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Peruzzo D, Ciceri T, Mascheretti S, Lampis V, Arrigoni F, Agarwal N, Giubergia A, Villa FM, Crippa A, Nobile M, Mani E, Russo A, D'Angelo MG. Brain Alteration Patterns in Children with Duchenne Muscular Dystrophy: A Machine Learning Approach to Magnetic Resonance Imaging. J Neuromuscul Dis 2024:JND230075. [PMID: 38578898 DOI: 10.3233/jnd-230075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2024]
Abstract
Background Duchenne Muscular Dystrophy (DMD) is a genetic disease in which lack of the dystrophin protein causes progressive muscular weakness, cardiomyopathy and respiratory insufficiency. DMD is often associated with other cognitive and behavioral impairments, however the correlation of abnormal dystrophin expression in the central nervous system with brain structure and functioning remains still unclear. Objective To investigate brain involvement in patients with DMD through a multimodal and multivariate approach accounting for potential comorbidities. Methods We acquired T1-weighted and Diffusion Tensor Imaging data from 18 patients with DMD and 18 age- and sex-matched controls with similar cognitive and behavioral profiles. Cortical thickness, structure volume, fractional anisotropy and mean diffusivity measures were used in a multivariate analysis performed using a Support Vector Machine classifier accounting for potential comorbidities in patients and controls. Results the classification experiment significantly discriminates between the two populations (97.2% accuracy) and the forward model weights showed that DMD mostly affects the microstructural integrity of long fiber bundles, in particular in the cerebellar peduncles (bilaterally), in the posterior thalamic radiation (bilaterally), in the fornix and in the medial lemniscus (bilaterally). We also reported a reduced cortical thickness, mainly in the motor cortex, cingulate cortex, hippocampal area and insula. Conclusions Our study identified a small pattern of alterations in the CNS likely associated with the DMD diagnosis.
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Affiliation(s)
- Denis Peruzzo
- Neuroimaging Unit,Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
| | - Tommaso Ciceri
- Neuroimaging Unit,Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
| | - Sara Mascheretti
- Child Psychopathology Unit,Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
- Department of Brain and Behavioral Sciences, University of Pavia, Pavia (PV), Italy
| | - Valentina Lampis
- Child Psychopathology Unit,Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
- Department of Brain and Behavioral Sciences, University of Pavia, Pavia (PV), Italy
| | - Filippo Arrigoni
- Neuroimaging Unit,Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
- Paediatric Radiology and Neuroradiology Department, V. Buzzi Children's Hospital, Milan, Italy
| | - Nivedita Agarwal
- Diagnostic Imaging and Neuroradiology Unit, Scientific Institute IRCCS Eugenio Medea, Bosisio Parini, Italy
| | - Alice Giubergia
- Neuroimaging Unit,Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
| | - Filippo Maria Villa
- Child Psychopathology Unit,Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
| | - Alessandro Crippa
- Child Psychopathology Unit,Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
| | - Maria Nobile
- Child Psychopathology Unit,Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
| | - Elisa Mani
- Child Psychopathology Unit,Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
| | - Annamaria Russo
- Unit of Rehabilitation of Rare Diseases of the Central and Peripheral Nervous System, Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
| | - Maria Grazia D'Angelo
- Unit of Rehabilitation of Rare Diseases of the Central and Peripheral Nervous System, Scientific Institute, IRCCS Eugenio Medea, Bosisio Parini, Italy
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2
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Li R, Li Q, Chu X, Li L, Li X, Li J, Yang Z, Xu M, Luo C, Zhang K. Role of cerebellar cortex in associative learning and memory in guinea pigs. Open Life Sci 2022; 17:1208-1216. [PMID: 36185409 PMCID: PMC9482424 DOI: 10.1515/biol-2022-0471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2021] [Revised: 06/23/2022] [Accepted: 06/24/2022] [Indexed: 11/16/2022] Open
Abstract
Time-related cognitive function refers to the capacity of the brain to store, extract, and process specific information. Previous studies demonstrated that the cerebellar cortex participates in advanced cognitive functions, but the role of the cerebellar cortex in cognitive functions is unclear. We established a behavioral model using classical eyeblink conditioning to study the role of the cerebellar cortex in associative learning and memory and the underlying mechanisms. We performed an investigation to determine whether eyeblink conditioning could be established by placing the stimulating electrode in the middle cerebellar peduncle. Behavior training was performed using a microcurrent pulse as a conditioned stimulus to stimulate the middle cerebellar peduncle and corneal blow as an unconditioned stimulus. After 10 consecutive days of training, a conditioned response was successfully achieved in the Delay, Trace-200-ms, and Trace-300-ms groups of guinea pigs, with acquisition rates of >60%, but the Trace-400-ms and control groups did not achieve a conditioned stimulus-related blink conditioned response. It could be a good model for studying the function of the cerebellum during the establishment of eyeblink conditioning.
