11 results on '"Ambica Mehndiratta"'
Search Results
2. In Vivo And Ex Vivo Characterization Of Meningeal Translocator Protein Expression In Multiple Sclerosis (S9.010)
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Elena Herranz, Constantina Andrada Treaba, Valeria Barletta, Ambica Mehndiratta, Russell Ouellette, Eric Klawiter, Jacob Sloane, Carolina Ionete, Suma Babu, Marco Loggia, Jacob Hooker, Revere Kinkel, Roberta Magliozzi, and Caterina Mainero
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- 2023
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3. An Interpretable Machine Learning Model to Predict Cortical Atrophy in Multiple Sclerosis
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Allegra Conti, Constantina Andrada Treaba, Ambica Mehndiratta, Valeria Teresa Barletta, Caterina Mainero, and Nicola Toschi
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machine learning ,rim lesions ,leukocortical lesions ,General Neuroscience ,explainability ,Settore FIS/07 ,cortical atrophy ,multiple sclerosis - Abstract
To date, the relationship between central hallmarks of multiple sclerosis (MS), such as white matter (WM)/cortical demyelinated lesions and cortical gray matter atrophy, remains unclear. We investigated the interplay between cortical atrophy and individual lesion-type patterns that have recently emerged as new radiological markers of MS disease progression. We employed a machine learning model to predict mean cortical thinning in whole-brain and single hemispheres in 150 cortical regions using demographic and lesion-related characteristics, evaluated via an ultrahigh field (7 Tesla) MRI. We found that (i) volume and rimless (i.e., without a “rim” of iron-laden immune cells) WM lesions, patient age, and volume of intracortical lesions have the most predictive power; (ii) WM lesions are more important for prediction when their load is small, while cortical lesion load becomes more important as it increases; (iii) WM lesions play a greater role in the progression of atrophy during the latest stages of the disease. Our results highlight the intricacy of MS pathology across the whole brain. In turn, this calls for multivariate statistical analyses and mechanistic modeling techniques to understand the etiopathogenesis of lesions.
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- 2023
4. The relevance of multiple sclerosis cortical lesions on cortical thinning and their clinical impact as assessed by 7.0-T MRI
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Ambica Mehndiratta, Jacob A. Sloane, Revere P. Kinkel, Elena Herranz, Eric C. Klawiter, Constantina A. Treaba, Valeria Barletta, Russell Ouellette, and Caterina Mainero
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medicine.medical_specialty ,Pathology ,Neurology ,Expanded Disability Status Scale ,Neurological disability ,business.industry ,Multiple sclerosis ,Cortical thinning ,White matter lesion ,medicine.disease ,03 medical and health sciences ,0302 clinical medicine ,Cortical lesion ,medicine ,030212 general & internal medicine ,Neurology (clinical) ,business ,030217 neurology & neurosurgery ,Neuroradiology - Abstract
This study aimed to investigate at 7.0-T MRI a) the role of multiple sclerosis (MS) cortical lesions in cortical tissue loss b) their relation to neurological disability. In 76 relapsing remitting and 26 secondary progressive MS patients (N = 102) and 56 healthy subjects 7.0-T T2*-weighted images were acquired for lesion segmentation; 3.0-T T1-weighted structural scans for cortical surface reconstruction/cortical thickness estimation. Patients were dichotomized based on the median cortical lesion volume in low and high cortical lesion load groups that differed by age, MS phenotype and degree of neurological disability. Group differences in cortical thickness were tested on reconstructed cortical surface. Patients were evaluated clinically by means of the Expanded Disability Status Scale (EDSS). Cortical lesions were detected in 96% of patients. White matter lesion load was greater in the high than in the low cortical lesion load MS group (p = 0.01). Both MS groups disclosed clusters (prevalently parietal) of cortical thinning relative to healthy subjects, though these regions did not show the highest cortical lesion density, which predominantly involved frontal regions. Cortical thickness decreased on average by 0.37 mm, (p = 0.002) in MS patients for each unit standard deviation change in white matter lesion volume. The odds of having a higher EDSS were associated with cortical lesion volume (1.78, p = 0.01) and disease duration (1.15, p
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- 2021
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5. A translational MRI approach to validate acute axonal damage detection
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Nicola Toschi, Antonio Cerdán Cerdá, Constantina A Treaba, Valeria Barletta, Elena Herranz, Ambica Mehndiratta, Caterina Mainero, and Silvia De Santis
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Axonal degeneration is a central pathological feature of neurodegenerative pathologies and is closely associated with irreversible clinical disability. Current noninvasive methods to detect axonal damage in vivo are limited in their specificity, clinical applicability, and lack of proper validation. We aimed to validate an MRI framework based on multicompartment modeling of the diffusion-weighted signal (AxCaliber) in rats in the presence of axonal pathology, achieved through injection of a neurotoxin damaging the neuronal terminal of axons. We then applied the same MRI protocol to map axonal integrity in the whole brain of multiple sclerosis relapsing-remitting patients and age-matched healthy controls, a pathology associated with a neurodegenerative component.AxCaliber is sensitive to microstructural axonal damage in rats, as demonstrated by a significant increase in the mean axonal caliber along the target tract, which correlated with the neurotoxin neurofilament staining. In humans, we uncovered a diffuse increase in mean axonal caliber in multiple sclerosis lesions and, importantly, in most areas of the normal-appearing white matter. Our results demonstrate that axonal diameter mapping is a sensitive and specific imaging biomarker able to link noninvasive imaging contrasts with the underlying biological substrate, supporting the key role of generalized axonal damage useful in diseases such as multiple sclerosis.
