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France
| | - Andrea Lazzarotto
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France
| | - Emanuele Morena
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France
| | - Elodie Martin
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France
| | - Michel Bottlaender
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France
| | - Benedetta Bodini
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France
| | - Danielle Seilhean
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France
| | - Bruno Stankoff
- From the Sorbonne Université (V.A.G.R., C.L., E.P., A.C., A.Y.P., A.L., Emanuele Morena, Elodie Martin, B.B., D.S., B.S.), Paris Brain Institute, ICM, CNRS, Inserm; Neurology Department (V.A.G.R., A.L., B.B., B.S.), St Antoine Hospital, APHP-Sorbonne, Paris; Neurology Department (C.L.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris; Service D'Imagerie Médicale (E.P.), Hôpital Fondation Adolphe de Rothschild, Paris; Université Paris-Saclay (M.B.), CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay; and Neuropathology Department (D.S.), Pitié-Salpêtrière Hospital, APHP-Sorbonne, Paris, France.
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7
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Doot RK, Young AJ, Nasrallah IM, Wetherill RR, Siderowf A, Mach RH, Dubroff JG. [ 18F]NOS PET Brain Imaging Suggests Elevated Neuroinflammation in Idiopathic Parkinson's Disease. Cells 2022; 11:3081. [PMID: 36231041 PMCID: PMC9563966 DOI: 10.3390/cells11193081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Revised: 09/23/2022] [Accepted: 09/27/2022] [Indexed: 11/16/2022] Open
Abstract
Neuroinflammation is implicated as a key pathologic mechanism in many neurodegenerative diseases and is thought to be mediated in large part by microglia, native phagocytic immune cells of the CNS. Abnormal aggregation of the protein α-synuclein after phagocytosis by microglia is one possible neuropathophysiological mechanism driving Parkinson's disease (PD). We conducted a human pilot study to evaluate the feasibility of targeting the inducible isoform of nitric oxide synthase using the [18F]NOS radiotracer to measure neuroinflammation in idiopathic PD. Ten adults consisting of 6 PD patients and 4 healthy controls (HC) underwent one hour of dynamic [18F]NOS positron emission tomography (PET) brain imaging with arterial blood sampling. We observed increased [18F]NOS whole brain distribution volume (VT) in PD patients compared to age-matched healthy controls (p < 0.008) via a 1-tissue compartment (TC) model. The rate constant K1 for transport from blood into tissue did not differ between groups (p = 0.72). These findings suggest elevated oxidative stress, a surrogate marker of inflammation, is present in early-stage idiopathic PD and indicate that [18F]NOS PET imaging is a promising, non-invasive method to measure neuroinflammation.
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Affiliation(s)
- Robert K. Doot
- Division of Nuclear Medicine Imaging and Therapy, Department of Radiology in the Perelman, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Anthony J. Young
- Division of Nuclear Medicine Imaging and Therapy, Department of Radiology in the Perelman, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Ilya M. Nasrallah
- Division of Nuclear Medicine Imaging and Therapy, Department of Radiology in the Perelman, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Reagan R. Wetherill
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Andrew Siderowf
- Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Robert H. Mach
- Division of Nuclear Medicine Imaging and Therapy, Department of Radiology in the Perelman, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Jacob G. Dubroff
- Division of Nuclear Medicine Imaging and Therapy, Department of Radiology in the Perelman, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
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8
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Pitombeira MS, Koole M, Campanholo KR, Souza AM, Duran FLS, Solla DJF, Mendes MF, Pereira SLA, Rimkus CM, Busatto GF, Callegaro D, Buchpiguel CA, de Paula Faria D. Innate immune cells and myelin profile in multiple sclerosis: a multi-tracer PET/MR study. Eur J Nucl Med Mol Imaging 2022; 49:4551-4566. [PMID: 35838758 DOI: 10.1007/s00259-022-05899-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Accepted: 06/30/2022] [Indexed: 11/04/2022]
Abstract
PURPOSE Neuropathological studies have demonstrated distinct profiles of microglia activation and myelin injury among different multiple sclerosis (MS) phenotypes and disability stages. PET imaging using specific tracers may uncover the in vivo molecular pathology and broaden the understanding of the disease heterogeneity. METHODS We used the 18-kDa translocator protein (TSPO) tracer (R)-[11C]PK11195 and [11C]PIB PET images acquired in a hybrid PET/MR 3 T system to characterize, respectively, the profile of innate immune cells and myelin content in 47 patients with MS compared to 18 healthy controls (HC). For the volume of interest (VOI)-based analysis of the dynamic data, (R)-[11C]PK11195 distribution volume (VT) was determined for each subject using a metabolite-corrected arterial plasma input function while [11C]PIB distribution volume ratio (DVR) was estimated using a reference region extracted by a supervised clustering algorithm. A voxel-based analysis was also performed using Statistical Parametric Mapping. Functional disability was evaluated by the Expanded Disability Status Scale (EDSS), Multiple Sclerosis Functional Composite (MSFC), and Symbol Digit Modality Test (SDMT). RESULTS In the VOI-based analysis, [11C]PIB DVR differed between patients and HC in the corpus callosum (P = 0.019) while no differences in (R)-[11C]PK11195 VT were observed in patients relative to HC. Furthermore, no correlations or associations were observed between both tracers within the VOI analyzed. In the voxel-based analysis, high (R)-[11C]PK11195 uptake was observed diffusively in the white matter (WM) when comparing the progressive phenotype and HC, and lower [11C]PIB uptake was observed in certain WM regions when comparing the relapsing-remitting phenotype and HC. None of the tracers were able to differentiate phenotypes at voxel or VOI level in our cohort. Linear regression models adjusted for age, sex, and phenotype demonstrated that higher EDSS was associated with an increased (R)-[11C]PK11195 VT and lower [11C]PIB DVR in corpus callosum (P = 0.001; P = 0.023), caudate (P = 0.015; P = 0.008), and total T2 lesion (P = 0.007; P = 0.012), while better cognitive scores in SDMT were associated with higher [11C]PIB DVR in the corpus callosum (P = 0.001), and lower (R)-[11C]PK11195 VT (P = 0.013). CONCLUSIONS Widespread innate immune cells profile and marked loss of myelin in T2 lesions and regions close to the ventricles may occur independently and are associated with disability, in both WM and GM structures.
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Affiliation(s)
- Milena Sales Pitombeira
- Department of Neurology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil.,Laboratory of Nuclear Medicine (LIM43), Department of Radiology and Oncology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Michel Koole
- Department of Imaging and Pathology, Nuclear Medicine and Molecular Imaging, KU Leuven, Flanders, Belgium
| | - Kenia R Campanholo
- Department of Neurology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil.,Laboratory of Nuclear Medicine (LIM43), Department of Radiology and Oncology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Aline M Souza
- Laboratory of Nuclear Medicine (LIM43), Department of Radiology and Oncology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Fábio L S Duran
- Laboratory of Psychiatric Neuroimaging (LIM21), Department of Psychiatry, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Davi J Fontoura Solla
- Department of Neurology, Division of Neurosurgery, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Maria F Mendes
- Department of Neurology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil
| | | | - Carolina M Rimkus
- Department of Radiology and Oncology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Geraldo Filho Busatto
- Laboratory of Psychiatric Neuroimaging (LIM21), Department of Psychiatry, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Dagoberto Callegaro
- Department of Neurology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Carlos A Buchpiguel
- Laboratory of Nuclear Medicine (LIM43), Department of Radiology and Oncology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Daniele de Paula Faria
- Laboratory of Nuclear Medicine (LIM43), Department of Radiology and Oncology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, SP, Brazil.