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Affiliation(s)
- Rui Li
- Department of Traditional Chinese Medicine, Guizhou Provincial People's Hospital, Zhongshan East Road 83, Guiyang 550001, Guizhou, China
| | - Qi Li
- Department of Rehabilitation Medicine, Tianjin Hospital Tianjin University, Jiefang South Road 406, Tianjin 300211, Tianjin, China.,Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin 300072, Tianjin, China
| | - Xiaolei Chu
- Department of Rehabilitation Medicine, Tianjin Hospital Tianjin University, Jiefang South Road 406, Tianjin 300211, Tianjin, China
| | - Lan Li
- Department of Clinical Laboratory, Guizhou Provincial People's Hospital, Zhongshan East Road 83, Guiyang 550001, Guizhou, China
| | - Xiaoyi Li
- Department of Neuroelectrophysiology, Guizhou Provincial People's Hospital, Zhongshan East Road 83, Guiyang 550001, Guizhou, China
| | - Juan Li
- Department of Using Quality Management, Guizhou Provincial People's Hospital, Zhongshan East Road 83, Guiyang 550001, Guizhou, China
| | - Zhen Yang
- Department of Orthopedics, Guizhou Provincial People's Hospital, Zhongshan East Road 83, Guiyang 550001, Guizhou, China
| | - Mingjing Xu
- Department of Rehabilitation, Guizhou Provincial People's Hospital, Zhongshan East Road 83, Guiyang 550001, Guizhou, China
| | - Changlu Luo
- Department of Rehabilitation, Guizhou Provincial People's Hospital, Zhongshan East Road 83, Guiyang 550001, Guizhou, China
| | - Kui Zhang
- Department of Traditional Chinese Medicine, Guizhou Provincial People's Hospital, Zhongshan East Road 83, Guiyang 550001, Guizhou, China
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Neuropsychological and behavioral profile in a cohort of Becker Muscular Dystrophy pediatric patients. Neuromuscul Disord 2022; 32:736-742. [DOI: 10.1016/j.nmd.2022.07.402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Revised: 06/20/2022] [Accepted: 07/25/2022] [Indexed: 11/17/2022]
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Doorenweerd N. Combining genetics, neuropsychology and neuroimaging to improve understanding of brain involvement in Duchenne muscular dystrophy - a narrative review. Neuromuscul Disord 2020; 30:437-442. [PMID: 32522501 DOI: 10.1016/j.nmd.2020.05.001] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2020] [Revised: 04/30/2020] [Accepted: 05/04/2020] [Indexed: 11/24/2022]
Abstract
Duchenne muscular dystrophy is a multifactorial disease including a cognitive phenotype. It is caused by mutations in the X-chromosomal DMD gene from which dystrophin is synthesized. Multiple isoforms of dystrophin have been identified. The full length dystrophin isoform Dp427m is expressed predominantly in muscle. Other isoforms include: Dp427c, Dp427p, Dp260, Dp140, Dp116, Dp71 and Dp40. The majority of these isoforms are expressed in brain and several hypotheses exist on their role in subtypes of neurons and astrocytes. However, their function in relation to cognition remains unclear. Unlike progressive muscle wasting, cognitive involvement is not seen in all DMD patients and the severity varies greatly. To achieve a better understanding of brain involvement in DMD, a multidisciplinary approach is required. Here, we review the latest findings on dystrophin isoform expression in the brain; specific DMD-associated learning and behavioural difficulties; and imaging and spectroscopy findings relating to brain structure, networks, perfusion and metabolism. The main challenge lies in determining links between these different findings. If we can determine which factors play a role in the differentiation between severe and minor cognitive problems in DMD in the near future, we can both provide better advise for the patients and also develop targeted therapeutic interventions.