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- 2022
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6. Evidence of diffuse cerebellar neuroinflammation in multiple sclerosis by 11C-PBR28 MR-PET
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Russell Ouellette, Caterina Mainero, Elena Herranz, Eric C. Klawiter, Carolina Ionete, Sloane A Jacob, Ambica Mehndiratta, Marco L. Loggia, Valeria Barletta, and Costantina A Treaba
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Adult ,Male ,Cerebellum ,Pathology ,medicine.medical_specialty ,Multiple Sclerosis ,Neuroimaging ,Multimodal Imaging ,Article ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,In vivo ,Humans ,Medicine ,11c pbr28 ,Neuroinflammation ,Inflammation ,Microglia ,medicine.diagnostic_test ,microglia ,MR-PET ,neuroinflammation ,business.industry ,Multiple sclerosis ,Middle Aged ,medicine.disease ,Magnetic Resonance Imaging ,White Matter ,Pyrimidines ,medicine.anatomical_structure ,Neurology ,Positron emission tomography ,Positron-Emission Tomography ,Female ,Neurology (clinical) ,business ,030217 neurology & neurosurgery - Abstract
Background: Activated microglia, which can be detected in vivo by 11C-PBR28 positron emission tomography (PET), represent a main component of MS pathology in the brain. Their role in the cerebellum is still unexplored, although cerebellar involvement in MS is frequent and accounts for disability progression. Objectives: We aimed at characterizing cerebellar neuroinflammation in MS patients compared to healthy subjects by combining 11C-PBR28 MRI-Positron Emission Tomography (MR-PET) with 7 Tesla (T) MRI and assessing its relationship with brain neuroinflammation and clinical outcome measures. Methods: Twenty-eight MS patients and 16 healthy controls underwent 11C-PBR28 MR-PET to measure microglia activation in normal appearing cerebellum and lesions segmented from 7 T scans. Patients were evaluated using the Expanded Disability Status Scale and Symbol Digit Modalities Test. 11C-PBR28 binding was assessed in regions of interest using 60–90 minutes standardized uptake values normalized by a pseudo-reference region in the brain normal appearing white matter. Multilinear regression was used to compare tracer uptake in MS and healthy controls and assess correlations with clinical scores. Results: In all cerebellar regions examined, MS patients showed abnormally increased tracer uptake, which correlated with cognitive and neurological disability. Conclusion: Neuroinflammation is widespread in the cerebellum of patients with MS and related to neurological disability and cognitive impairment.