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9
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Abstract
PURPOSE OF REVIEW Microglia normally protects the central nervous system (CNS) against insults. However, their persistent activation in multiple sclerosis (MS) contributes to injury. Here, we review microglia activation in MS and their detection using positron emission tomography (PET). RECENT FINDINGS During lesion evolution and the progression of MS, microglia activity may contribute to neurotoxicity through the release of pro-inflammatory cytokines, reactive oxidative species, proteases and glutamate. A means to detect and monitor microglia activation in individuals living with MS is provided by positron emission tomography (PET) imaging using the mitochondrial 18-kDa translocator protein (TSPO) ligand. TSPO PET imaging shows increased microglial activation within the normal appearing white matter that precedes radiological signs of neurodegeneration measured by T2 lesion enlargement. PET-detected microglia activation increases with progression of MS. These findings demand the use of CNS penetrant inhibitors that affect microglia. Such therapies may include hydroxychloroquine that is recently reported in a small study to reduce the expected progression in primary progressive MS, and Bruton's tyrosine kinase inhibitors for which there are now eleven Phase 3 registered trials in MS. SUMMARY Microglial activation drives injury in MS. PET imaging with microglia-specific ligands offer new insights into progression of MS and as a monitor for treatment responses.
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10
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Vaneckova M, Piredda GF, Andelova M, Krasensky J, Uher T, Srpova B, Havrdova EK, Vodehnalova K, Horakova D, Hilbert T, Maréchal B, Fartaria MJ, Ravano V, Kober T. Periventricular gradient of T 1 tissue alterations in multiple sclerosis. Neuroimage Clin 2022; 34:103009. [PMID: 35561554 PMCID: PMC9112026 DOI: 10.1016/j.nicl.2022.103009] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Revised: 03/24/2022] [Accepted: 04/12/2022] [Indexed: 01/12/2023]
Abstract
T1 relaxation times alterations were assessed based on a study-specific atlas. T1 alterations depend on distance from lateral ventricles (“periventricular gradient”). Gradient parameters correlate better with disability compared to conventional MRI.
Objective Pathology in multiple sclerosis is not homogenously distributed. Recently, it has been shown that structures adjacent to CSF are more severely affected. A gradient of brain tissue involvement was shown with more severe pathology in periventricular areas and in proximity to brain surfaces such as the subarachnoid spaces and ependyma, and hence termed the “surface–in” gradient. Here, we study whether (i) the surface-in gradient of periventricular tissue alteration measured by T1 relaxometry is already present in early multiple sclerosis patients, (ii) how it differs between early and progressive multiple sclerosis patients, and (iii) whether the gradient-derived metrics in normal-appearing white matter and lesions correlate better with physical disability than conventional MRI-based metrics. Methods Forty-seven patients with early multiple sclerosis, 52 with progressive multiple sclerosis, and 92 healthy controls were included in the study. Isotropic 3D T1 relaxometry maps were obtained using the Magnetization-Prepared 2 Rapid Acquisition Gradient Echoes sequence at 3 T. After spatially normalizing the T1 maps into a study-specific common space, T1 inter-subject variability within the healthy cohort was modelled voxel-wise, yielding a normative T1 atlas. Individual comparisons of each multiple sclerosis patient against the atlas were performed by computing z-scores. Equidistant bands of voxels were defined around the ventricles in the supratentorial white matter; the z-scores in these bands were analysed and compared between the early and progressive multiple sclerosis cohorts. Correlations between both conventional and z-score-gradient-derived MRI metrics and the Expanded Disability Status Scale were assessed. Results Patients with early and progressive multiple sclerosis demonstrated a periventricular gradient of T1 relaxation time z-scores. In progressive multiple sclerosis, z-score-derived metrics reflecting the gradient of tissue abnormality in normal-appearing white matter were more strongly correlated with disability (maximal rho = 0.374) than the conventional lesion volume and count (maximal rho = 0.189 and 0.21 respectively). In early multiple sclerosis, the gradient of normal-appearing white matter volume with z-scores > 2 at baseline correlated with clinical disability assessed at two years follow-up. Conclusion Our results suggest that the surface-in white matter gradient of tissue alteration is detectable with T1 relaxometry and is already present at clinical disease onset. The periventricular gradients correlate with clinical disability. The periventricular gradient in normal-appearing white matter may thus qualify as a promising biomarker for monitoring of disease activity from an early stage in all phenotypes of multiple sclerosis.
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Affiliation(s)
- Manuela Vaneckova
- Department of Radiology, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic.