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Affiliation(s)
- Nathalie Doorenweerd
- C.J. Gorter Center for High Field MRI, Department of Radiology, Leiden University Medical Center, C-03-Q, P.O. Box 9600, 2300 RC Leiden, The Netherlands; John Walton Muscular Dystrophy Research Centre, Newcastle University and Newcastle Hospitals NHS Foundation Trust, Newcastle Upon Tyne, United Kingdom.
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Helleringer R, Le Verger D, Li X, Izabelle C, Chaussenot R, Belmaati-Cherkaoui M, Dammak R, Decottignies P, Daniel H, Galante M, Vaillend C. Cerebellar synapse properties and cerebellum-dependent motor and non-motor performance in Dp71-null mice. Dis Model Mech 2018; 11:dmm.033258. [PMID: 29895670 PMCID: PMC6078407 DOI: 10.1242/dmm.033258] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2017] [Accepted: 06/04/2018] [Indexed: 02/04/2023] Open
Abstract
Recent emphasis has been placed on the role that cerebellar dysfunctions could have in the genesis of cognitive deficits in Duchenne muscular dystrophy (DMD). However, relevant genotype-phenotype analyses are missing to define whether cerebellar defects underlie the severe cases of intellectual deficiency that have been associated with genetic loss of the smallest product of the dmd gene, the Dp71 dystrophin. To determine for the first time whether Dp71 loss could affect cerebellar physiology and functions, we have used patch-clamp electrophysiological recordings in acute cerebellar slices and a cerebellum-dependent behavioral test battery addressing cerebellum-dependent motor and non-motor functions in Dp71-null transgenic mice. We found that Dp71 deficiency selectively enhances excitatory transmission at glutamatergic synapses formed by climbing fibers (CFs) on Purkinje neurons, but not at those formed by parallel fibers. Altered basal neurotransmission at CFs was associated with impairments in synaptic plasticity and clustering of the scaffolding postsynaptic density protein PSD-95. At the behavioral level, Dp71-null mice showed some improvements in motor coordination and were unimpaired for muscle force, static and dynamic equilibrium, motivation in high-motor demand and synchronization learning. Dp71-null mice displayed altered strategies in goal-oriented navigation tasks, however, suggesting a deficit in the cerebellum-dependent processing of the procedural components of spatial learning, which could contribute to the visuospatial deficits identified in this model. In all, the observed deficits suggest that Dp71 loss alters cerebellar synapse function and cerebellum-dependent navigation strategies without being detrimental for motor functions. Summary: Dp71 is the most prominent dystrophin gene product in the adult brain. Here, multiple approaches including behavioral tests and electrophysiology are adopted to explore the role of Dp71 in the cerebellum.
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Affiliation(s)
- Romain Helleringer
- Molecules and Circuits Department, Paris-Saclay Institute of Neuroscience (Neuro-PSI), UMR 9197, Université Paris Sud, CNRS, Université Paris Saclay, 91405 Orsay, France
| | - Delphine Le Verger
- Cognition and Behavior Department, Paris-Saclay Institute of Neuroscience (Neuro-PSI), UMR 9197, Université Paris Sud, CNRS, Université Paris Saclay, 91405 Orsay, France
| | - Xia Li
- Molecules and Circuits Department, Paris-Saclay Institute of Neuroscience (Neuro-PSI), UMR 9197, Université Paris Sud, CNRS, Université Paris Saclay, 91405 Orsay, France
| | - Charlotte Izabelle
- Cognition and Behavior Department, Paris-Saclay Institute of Neuroscience (Neuro-PSI), UMR 9197, Université Paris Sud, CNRS, Université Paris Saclay, 91405 Orsay, France
| | - Rémi Chaussenot
- Cognition and Behavior Department, Paris-Saclay Institute of Neuroscience (Neuro-PSI), UMR 9197, Université Paris Sud, CNRS, Université Paris Saclay, 91405 Orsay, France
| | - Mehdi Belmaati-Cherkaoui