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- 2019
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7. Quantitative 7-Tesla Imaging of Cortical Myelin Changes in Early Multiple Sclerosis
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Valeria Barletta, Elena Herranz, Constantina A. Treaba, Ambica Mehndiratta, Russell Ouellette, Gabriel Mangeat, Tobias Granberg, Jacob A. Sloane, Eric C. Klawiter, Julien Cohen-Adad, and Caterina Mainero
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early multiple sclerosis ,medicine.medical_specialty ,Pathology ,Neurite ,education ,quantitative MRI ,Myelin ,Cortex (anatomy) ,medicine ,Effects of sleep deprivation on cognitive performance ,Remyelination ,RC346-429 ,Original Research ,NODDI ,business.industry ,Multiple sclerosis ,cortical remyelination ,medicine.disease ,Cortical map ,medicine.anatomical_structure ,Neurology ,Histopathology ,Neurology. Diseases of the nervous system ,Neurology (clinical) ,business ,cortical demyelination - Abstract
Cortical demyelination occurs early in multiple sclerosis (MS) and relates to disease outcome. The brain cortex has endogenous propensity for remyelination as proven from histopathology study. In this study, we aimed at characterizing cortical microstructural abnormalities related to myelin content by applying a novel quantitative MRI technique in early MS. A combined myelin estimation (CME) cortical map was obtained from quantitative 7-Tesla (7T) T2* and T1 acquisitions in 25 patients with early MS and 19 healthy volunteers. Cortical lesions in MS patients were classified based on their myelin content by comparison with CME values in healthy controls as demyelinated, partially demyelinated, or non-demyelinated. At follow-up, we registered changes in cortical lesions as increased, decreased, or stable CME. Vertex-wise analysis compared cortical CME in the normal-appearing cortex in 25 MS patients vs. 19 healthy controls at baseline and investigated longitudinal changes at 1 year in 10 MS patients. Measurements from the neurite orientation dispersion and density imaging (NODDI) diffusion model were obtained to account for cortical neurite/dendrite loss at baseline and follow-up. Finally, CME maps were correlated with clinical metrics. CME was overall low in cortical lesions (p = 0.03) and several normal-appearing cortical areas (p < 0.05) in the absence of NODDI abnormalities. Individual cortical lesion analysis revealed, however, heterogeneous CME patterns from extensive to partial or absent demyelination. At follow-up, CME overall decreased in cortical lesions and non-lesioned cortex, with few areas showing an increase (p < 0.05). Cortical CME maps correlated with processing speed in several areas across the cortex. In conclusion, CME allows detection of cortical microstructural changes related to coexisting demyelination and remyelination since the early phases of MS, and shows to be more sensitive than NODDI and relates to cognitive performance.
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- 2021
8. Cortical and phase rim lesions on 7 T MRI as markers of multiple sclerosis disease progression
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Elena Herranz, Andrew W. Russo, Ambica Mehndiratta, Allegra Conti, Revere P. Kinkel, Caterina Mainero, Nicola Toschi, Jacob A. Sloane, Eric C. Klawiter, Valeria Barletta, and Constantina A. Treaba
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phase rim lesions ,0301 basic medicine ,Pathology ,medicine.medical_specialty ,cortical lesions ,multiple sclerosis ,White matter ,Lesion ,03 medical and health sciences ,0302 clinical medicine ,Cerebrospinal fluid ,Medicine ,Stage (cooking) ,Expanded Disability Status Scale ,medicine.diagnostic_test ,AcademicSubjects/SCI01870 ,business.industry ,Multiple sclerosis ,Settore FIS/07 ,General Engineering ,Magnetic resonance imaging ,medicine.disease ,Hyperintensity ,machine learning ,030104 developmental biology ,medicine.anatomical_structure ,Original Article ,AcademicSubjects/MED00310 ,medicine.symptom ,business ,030217 neurology & neurosurgery ,MRI - Abstract
In multiple sclerosis, individual lesion-type patterns on magnetic resonance imaging might be valuable for predicting clinical outcome and monitoring treatment effects. Neuropathological and imaging studies consistently show that cortical lesions contribute to disease progression. The presence of chronic active white matter lesions harbouring a paramagnetic rim on susceptibility-weighted magnetic resonance imaging has also been associated with an aggressive form of multiple sclerosis. It is, however, still uncertain how these two types of lesions relate to each other, or which one plays a greater role in disability progression. In this prospective, longitudinal study in 100 multiple sclerosis patients (74 relapsing-remitting, 26 secondary progressive), we used ultra-high field 7-T susceptibility imaging to characterize cortical and rim lesion presence and evolution. Clinical evaluations were obtained over a mean period of 3.2 years in 71 patients, 46 of which had a follow-up magnetic resonance imaging. At baseline, cortical and rim lesions were identified in 96% and 63% of patients, respectively. Rim lesion prevalence was similar across disease stages. Patients with rim lesions had higher cortical and overall white matter lesion load than subjects without rim lesions (P = 0.018–0.05). Altogether, cortical lesions increased by both count and volume (P = 0.004) over time, while rim lesions expanded their volume (P = 0.023) whilst lacking new rim lesions; rimless white matter lesions increased their count but decreased their volume (P = 0.016). We used a modern machine learning algorithm based on extreme gradient boosting techniques to assess the