| | - Gian Franco Piredda
- Advanced Clinical Imaging Technology, Siemens Healthcare AG, Lausanne, Switzerland; Department of Radiology, Lausanne University Hospital and University of Lausanne, Switzerland; Signal Processing Laboratory (LTS 5), École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Michaela Andelova
- Department of Neurology and Center of Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Jan Krasensky
- Department of Radiology, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Tomas Uher
- Department of Neurology and Center of Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Barbora Srpova
- Department of Neurology and Center of Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Eva Kubala Havrdova
- Department of Neurology and Center of Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Karolina Vodehnalova
- Department of Neurology and Center of Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Dana Horakova
- Department of Neurology and Center of Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Tom Hilbert
- Advanced Clinical Imaging Technology, Siemens Healthcare AG, Lausanne, Switzerland; Department of Radiology, Lausanne University Hospital and University of Lausanne, Switzerland; Signal Processing Laboratory (LTS 5), École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Bénédicte Maréchal
- Advanced Clinical Imaging Technology, Siemens Healthcare AG, Lausanne, Switzerland; Department of Radiology, Lausanne University Hospital and University of Lausanne, Switzerland; Signal Processing Laboratory (LTS 5), École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Mário João Fartaria
- Advanced Clinical Imaging Technology, Siemens Healthcare AG, Lausanne, Switzerland; Department of Radiology, Lausanne University Hospital and University of Lausanne, Switzerland; Signal Processing Laboratory (LTS 5), École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Veronica Ravano
- Advanced Clinical Imaging Technology, Siemens Healthcare AG, Lausanne, Switzerland; Department of Radiology, Lausanne University Hospital and University of Lausanne, Switzerland; Signal Processing Laboratory (LTS 5), École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Tobias Kober
- Advanced Clinical Imaging Technology, Siemens Healthcare AG, Lausanne, Switzerland; Department of Radiology, Lausanne University Hospital and University of Lausanne, Switzerland; Signal Processing Laboratory (LTS 5), École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
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11
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Kular L, Ewing E, Needhamsen M, Pahlevan Kakhki M, Covacu R, Gomez-Cabrero D, Brundin L, Jagodic M. DNA methylation changes in glial cells of the normal-appearing white matter in Multiple Sclerosis patients. Epigenetics 2022; 17:1311-1330. [PMID: 35094644 PMCID: PMC9586622 DOI: 10.1080/15592294.2021.2020436] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
Multiple Sclerosis (MS), the leading cause of non-traumatic neurological disability in young adults, is a chronic inflammatory and neurodegenerative disease of the central nervous system (CNS). Due to the poor accessibility to the target organ, CNS-confined processes underpinning the later progressive form of MS remain elusive thereby limiting treatment options. We aimed to examine DNA methylation, a stable epigenetic mark of genome activity, in glial cells to capture relevant molecular changes underlying MS neuropathology. We profiled DNA methylation in nuclei of non-neuronal cells, isolated from 38 post-mortem normal-appearing white matter (NAWM) specimens of MS patients (n = 8) in comparison to white matter of control individuals (n = 14), using Infinium MethylationEPIC BeadChip. We identified 1,226 significant (genome-wide adjusted P-value < 0.05) differentially methylated positions (DMPs) between MS patients and controls. Functional annotation of the altered DMP-genes uncovered alterations of processes related to cellular motility, cytoskeleton dynamics, metabolic processes, synaptic support, neuroinflammation and signaling, such as Wnt and TGF-β pathways. A fraction of the affected genes displayed transcriptional differences in the brain of MS patients, as reported by publically available transcriptomic data. Cell type-restricted annotation of DMP-genes attributed alterations of cytoskeleton rearrangement and extracellular matrix remodelling to all glial cell types, while some processes, including ion transport, Wnt/TGF-β signaling and immune processes were more specifically linked to oligodendrocytes, astrocytes and microglial cells, respectively. Our findings strongly suggest that NAWM glial cells are highly altered, even in the absence of lesional insult, collectively exhibiting a multicellular reaction in response to diffuse inflammation.
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Affiliation(s)
- Lara Kular
- Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Ewoud Ewing
- Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Maria Needhamsen
- Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Majid Pahlevan Kakhki
- Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Ruxandra Covacu
- Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - David Gomez-Cabrero
- Department of Medicine, Unit of Computational Medicine, Center for Molecular Medicine, Karolinska Institutet, Solna, Sweden
- Mucosal and Salivary Biology Division, King’s College London Dental Institute, London, UK
- Translational Bioinformatics Unit, Navarrabiomed, Complejo Hospitalario de Navarra (Chn), Universidad Pública de Navarra (Upna), IdiSNA, Pamplona, Spain
- Biological & Environmental Sciences & Engineering Division, King Abdullah University of Science & Technology, Thuwal, Kingdom of Saudi Arabia
| | - Lou Brundin
- Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
- Department of Neurology, Karolinska University Hospital, Stockholm, Sweden
| | - Maja Jagodic
- Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
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12
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Giovannoni G, Popescu V, Wuerfel J, Hellwig K, Iacobaeus E, Jensen MB, García-Domínguez JM, Sousa L, De Rossi N, Hupperts R, Fenu G, Bodini B, Kuusisto HM, Stankoff B, Lycke J, Airas L, Granziera C, Scalfari A. Smouldering multiple sclerosis: the ‘real MS’. Ther Adv Neurol Disord 2022; 15:17562864211066751. [PMID: 35096143 PMCID: PMC8793117 DOI: 10.1177/17562864211066751] [Citation(s) in RCA: 79] [Impact Index Per Article: 39.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Accepted: 11/28/2021] [Indexed: 12/25/2022] Open
Abstract
Using a philosophical approach or deductive reasoning, we challenge the dominant
clinico-radiological worldview that defines multiple sclerosis (MS) as a focal
inflammatory disease of the central nervous system (CNS). We provide a range of
evidence to argue that the ‘real MS’ is in fact driven primarily by a
smouldering pathological disease process. In natural history studies and
clinical trials, relapses and focal activity revealed by magnetic resonance
imaging (MRI) in MS patients on placebo or on disease-modifying therapies (DMTs)
were found to be poor predictors of long-term disease evolution and were
dissociated from disability outcomes. In addition, the progressive accumulation
of disability in MS can occur independently of relapse activity from early in
the disease course. This scenario is underpinned by a more diffuse smouldering
pathological process that may affect the entire CNS. Many putative pathological
drivers of smouldering MS can be potentially modified by specific therapeutic
strategies, an approach that may have major implications for the management of
MS patients. We hypothesise that therapeutically targeting a state of ‘no
evident inflammatory disease activity’ (NEIDA) cannot sufficiently prevent
disability accumulation in MS, meaning that treatment should also focus on other
brain and spinal cord pathological processes contributing to the slow loss of
neurological function. This should also be complemented with a holistic approach
to the management of other systemic disease processes that have been shown to
worsen MS outcomes.
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Affiliation(s)
| | - Veronica Popescu
- Universitair MS Centrum, Hasselt, Belgium;
Noorderhart Hospital, Pelt, Belgium; Hasselt University, Hasselt,
Belgium
| | - Jens Wuerfel
- MIAC AG, Department of Biomedical Engineering,
University of Basel, Basel, Switzerland; Charité – University Medicine
Berlin, Berlin, Germany
| | - Kerstin Hellwig
- Katholisches Klinikum Bochum, Klinikum der
Ruhr-Universität, Bochum, Germany
| | | | | | | | - Livia Sousa
- Centro Hospitalar e Universitário de Coimbra,
Faculdade de Medicina, Universidade de Coimbra, Coimbra, Portugal
| | | | - Raymond Hupperts
- Zuyderland Medisch Centrum, Sittard-Geleen,
The Netherlands; Maastricht University Medical Center, Maastricht, The
Netherlands
| | - Giuseppe Fenu
- Department of Neurology, Brotzu Hospital,
Cagliari, Italy
| | - Benedetta Bodini
- Paris Brain Institute, Sorbonne University,
Paris, France; Department of Neurology, APHP, Saint-Antoine Hospital, Paris,
France
| | - Hanna-Maija Kuusisto
- Department of Neurology, Tampere University
Hospital, Tampere, Finland; Department of Customer and Patient Safety,
University of Eastern Finland, Kuopio, Finland
| | - Bruno Stankoff
- Paris Brain Institute, Sorbonne University,
ICM, CNRS, Inserm, Paris, France; APHP, Saint-Antoine Hospital, Paris,
France
| | - Jan Lycke
- Institute of Neuroscience and Physiology,
University of Gothenburg, Gothenburg, Sweden
| | | | - Cristina Granziera
- Neurologic Clinic and Policlinic, Departments
of Medicine, Clinical Research and Biomedical Engineering, University
Hospital Basel and University of Basel, Basel, Switzerland
- Translational Imaging in Neurology (ThINk)
Basel, Department of Biomedical Engineering, University Hospital Basel and
University of Basel, Basel, Switzerland
- Research Center for Clinical Neuroimmunology
and Neuroscience Basel (RC2NB), University Hospital Basel and University of
Basel, Basel, Switzerland
| | - Antonio Scalfari
- Centre for Neuroscience, Department of
Medicine, Charing Cross Hospital, Imperial College London, London, UK
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The Role of Molecular Imaging as a Marker of Remyelination and Repair in Multiple Sclerosis. Int J Mol Sci 2021; 23:ijms23010474. [PMID: 35008899 PMCID: PMC8745199 DOI: 10.3390/ijms23010474] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 12/26/2021] [Accepted: 12/29/2021] [Indexed: 12/14/2022] Open
Abstract
The appearance of new disease-modifying therapies in multiple sclerosis (MS) has revolutionized our ability to fight inflammatory relapses and has immensely improved patients’ quality of life. Although remarkable, this achievement has not carried over into reducing long-term disability. In MS, clinical disability progression can continue relentlessly irrespective of acute inflammation. This “silent” disease progression is the main contributor to long-term clinical disability in MS and results from chronic inflammation, neurodegeneration, and repair failure. Investigating silent disease progression and its underlying mechanisms is a challenge. Standard MRI excels in depicting acute inflammation but lacks the pathophysiological lens required for a more targeted exploration of molecular-based processes. Novel modalities that utilize nuclear magnetic resonance’s ability to display in vivo information on imaging look to bridge this gap. Displaying the CNS through a molecular prism is becoming an undeniable reality. This review will focus on “molecular imaging biomarkers” of disease progression, modalities that can harmoniously depict anatomy and pathophysiology, making them attractive candidates to become the first valid biomarkers of neuroprotection and remyelination.