- Cognition and Behavior Department, Paris-Saclay Institute of Neuroscience (Neuro-PSI), UMR 9197, Université Paris Sud, CNRS, Université Paris Saclay, 91405 Orsay, France
| | - Raoudha Dammak
- Molecules and Circuits Department, Paris-Saclay Institute of Neuroscience (Neuro-PSI), UMR 9197, Université Paris Sud, CNRS, Université Paris Saclay, 91405 Orsay, France
| | - Paulette Decottignies
- Molecules and Circuits Department, Paris-Saclay Institute of Neuroscience (Neuro-PSI), UMR 9197, Université Paris Sud, CNRS, Université Paris Saclay, 91405 Orsay, France
| | - Hervé Daniel
- Molecules and Circuits Department, Paris-Saclay Institute of Neuroscience (Neuro-PSI), UMR 9197, Université Paris Sud, CNRS, Université Paris Saclay, 91405 Orsay, France
| | - Micaela Galante
- Molecules and Circuits Department, Paris-Saclay Institute of Neuroscience (Neuro-PSI), UMR 9197, Université Paris Sud, CNRS, Université Paris Saclay, 91405 Orsay, France
| | - Cyrille Vaillend
- Cognition and Behavior Department, Paris-Saclay Institute of Neuroscience (Neuro-PSI), UMR 9197, Université Paris Sud, CNRS, Université Paris Saclay, 91405 Orsay, France
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Vicari S, Piccini G, Mercuri E, Battini R, Chieffo D, Bulgheroni S, Pecini C, Lucibello S, Lenzi S, Moriconi F, Pane M, D’Amico A, Astrea G, Baranello G, Riva D, Cioni G, Alfieri P. Implicit learning deficit in children with Duchenne muscular dystrophy: Evidence for a cerebellar cognitive impairment? PLoS One 2018; 13:e0191164. [PMID: 29338029 PMCID: PMC5770044 DOI: 10.1371/journal.pone.0191164] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2017] [Accepted: 12/31/2017] [Indexed: 11/19/2022] Open
Abstract
This study aimed at comparing implicit sequence learning in individuals affected by Duchenne Muscular Dystrophy without intellectual disability and age-matched typically developing children. A modified version of the Serial Reaction Time task was administered to 32 Duchenne children and 37 controls of comparable chronological age. The Duchenne group showed a reduced rate of implicit learning even if in the absence of global intellectual disability. This finding provides further evidence of the involvement of specific aspects of cognitive function in Duchenne muscular dystrophy and on its possible neurobiological substrate.
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Affiliation(s)
- Stefano Vicari
- Department of Neuroscience, Child Neuropsychiatric Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Giorgia Piccini
- Department of Neuroscience, Child Neuropsychiatric Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Eugenio Mercuri
- Pediatric Neurology Unit, Catholic University and Nemo Center, Rome, Italy
| | - Roberta Battini
- Department of Developmental Neuroscience, IRCCS Stella Maris, Calambrone (Pisa), Italy
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Daniela Chieffo
- Pediatric Neurology Unit, Catholic University and Nemo Center, Rome, Italy
| | - Sara Bulgheroni
- Developmental Neurology Division, IRCCS Fondazione Istituto Neurologico C. Besta, Milan, Italy
| | - Chiara Pecini
- Department of Developmental Neuroscience, IRCCS Stella Maris, Calambrone (Pisa), Italy
| | - Simona Lucibello
- Pediatric Neurology Unit, Catholic University and Nemo Center, Rome, Italy
| | - Sara Lenzi
- Department of Developmental Neuroscience, IRCCS Stella Maris, Calambrone (Pisa), Italy
| | - Federica Moriconi
- Pediatric Neurology Unit, Catholic University and Nemo Center, Rome, Italy
| | - Marika Pane
- Pediatric Neurology Unit, Catholic University and Nemo Center, Rome, Italy
| | - Adele D’Amico
- Department of Neurosciences, Neuromuscular and Neurodegenerative Diseases Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Guja Astrea
- Department of Developmental Neuroscience, IRCCS Stella Maris, Calambrone (Pisa), Italy
| | - Giovanni Baranello
- Developmental Neurology Division, IRCCS Fondazione Istituto Neurologico C. Besta, Milan, Italy