cumulative power as well as the individual importance of cortical and rim lesion types in predicting disease stage and disability progression, alongside with more traditional imaging markers. The most influential imaging features that discriminated between multiple sclerosis stages (area under the curve±standard deviation = 0.82 ± 0.08) included, as expected, the normalized white matter and thalamic volume, white matter lesion volume, but also leukocortical lesion volume. Subarachnoid cerebrospinal fluid and leukocortical lesion volumes, along with rim lesion volume were the most important predictors of Expanded Disability Status Scale progression (area under the curve±standard deviation = 0.69 ± 0.12). Taken together, these results indicate that while cortical lesions are extremely frequent in multiple sclerosis, rim lesion development occurs only in a subset of patients. Both, however, persist over time and relate to disease progression. Their combined assessment is needed to improve the ability of identifying multiple sclerosis patients at risk of progressing disease., The study by Treaba et al. investigates the contribution of cortical and susceptibility rim lesions at 7-T on disease burden and progression in multiple sclerosis using modern machine learning algorithms. While longitudinal lesion accumulation predominates for the cortical over the rim lesion type, both types are associated with disability progression., Graphical Abstract Graphical Abstract
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- 2021
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9. The relevance of multiple sclerosis cortical lesions on cortical thinning and their clinical impact as assessed by 7.0-T MRI
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Constantina A, Treaba, Elena, Herranz, Valeria T, Barletta, Ambica, Mehndiratta, Russell, Ouellette, Jacob A, Sloane, Eric C, Klawiter, Revere P, Kinkel, and Caterina, Mainero
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Multiple Sclerosis ,Multiple Sclerosis, Relapsing-Remitting ,Humans ,Cerebral Cortical Thinning ,Multiple Sclerosis, Chronic Progressive ,Magnetic Resonance Imaging ,White Matter - Abstract
This study aimed to investigate at 7.0-T MRI a) the role of multiple sclerosis (MS) cortical lesions in cortical tissue loss b) their relation to neurological disability.In 76 relapsing remitting and 26 secondary progressive MS patients (N = 102) and 56 healthy subjects 7.0-T TCortical lesions were detected in 96% of patients. White matter lesion load was greater in the high than in the low cortical lesion load MS group (p = 0.01). Both MS groups disclosed clusters (prevalently parietal) of cortical thinning relative to healthy subjects, though these regions did not show the highest cortical lesion density, which predominantly involved frontal regions. Cortical thickness decreased on average by 0.37 mm, (p = 0.002) in MS patients for each unit standard deviation change in white matter lesion volume. The odds of having a higher EDSS were associated with cortical lesion volume (1.78, p = 0.01) and disease duration (1.15, p 0.001).Cortical thinning in MS is not directly related to cortical lesion load but rather with white matter lesion volume. Neurological disability in MS is better explained by cortical lesion volume assessment.
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- 2020
10. Whole brain in vivo axonal diameter mapping in multiple sclerosis
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Caterina Mainero, Nicola Toschi, Valeria Barletta, Elena Herranz, Ambica Mehndiratta, Silvia De Santis, and Constantina A. Treaba
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Multiple Sclerosis ,Population ,Axonal loss ,030218 nuclear medicine & medical imaging ,White matter ,03 medical and health sciences ,0302 clinical medicine ,In vivo ,medicine ,Humans ,Diffusion (business) ,education ,education.field_of_study ,Brain Mapping ,axons ,brain ,brain mapping ,diffusion magnetic resonance imaging ,humans ,multiple sclerosis ,Chemistry ,Multiple sclerosis ,Settore FIS/07 ,Brain ,medicine.disease ,Axons ,medicine.anatomical_structure ,Diffusion Magnetic Resonance Imaging ,Biomarker (medicine) ,Neuroscience ,030217 neurology & neurosurgery ,Diffusion MRI - Abstract
Traditional techniques based on diffusion MR imaging suffer from extremely low specificity in separating disease-related alterations in white matter microstructure, which can involve multiple phenomena including axonal loss, demyelination and changes in axonal size. Multi-shell diffusion MRI is able to greatly increase specificity by concomitantly exploring multiple diffusion timescales. If multi-shell acquisition is combined with an exploration of different diffusion times, diffusion data allows the estimation of sophisticated compartmental models, which provide greatly enhanced specificity to the presence of different tissue sub-compartments, as well as estimates of intra-voxel axonal diameter distributions. In this paper, we apply a multiple-b-value, high angular resolution multi-shell diffusion MRI protocol with varying diffusion times to a cohort of multiple sclerosis (MS) patients and compare them to a population of healthy controls. By fitting the AxCaliber model, we are able to extract indices for axonal diameter across the whole brain. We show that MS is associated with widespread increases of axonal diameter and that our axonal diameter estimation provides the highest discrimination power for local alterations in normal-appearing white matter in MS compared to controls. AxCaliber has the potential to disentangle microstructural alterations in MS and holds great promises to become a sensitive and specific non-invasive biomarker of irreversible disease progression.