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Cortese R, Giorgio A, Severa G, De Stefano N. MRI Prognostic Factors in Multiple Sclerosis, Neuromyelitis Optica Spectrum Disorder, and Myelin Oligodendrocyte Antibody Disease. Front Neurol 2021; 12:679881. [PMID: 34867701 PMCID: PMC8636325 DOI: 10.3389/fneur.2021.679881] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 10/08/2021] [Indexed: 11/25/2022] Open
Abstract
Several MRI measures have been developed in the last couple of decades, providing a number of imaging biomarkers that can capture the complexity of the pathological processes occurring in multiple sclerosis (MS) brains. Such measures have provided more specific information on the heterogeneous pathologic substrate of MS-related tissue damage, being able to detect, and quantify the evolution of structural changes both within and outside focal lesions. In clinical practise, MRI is increasingly used in the MS field to help to assess patients during follow-up, guide treatment decisions and, importantly, predict the disease course. Moreover, the process of identifying new effective therapies for MS patients has been supported by the use of serial MRI examinations in order to sensitively detect the sub-clinical effects of disease-modifying treatments at an earlier stage than is possible using measures based on clinical disease activity. However, despite this has been largely demonstrated in the relapsing forms of MS, a poor understanding of the underlying pathologic mechanisms leading to either progression or tissue repair in MS as well as the lack of sensitive outcome measures for the progressive phases of the disease and repair therapies makes the development of effective treatments a big challenge. Finally, the role of MRI biomarkers in the monitoring of disease activity and the assessment of treatment response in other inflammatory demyelinating diseases of the central nervous system, such as neuromyelitis optica spectrum disorder (NMOSD) and myelin oligodendrocyte antibody disease (MOGAD) is still marginal, and advanced MRI studies have shown conflicting results. Against this background, this review focused on recently developed MRI measures, which were sensitive to pathological changes, and that could best contribute in the future to provide prognostic information and monitor patients with MS and other inflammatory demyelinating diseases, in particular, NMOSD and MOGAD.
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Affiliation(s)
- Rosa Cortese
- Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy
| | - Antonio Giorgio
- Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy
| | - Gianmarco Severa
- Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy
| | - Nicola De Stefano
- Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy
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15
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Schubert J, Tonietto M, Turkheimer F, Zanotti-Fregonara P, Veronese M. Supervised clustering for TSPO PET imaging. Eur J Nucl Med Mol Imaging 2021; 49:257-268. [PMID: 33779770 PMCID: PMC8712290 DOI: 10.1007/s00259-021-05309-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 03/08/2021] [Indexed: 12/12/2022]
Abstract
PURPOSE This technical note seeks to act as a practical guide for implementing a supervised clustering algorithm (SVCA) reference region approach and to explain the main strengths and limitations of the technique in the context of 18-kilodalton translocator protein (TSPO) positron emission tomography (PET) studies in experimental medicine. BACKGROUND TSPO PET is the most widely used imaging technique for studying neuroinflammation in vivo in humans. Quantifying neuroinflammation with PET can be a challenging and invasive procedure, especially in frail patients, because it often requires blood sampling from an arterial catheter. A widely used alternative to arterial sampling is SVCA, which identifies the voxels with minimal specific binding in the PET images, thus extracting a pseudo-reference region for non-invasive quantification. Unlike other reference region approaches, SVCA does not require specification of an anatomical reference region a priori, which alleviates the limitation of TSPO contamination in anatomically-defined reference regions in individuals with underlying inflammatory processes. Furthermore, SVCA can be applied to any TSPO PET tracer across different neurological and neuropsychiatric conditions, providing noninvasivequantification of TSPO expression. METHODS We provide an overview of the development of SVCA as well as step-by-step instructions for implementing SVCA with suggestions for specific settings. We review the literature on SVCAapplications using first- and second- generation TSPO PET tracers and discuss potential clinically relevant limitations and applications. CONCLUSIONS The correct implementation of SVCA can provide robust and reproducible estimates of brain TSPO expression. This review encourages the standardisation of SVCA methodology in TSPO PET analysis, ultimately aiming to improve replicability and comparability across study sites.
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Affiliation(s)
- Julia Schubert
- Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
| | - Matteo Tonietto
- Université Paris-Saclay, CEA, CNRS, Inserm, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France
| | - Federico Turkheimer
- Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Paolo Zanotti-Fregonara
- Molecular Imaging Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA
| | - Mattia Veronese
- Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
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16
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Positron emission tomography in multiple sclerosis - straight to the target. Nat Rev Neurol 2021; 17:663-675. [PMID: 34545219 DOI: 10.1038/s41582-021-00537-1] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/30/2021] [Indexed: 02/08/2023]
Abstract
Following the impressive progress in the treatment of relapsing-remitting multiple sclerosis (MS), the major challenge ahead is the development of treatments to prevent or delay the irreversible accumulation of clinical disability in progressive forms of the disease. The substrate of clinical progression is neuro-axonal degeneration, and a deep understanding of the mechanisms that underlie this process is a precondition for the development of therapies for progressive MS. PET imaging involves the use of radiolabelled compounds that bind to specific cellular and metabolic targets, thereby enabling direct in vivo measurement of several pathological processes. This approach can provide key insights into the clinical relevance of these processes and their chronological sequence during the disease course. In this Review, we focus on the contribution that PET is making to our understanding of extraneuronal and intraneuronal mechanisms that are involved in the pathogenesis of irreversible neuro-axonal damage in MS. We consider the major challenges with the use of PET in MS and the steps necessary to realize clinical benefits of the technique. In addition, we discuss the potential of emerging PET tracers and future applications of existing compounds to facilitate the identification of effective neuroprotective treatments for patients with MS.