| | - Daria Riva
- Developmental Neurology Division, IRCCS Fondazione Istituto Neurologico C. Besta, Milan, Italy
| | - Giovanni Cioni
- Department of Developmental Neuroscience, IRCCS Stella Maris, Calambrone (Pisa), Italy
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Paolo Alfieri
- Department of Neuroscience, Child Neuropsychiatric Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
- * E-mail:
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7
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Battini R, Chieffo D, Bulgheroni S, Piccini G, Pecini C, Lucibello S, Lenzi S, Moriconi F, Pane M, Astrea G, Baranello G, Alfieri P, Vicari S, Riva D, Cioni G, Mercuri E. Cognitive profile in Duchenne muscular dystrophy boys without intellectual disability: The role of executive functions. Neuromuscul Disord 2017; 28:122-128. [PMID: 29305139 DOI: 10.1016/j.nmd.2017.11.018] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2017] [Revised: 11/19/2017] [Accepted: 11/29/2017] [Indexed: 11/16/2022]
Abstract
The aim of our prospective observational study was to assess profiles of cognitive function and a possible impairment of executive functions in a cohort of boys with Duchenne muscular dystrophy without intellectual and behavior disability. Forty Duchenne boys (range of age: 6 years to 11 years and 6 months) were assessed by Wechsler Intelligence scale and battery of tests including tasks assessing working memory and executive functions (inhibition and switching, problem solving and planning). In our cohort some aspects of cognitive function were often impaired. These included multitasking, problem solving, inhibition and working memory necessary to plan and direct goal oriented behavior. Our results support the suggestion that aspects of cognitive function could be impaired even in boys without intellectual disability and support the hypothesis that executive functions may play an important role in specific aspects of cognitive impairment in Duchenne muscular dystrophy.
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Affiliation(s)
- R Battini
- Pediatric Neurology Unit, Fondazione Policlinico Gemelli, and Nemo Center, UCSC Rome, Italy; Department of Developmental Neuroscience, IRCCS Stella Maris, Calambrone (Pisa), Italy
| | - D Chieffo
- Pediatric Neurology Unit, Fondazione Policlinico Gemelli, and Nemo Center, UCSC Rome, Italy
| | - S Bulgheroni
- Developmental Neurology Division, IRCCS Fondazione Istituto Neurologico C. Besta, Milan, Italy
| | - G Piccini
- Unit of Child Neuropsichiatry, IRCCS Bambino Gesù Children's Hospital, Rome, Italy
| | - C Pecini
- Department of Developmental Neuroscience, IRCCS Stella Maris, Calambrone (Pisa), Italy
| | - S Lucibello
- Pediatric Neurology Unit, Fondazione Policlinico Gemelli, and Nemo Center, UCSC Rome, Italy
| | - S Lenzi
- Department of Developmental Neuroscience, IRCCS Stella Maris, Calambrone (Pisa), Italy
| | - F Moriconi
- Pediatric Neurology Unit, Fondazione Policlinico Gemelli, and Nemo Center, UCSC Rome, Italy
| | - M Pane
- Pediatric Neurology Unit, Fondazione Policlinico Gemelli, and Nemo Center, UCSC Rome, Italy
| | - G Astrea
- Department of Developmental Neuroscience, IRCCS Stella Maris, Calambrone (Pisa), Italy
| | - G Baranello
- Developmental Neurology Division, IRCCS Fondazione Istituto Neurologico C. Besta, Milan, Italy
| | - P Alfieri
- Unit of Child Neuropsichiatry, IRCCS Bambino Gesù Children's Hospital, Rome, Italy
| | - S Vicari
- Unit of Child Neuropsichiatry, IRCCS Bambino Gesù Children's Hospital, Rome, Italy
| | - D Riva
- Developmental Neurology Division, IRCCS Fondazione Istituto Neurologico C. Besta, Milan, Italy
| | - G Cioni
- Department of Developmental Neuroscience, IRCCS Stella Maris, Calambrone (Pisa), Italy; Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - E Mercuri
- Pediatric Neurology Unit, Fondazione Policlinico Gemelli, and Nemo Center, UCSC Rome, Italy.
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