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- 2019
11. 7 T imaging reveals a gradient in spinal cord lesion distribution in multiple sclerosis
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Russell Ouellette, Caterina Mainero, Shahamat Tauhid, Tobias Granberg, Rohit Bakshi, Ambica Mehndiratta, Benjamin De Leener, Eric C. Klawiter, Fawad Yousuf, Valeria Barletta, Elena Herranz, Jacob A. Sloane, Sarah M Dupont, Julien Cohen-Adad, and Constantina A. Treaba
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0301 basic medicine ,Adult ,Male ,Pathology ,medicine.medical_specialty ,Grey matter ,Ventricular system ,White matter ,Lesion ,03 medical and health sciences ,0302 clinical medicine ,Multiple Sclerosis, Relapsing-Remitting ,medicine ,Humans ,10. No inequality ,Expanded Disability Status Scale ,business.industry ,Multiple sclerosis ,Cervical Cord ,Original Articles ,Middle Aged ,Multiple Sclerosis, Chronic Progressive ,Spinal cord ,medicine.disease ,Magnetic Resonance Imaging ,Hyperintensity ,030104 developmental biology ,medicine.anatomical_structure ,Female ,Neurology (clinical) ,medicine.symptom ,business ,030217 neurology & neurosurgery - Abstract
We used 7 T MRI to: (i) characterize the grey and white matter pathology in the cervical spinal cord of patients with early relapsing-remitting and secondary progressive multiple sclerosis; (ii) assess the spinal cord lesion spatial distribution and the hypothesis of an outside-in pathological process possibly driven by CSF-mediated immune cytotoxic factors; and (iii) evaluate the association of spinal cord pathology with brain burden and its contribution to neurological disability. We prospectively recruited 20 relapsing-remitting, 15 secondary progressive multiple sclerosis participants and 11 age-matched healthy control subjects to undergo 7 T imaging of the cervical spinal cord and brain as well as conventional 3 T brain acquisition. Cervical spinal cord imaging at 7 T was used to segment grey and white matter, including lesions therein. Brain imaging at 7 T was used to segment cortical and white matter lesions and 3 T imaging for cortical thickness estimation. Cervical spinal cord lesions were mapped voxel-wise as a function of distance from the inner central canal CSF pool to the outer subpial surface. Similarly, brain white matter lesions were mapped voxel-wise as a function of distance from the ventricular system. Subjects with relapsing-remitting multiple sclerosis showed a greater predominance of spinal cord lesions nearer the outer subpial surface compared to secondary progressive cases. Inversely, secondary progressive participants presented with more centrally located lesions. Within the brain, there was a strong gradient of lesion formation nearest the ventricular system that was most evident in participants with secondary progressive multiple sclerosis. Lesion fractions within the spinal cord grey and white matter were related to the lesion fraction in cerebral white matter. Cortical thinning was the primary determinant of the Expanded Disability Status Scale, white matter lesion fractions in the spinal cord and brain of the 9-Hole Peg Test and cortical thickness and spinal cord grey matter cross-sectional area of the Timed 25-Foot Walk. Spinal cord lesions were localized nearest the subpial surfaces for those with relapsing-remitting and the central canal CSF surface in progressive disease, possibly implying CSF-mediated pathogenic mechanisms in lesion development that may differ between multiple sclerosis subtypes. These findings show that spinal cord lesions involve both grey and white matter from the early multiple sclerosis stages and occur mostly independent from brain pathology. Despite the prevalence of cervical spinal cord lesions and atrophy, brain pathology seems more strongly related to physical disability as measured by the Expanded Disability Status Scale.
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