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Ricigliano VAG, Morena E, Colombi A, Tonietto M, Hamzaoui M, Poirion E, Bottlaender M, Gervais P, Louapre C, Bodini B, Stankoff B. Choroid Plexus Enlargement in Inflammatory Multiple Sclerosis: 3.0-T MRI and Translocator Protein PET Evaluation. Radiology 2021; 301:166-177. [PMID: 34254858 DOI: 10.1148/radiol.2021204426] [Citation(s) in RCA: 68] [Impact Index Per Article: 22.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Background Choroid plexuses (CPs) have been suggested as a key gateway for inflammation in experimental autoimmune encephalitis, but in vivo evidence of their involvement in multiple sclerosis (MS) is lacking. Purpose To assess CP volumetric and inflammatory changes in patients with MS versus healthy control participants. Materials and Methods This was a secondary analysis of 97 patients (61 with relapsing-remitting MS [RRMS] and 36 with progressive MS) and 44 healthy control participants who participated in three prospective 3.0-T brain MRI studies between May 2009 and September 2017. A subgroup of 37 patients and 19 healthy control participants also underwent translocator protein fluorine 18 (18F)-DPA-714 PET for neuroinflammation. Relapses and disability scores were collected at baseline and over 2 years. CPs were manually segmented on three-dimensional T1-weighted images; other brain volumes were additionally segmented. Volumes were expressed as a ratio of intracranial volume. The 18F-DPA-714 distribution volume ratio was quantified in parenchymal regions, whereas standardized uptake value was used for CP inflammation. Multivariable linear regression analyses were performed to assess CP volumetric and inflammatory differences between patients with MS and healthy control participants and correlations between CP volume and lesion load, brain volumes, 18F-DPA-714 uptake, and annualized relapse rate. Results Ninety-seven patients with MS (mean age, 42 years ± 12 [standard deviation]; 49 women) and 44 healthy control participants (mean age, 39 years ± 14; 23 women) underwent MRI. Thirty-seven patients with MS and 19 healthy control participants underwent PET. CPs were 35% larger in patients with MS (mean value, 15.9 × 10-4 ± 4.5) than in healthy control participants (mean value, 11.8 × 10-4 ± 3.8; P = .004). Subgroup analysis confirmed greater CP volume in patients with RRMS (mean value, 15.5 × 10-4 ± 4.6; P = .008) than in healthy control participants. CP enlargement was greater in patients with active lesions at MRI (mean volume, 18.2 × 10-4 ± 4.9 in patients with lesions that enhanced with gadolinium vs 14.9 × 10-4 ± 4 in patients with lesions that did not enhance with gadolinium; P < .001) and correlated with white matter lesion load (r = 0.39; 95% CI: 0.20, 0.55; P < .001) and 18F-DPA-714 binding in the thalami (r = 0.44; 95% CI: 0.22, 0.72; P = .04) and normal-appearing white matter (r = 0.5; 95% CI: 0.20, 0.71; P = .005). Moreover, it correlated with annualized relapse rate in patients with RRMS (r = 0.37; 95% CI: 0.1, 0.55; P = .005). Finally, patients with MS showed 18.5% higher CP 18F-DPA-714 uptake than control participants (mean value, 0.778 ± 0.23 vs 0.635 ± 0.15, respectively; P = .01). CP volume in patients with RRMS (r = 0.57; 95% CI: 0.37, 0.73; P = .009) correlated with higher 18F-DPA-714 uptake. Conclusion Choroid plexuses (CPs) are enlarged and inflamed in patients with multiple sclerosis (MS), particularly in those with relapsing-remitting MS with inflammatory profiles; CP volumetric analysis could represent an MS imaging marker. © RSNA, 2021 EudraCT no. 2008-004174-40; clinical trial registration nos. NCT02305264 and NCT01651520 Online supplemental material is available for this article.
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Affiliation(s)
- Vito A G Ricigliano
- From the Sorbonne Université, Paris Brain Institute, Institut du Cerveau, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Paris, France (V.A.G.R., E.M., A.C., M.T., M.H., E.P., C.L., B.B., B.S.); Université Paris-Saclay, Commissariat à l'énergie atomique et aux énergies alternatives, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France (M.T., M.B., P.G.); Service d'Imagerie Médicale, Hôpital Fondation Adolphe de Rothschild, Paris, France (E.P.); Department of Neurology, Pitié-Salpêtrière Hospital, Assistance Publique des Hôpitaux de Paris, Paris, France (C.L.); and Department of Neurology, St Antoine Hospital, 184, rue du Faubourg St Antoine, Assistance Publique des Hôpitaux de Paris, 75571 Paris, France (B.B., B.S.)
| | - Emanuele Morena
- From the Sorbonne Université, Paris Brain Institute, Institut du Cerveau, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Paris, France (V.A.G.R., E.M., A.C., M.T., M.H., E.P., C.L., B.B., B.S.); Université Paris-Saclay, Commissariat à l'énergie atomique et aux énergies alternatives, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France (M.T., M.B., P.G.); Service d'Imagerie Médicale, Hôpital Fondation Adolphe de Rothschild, Paris, France (E.P.); Department of Neurology, Pitié-Salpêtrière Hospital, Assistance Publique des Hôpitaux de Paris, Paris, France (C.L.); and Department of Neurology, St Antoine Hospital, 184, rue du Faubourg St Antoine, Assistance Publique des Hôpitaux de Paris, 75571 Paris, France (B.B., B.S.)
| | - Annalisa Colombi
- From the Sorbonne Université, Paris Brain Institute, Institut du Cerveau, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Paris, France (V.A.G.R., E.M., A.C., M.T., M.H., E.P., C.L., B.B., B.S.); Université Paris-Saclay, Commissariat à l'énergie atomique et aux énergies alternatives, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France (M.T., M.B., P.G.); Service d'Imagerie Médicale, Hôpital Fondation Adolphe de Rothschild, Paris, France (E.P.); Department of Neurology, Pitié-Salpêtrière Hospital, Assistance Publique des Hôpitaux de Paris, Paris, France (C.L.); and Department of Neurology, St Antoine Hospital, 184, rue du Faubourg St Antoine, Assistance Publique des Hôpitaux de Paris, 75571 Paris, France (B.B., B.S.)
| | - Matteo Tonietto
- From the Sorbonne Université, Paris Brain Institute, Institut du Cerveau, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Paris, France (V.A.G.R., E.M., A.C., M.T., M.H., E.P., C.L., B.B., B.S.); Université Paris-Saclay, Commissariat à l'énergie atomique et aux énergies alternatives, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France (M.T., M.B., P.G.); Service d'Imagerie Médicale, Hôpital Fondation Adolphe de Rothschild, Paris, France (E.P.); Department of Neurology, Pitié-Salpêtrière Hospital, Assistance Publique des Hôpitaux de Paris, Paris, France (C.L.); and Department of Neurology, St Antoine Hospital, 184, rue du Faubourg St Antoine, Assistance Publique des Hôpitaux de Paris, 75571 Paris, France (B.B., B.S.)
| | - Mariem Hamzaoui
- From the Sorbonne Université, Paris Brain Institute, Institut du Cerveau, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Paris, France (V.A.G.R., E.M., A.C., M.T., M.H., E.P., C.L., B.B., B.S.); Université Paris-Saclay, Commissariat à l'énergie atomique et aux énergies alternatives, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France (M.T., M.B., P.G.); Service d'Imagerie Médicale, Hôpital Fondation Adolphe de Rothschild, Paris, France (E.P.); Department of Neurology, Pitié-Salpêtrière Hospital, Assistance Publique des Hôpitaux de Paris, Paris, France (C.L.); and Department of Neurology, St Antoine Hospital, 184, rue du Faubourg St Antoine, Assistance Publique des Hôpitaux de Paris, 75571 Paris, France (B.B., B.S.)
| | - Emilie Poirion
- From the Sorbonne Université, Paris Brain Institute, Institut du Cerveau, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Paris, France (V.A.G.R., E.M., A.C., M.T., M.H., E.P., C.L., B.B., B.S.); Université Paris-Saclay, Commissariat à l'énergie atomique et aux énergies alternatives, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France (M.T., M.B., P.G.); Service d'Imagerie Médicale, Hôpital Fondation Adolphe de Rothschild, Paris, France (E.P.); Department of Neurology, Pitié-Salpêtrière Hospital, Assistance Publique des Hôpitaux de Paris, Paris, France (C.L.); and Department of Neurology, St Antoine Hospital, 184, rue du Faubourg St Antoine, Assistance Publique des Hôpitaux de Paris, 75571 Paris, France (B.B., B.S.)
| | - Michel Bottlaender
- From the Sorbonne Université, Paris Brain Institute, Institut du Cerveau, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Paris, France (V.A.G.R., E.M., A.C., M.T., M.H., E.P., C.L., B.B., B.S.); Université Paris-Saclay, Commissariat à l'énergie atomique et aux énergies alternatives, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France (M.T., M.B., P.G.); Service d'Imagerie Médicale, Hôpital Fondation Adolphe de Rothschild, Paris, France (E.P.); Department of Neurology, Pitié-Salpêtrière Hospital, Assistance Publique des Hôpitaux de Paris, Paris, France (C.L.); and Department of Neurology, St Antoine Hospital, 184, rue du Faubourg St Antoine, Assistance Publique des Hôpitaux de Paris, 75571 Paris, France (B.B., B.S.)
| | - Philippe Gervais
- From the Sorbonne Université, Paris Brain Institute, Institut du Cerveau, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Paris, France (V.A.G.R., E.M., A.C., M.T., M.H., E.P., C.L., B.B., B.S.); Université Paris-Saclay, Commissariat à l'énergie atomique et aux énergies alternatives, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France (M.T., M.B., P.G.); Service d'Imagerie Médicale, Hôpital Fondation Adolphe de Rothschild, Paris, France (E.P.); Department of Neurology, Pitié-Salpêtrière Hospital, Assistance Publique des Hôpitaux de Paris, Paris, France (C.L.); and Department of Neurology, St Antoine Hospital, 184, rue du Faubourg St Antoine, Assistance Publique des Hôpitaux de Paris, 75571 Paris, France (B.B., B.S.)
| | - Céline Louapre
- From the Sorbonne Université, Paris Brain Institute, Institut du Cerveau, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Paris, France (V.A.G.R., E.M., A.C., M.T., M.H., E.P., C.L., B.B., B.S.); Université Paris-Saclay, Commissariat à l'énergie atomique et aux énergies alternatives, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France (M.T., M.B., P.G.); Service d'Imagerie Médicale, Hôpital Fondation Adolphe de Rothschild, Paris, France (E.P.); Department of Neurology, Pitié-Salpêtrière Hospital, Assistance Publique des Hôpitaux de Paris, Paris, France (C.L.); and Department of Neurology, St Antoine Hospital, 184, rue du Faubourg St Antoine, Assistance Publique des Hôpitaux de Paris, 75571 Paris, France (B.B., B.S.)
| | - Benedetta Bodini
- From the Sorbonne Université, Paris Brain Institute, Institut du Cerveau, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Paris, France (V.A.G.R., E.M., A.C., M.T., M.H., E.P., C.L., B.B., B.S.); Université Paris-Saclay, Commissariat à l'énergie atomique et aux énergies alternatives, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France (M.T., M.B., P.G.); Service d'Imagerie Médicale, Hôpital Fondation Adolphe de Rothschild, Paris, France (E.P.); Department of Neurology, Pitié-Salpêtrière Hospital, Assistance Publique des Hôpitaux de Paris, Paris, France (C.L.); and Department of Neurology, St Antoine Hospital, 184, rue du Faubourg St Antoine, Assistance Publique des Hôpitaux de Paris, 75571 Paris, France (B.B., B.S.)
| | - Bruno Stankoff
- From the Sorbonne Université, Paris Brain Institute, Institut du Cerveau, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, Paris, France (V.A.G.R., E.M., A.C., M.T., M.H., E.P., C.L., B.B., B.S.); Université Paris-Saclay, Commissariat à l'énergie atomique et aux énergies alternatives, Centre National de la Recherche Scientifique, Institut National de la Santé et de la Recherche Médicale, BioMaps, Service Hospitalier Frédéric Joliot, Orsay, France (M.T., M.B., P.G.); Service d'Imagerie Médicale, Hôpital Fondation Adolphe de Rothschild, Paris, France (E.P.); Department of Neurology, Pitié-Salpêtrière Hospital, Assistance Publique des Hôpitaux de Paris, Paris, France (C.L.); and Department of Neurology, St Antoine Hospital, 184, rue du Faubourg St Antoine, Assistance Publique des Hôpitaux de Paris, 75571 Paris, France (B.B., B.S.)
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Poirion E, Tonietto M, Lejeune FX, Ricigliano VAG, Boudot de la Motte M, Benoit C, Bera G, Kuhnast B, Bottlaender M, Bodini B, Stankoff B. Structural and Clinical Correlates of a Periventricular Gradient of Neuroinflammation in Multiple Sclerosis. Neurology 2021; 96:e1865-e1875. [PMID: 33737372 PMCID: PMC8105971 DOI: 10.1212/wnl.0000000000011700] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Accepted: 01/04/2021] [Indexed: 11/27/2022] Open
Abstract
Objectives To explore in vivo innate immune cell activation as a function of the distance from ventricular CSF in patients with multiple sclerosis (MS) using [18F]-DPA714 PET and to investigate its relationship with periventricular microstructural damage, evaluated by magnetization transfer ratio (MTR), and with trajectories of disability worsening. Methods Thirty-seven patients with MS and 19 healthy controls underwent MRI and [18F]-DPA714 TSPO dynamic PET, from which individual maps of voxels characterized by innate immune cell activation (DPA+) were generated. White matter (WM) was divided in 3-mm-thick concentric rings radiating from the ventricular surface toward the cortex, and the percentage of DPA+ voxels and mean MTR were extracted from each ring. Two-year trajectories of disability worsening were collected to identify patients with and without recent disability worsening. Results The percentage of DPA+ voxels was higher in patients compared to controls in the periventricular WM (p = 6.10e-6) and declined with increasing distance from ventricular surface, with a steeper gradient in patients compared to controls (p = 0.001). This gradient was found in both periventricular lesions and normal-appearing WM. In the total WM, it correlated with a gradient of microstructural tissue damage measured by MTR (rs = −0.65, p = 1.0e-3). Compared to clinically stable patients, patients with disability worsening were characterized by a higher percentage of DPA+ voxels in the periventricular normal-appearing WM (p = 0.025). Conclusions Our results demonstrate that in MS the innate immune cell activation predominates in periventricular regions and is associated with microstructural damage and disability worsening. This could result from the diffusion of proinflammatory CSF-derived factors into surrounding tissues.
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Affiliation(s)
- Emilie Poirion
- From the Sorbonne University (E.P., M.T., F.-X.L., V.A.G.R., M.B.d.l.M., C.B., G.B., B.B., B.S.), Paris Brain Institute; Imaging Department (E.P.), Foundation A. de Rothschild Hospital, Paris; Paris-Saclay University (M.T., B.K., M.B.), CEA, Orsay; and Assistance Publique des Hôpitaux de Paris (B.B., B.S.), France
| | - Matteo Tonietto
- From the Sorbonne University (E.P., M.T., F.-X.L., V.A.G.R., M.B.d.l.M., C.B., G.B., B.B., B.S.), Paris Brain Institute; Imaging Department (E.P.), Foundation A. de Rothschild Hospital, Paris; Paris-Saclay University (M.T., B.K., M.B.), CEA, Orsay; and Assistance Publique des Hôpitaux de Paris (B.B., B.S.), France
| | - François-Xavier Lejeune
- From the Sorbonne University (E.P., M.T., F.-X.L., V.A.G.R., M.B.d.l.M., C.B., G.B., B.B., B.S.), Paris Brain Institute; Imaging Department (E.P.), Foundation A. de Rothschild Hospital, Paris; Paris-Saclay University (M.T., B.K., M.B.), CEA, Orsay; and Assistance Publique des Hôpitaux de Paris (B.B., B.S.), France
| | - Vito A G Ricigliano
- From the Sorbonne University (E.P., M.T., F.-X.L., V.A.G.R., M.B.d.l.M., C.B., G.B., B.B., B.S.), Paris Brain Institute; Imaging Department (E.P.), Foundation A. de Rothschild Hospital, Paris; Paris-Saclay University (M.T., B.K., M.B.), CEA, Orsay; and Assistance Publique des Hôpitaux de Paris (B.B., B.S.), France
| | - Marine Boudot de la Motte
- From the Sorbonne University (E.P., M.T., F.-X.L., V.A.G.R., M.B.d.l.M., C.B., G.B., B.B., B.S.), Paris Brain Institute; Imaging Department (E.P.), Foundation A. de Rothschild Hospital, Paris; Paris-Saclay University (M.T., B.K., M.B.), CEA, Orsay; and Assistance Publique des Hôpitaux de Paris (B.B., B.S.), France
| | - Charline Benoit
- From the Sorbonne University (E.P., M.T., F.-X.L., V.A.G.R., M.B.d.l.M., C.B., G.B., B.B., B.S.), Paris Brain Institute; Imaging Department (E.P.), Foundation A. de Rothschild Hospital, Paris; Paris-Saclay University (M.T., B.K., M.B.), CEA, Orsay; and Assistance Publique des Hôpitaux de Paris (B.B., B.S.), France
| | - Géraldine Bera
- From the Sorbonne University (E.P., M.T., F.-X.L., V.A.G.R., M.B.d.l.M., C.B., G.B., B.B., B.S.), Paris Brain Institute; Imaging Department (E.P.), Foundation A. de Rothschild Hospital, Paris; Paris-Saclay University (M.T., B.K., M.B.), CEA, Orsay; and Assistance Publique des Hôpitaux de Paris (B.B., B.S.), France
| | - Bertrand Kuhnast
- From the Sorbonne University (E.P., M.T., F.-X.L., V.A.G.R., M.B.d.l.M., C.B., G.B., B.B., B.S.), Paris Brain Institute; Imaging Department (E.P.), Foundation A. de Rothschild Hospital, Paris; Paris-Saclay University (M.T., B.K., M.B.), CEA, Orsay; and Assistance Publique des Hôpitaux de Paris (B.B., B.S.), France
| | - Michel Bottlaender
- From the Sorbonne University (E.P., M.T., F.-X.L., V.A.G.R., M.B.d.l.M., C.B., G.B., B.B., B.S.), Paris Brain Institute; Imaging Department (E.P.), Foundation A. de Rothschild Hospital, Paris; Paris-Saclay University (M.T., B.K., M.B.), CEA, Orsay; and Assistance Publique des Hôpitaux de Paris (B.B., B.S.), France
| | - Benedetta Bodini
- From the Sorbonne University (E.P., M.T., F.-X.L., V.A.G.R., M.B.d.l.M., C.B., G.B., B.B., B.S.), Paris Brain Institute; Imaging Department (E.P.), Foundation A. de Rothschild Hospital, Paris; Paris-Saclay University (M.T., B.K., M.B.), CEA, Orsay; and Assistance Publique des Hôpitaux de Paris (B.B., B.S.), France
| | - Bruno Stankoff
- From the Sorbonne University (E.P., M.T., F.-X.L., V.A.G.R., M.B.d.l.M., C.B., G.B., B.B., B.S.), Paris Brain Institute; Imaging Department (E.P.), Foundation A. de Rothschild Hospital, Paris; Paris-Saclay University (M.T., B.K., M.B.), CEA, Orsay; and Assistance Publique des Hôpitaux de Paris (B.B., B.S.), France.
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19
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Kreisl WC, Kim MJ, Coughlin JM, Henter ID, Owen DR, Innis RB. PET imaging of neuroinflammation in neurological disorders. Lancet Neurol 2020; 19:940-950. [PMID: 33098803 PMCID: PMC7912433 DOI: 10.1016/s1474-4422(20)30346-x] [Citation(s) in RCA: 109] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Revised: 08/06/2020] [Accepted: 08/21/2020] [Indexed: 12/11/2022]
Abstract
A growing need exists for reliable in-vivo measurement of neuroinflammation to better characterise the inflammatory processes underlying various diseases and to inform the development of novel therapeutics that target deleterious glial activity. PET is well suited to quantify neuroinflammation and has the potential to discriminate components of the neuroimmune response. However, there are several obstacles to the reliable quantification of neuroinflammation by PET imaging. Despite these challenges, PET studies have consistently identified associations between neuroimmune responses and pathophysiology in brain disorders such as Alzheimer's disease. Tissue studies have also begun to clarify the meaning of changes in PET signal in some diseases. Furthermore, although PET imaging of neuroinflammation does not have an established clinical application, novel targets are under investigation and a small but growing number of studies have suggested that this imaging modality could have a role in drug development. Future studies are needed to further improve our knowledge of the cellular mechanisms that underlie changes in PET signal, how immune response contributes to neurological disease, and how it might be therapeutically modified.
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Affiliation(s)
- William C Kreisl
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University, New York, NY, USA
| | - Min-Jeong Kim
- Molecular Imaging Branch, National Institute of Mental Health, Bethesda, MD, USA
| | - Jennifer M Coughlin
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Ioline D Henter
- Molecular Imaging Branch, National Institute of Mental Health, Bethesda, MD, USA
| | - David R Owen
- Department of Brain Sciences, Imperial College London, London, UK
| | - Robert B Innis
- Molecular Imaging Branch, National Institute of Mental Health, Bethesda, MD, USA.
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20
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Moccia M, Annovazzi P, Buscarinu MC, Calabrese M, Cavalla P, Cordioli C, Di Filippo M, Ferraro D, Gajofatto A, Gallo A, Lanzillo R, Laroni A, Lorefice L, Mallucchi S, Nociti V, Paolicelli D, Pinardi F, Prosperini L, Radaelli M, Ragonese P, Tomassini V, Tortorella C, Cocco E, Gasperini C, Solaro C. Harmonization of real-world studies in multiple sclerosis: Retrospective analysis from the rirems group. Mult Scler Relat Disord 2020; 45:102394. [PMID: 32683308 DOI: 10.1016/j.msard.2020.102394] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Revised: 06/25/2020] [Accepted: 07/11/2020] [Indexed: 12/29/2022]
Abstract
BACKGROUND Worldwide multiple sclerosis (MS) centers have coordinated their efforts to use data acquired in clinical practice for real-world observational studies. In this retrospective study, we aim to harmonize outcome measures, and to evaluate their heterogeneity within the Rising Italian Researchers in MS (RIReMS) study group. METHODS RIReMS members filled in a structured questionnaire evaluating the use of different outcome measures in clinical practice. Thereafter, thirty-four already-published papers from RIReMS centers were used for heterogeneity analyses, using the DerSimonian and Laird random-effects method to compute the between-study variance (τ2). RESULTS Based on questionnaire results, we defined basic modules for diagnosis and follow-up, consisting of outcome measures recorded by all participating centers at the time of diagnosis, and, then, at least annually; we also defined more detailed/optional modules, with outcome measures recorded less frequently and/or in the presence of specific clinical indications. Looking at heterogeneity, we found 5-year variance in age at onset (ES=27.34; 95%CI=26.18, 28.49; p<0.01; τ2=4.76), and 7% in female percent (ES=66.42; 95%CI=63.08, 69.76; p<0.01; τ2=7.15). EDSS variance was 0.2 in studies including patients with average age <36.1 years (ES=1.96; 95%CI=1.69, 2.24; p<0.01; τ2=0.19), or from 36.8 to 41.1 years (ES=2.70; 95%CI=2.39, 3.01; p<0.01; τ2=0.18), but increased to 3 in studies including patients aged >41.4 years (ES=4.37; 95%CI=3.40, 5.35; p<0.01; τ2=2.96). The lowest variance of relapse rate was found in studies with follow-up duration ≤2 years (ES=9.07; 95%CI=5.21, 12.93; p = 0.02; τ2=5.53), whilst the lowest variance in EDSS progression was found in studies with follow-up duration >2 years (ES=5.41; 95%CI=3.22, 7.60; p = 0.02; τ2=1.00). DISCUSSION We suggest common sets of biomarkers to be acquired in clinical practice, that can be used for research purposes. Also, we provide researchers with specific indications for improving inclusion criteria and data analysis, ultimately allowing data harmonization and high-quality collaborative studies.
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Affiliation(s)
- Marcello Moccia
- MS Clinical Care and Research Centre, Department of Neuroscience, Federico II University of Naples, Italy.
| | | | - Maria Chiara Buscarinu
- Department of Neurosciences, Mental Health and Sensory Organs, Sapienza University, Rome, Italy
| | | | - Paola Cavalla
- MS Center, Department of Neurosciences and Mental Health, AOU City of Health & Science University Hospital, Turin, Italy
| | - Cinzia Cordioli
- Multiple Sclerosis Center, ASST Spedali Civili di Brescia, Brescia, Italy
| | | | - Diana Ferraro
- Department of Biomedical, Metabolic and Neurosciences, University of Modena and Reggio Emilia, Italy
| | - Alberto Gajofatto
- Department of Neuroscience, Biomedicine and Movement, University of Verona, Italy
| | - Antonio Gallo
- Department of Advanced Medical and Surgical Sciences, University of Campania "L. Vanvitelli", Naples, Italy
| | - Roberta Lanzillo
- MS Clinical Care and Research Centre, Department of Neuroscience, Federico II University of Naples, Italy
| | - Alice Laroni
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health and Center of Excellence for Biomedical Research (CEBR), University of Genova, Italy; IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Lorena Lorefice
- Department of Medical Sciences and Public Health, University of Cagliari, Italy
| | - Simona Mallucchi
- Multiple Sclerosis Centre, San Luigi Gonzaga Hospital, Orbassano, Turin, Italy
| | - Viviana Nociti
- Multiple Sclerosis Center, Fondazione Policlinico Universitario 'A. Gemelli' IRCCS, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Damiano Paolicelli
- Department of Basic Medical Sciences, Neuroscience and Sense Organs, University of Bari, Italy
| | | | - Luca Prosperini
- Department of Neurosciences, Ospedale San Camillo Forlanini, Rome, Italy
| | - Marta Radaelli
- Department of Neurology, San Raffaele Hospital, Milan, Italy
| | - Paolo Ragonese
- Department of Biomedicine Neurosciences and advanced Diagnostic (BiND), University of Palermo, Italy
| | - Valentina Tomassini
- Institute for Biomedical Technologies (ITAB), Department of Neurosciences, Imaging and Clinical Sciences, University of Chieti-Pescara "G. d'Annunzio", Chieti, Italy; MS Centre, Neurology Unit, SS. Annunziata University Hospital, Chieti, Italy; Institute of Psychological Medicine and Clinical Neurosciences, Cardiff University School of Medicine, United Kingdom
| | - Carla Tortorella
- Department of Neurosciences, Ospedale San Camillo Forlanini, Rome, Italy
| | - Eleonora Cocco
- Department of Medical Sciences and Public Health, University of Cagliari, Italy
| | - Claudio Gasperini
- Department of Neurosciences, Ospedale San Camillo Forlanini, Rome, Italy
| | - Claudio Solaro
- Rehabilitation Department, Mons. L. Novarese, Moncrivello, Vercelli, Italy
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