Multimodal Analysis of Neurodegeneratie Diseases and Therapies
Laboratory of Neurodegenerative Diseases, UP Saclay CEA CNRS (UMR-9199), MIRCen, Fontenay aux Roses, France
Marc Dhenain
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Luc Bousset ; Thierry Delzescaux; Marc Dhenain; Mehdi Kabani ; Jean-Luc Picq

 Anne-Sophie Hérard ; Camille Mabillon ; Fanny Petit ; Nicolas Souedet

 Marina Célestine ; Lilian Mehl ; François Plumerault ; Huaqian Wu

Research focus and objectives

Alzheimer's disease: new mechanistic insights for future therapies

Alzheimer's disease is the consequence of the accumulation in the brain of three lesions: amyloid-β (Aβ) and tau lesions and neuroinflammation. Our group evaluates mechanisms associated with the occurrence of these lesions and with the impact of these lesions on synaptic loss and functional impairments associated with Alzheimer's disease.

> Alzheimer's disease pathology is transmissible including in primates

Our group has demonstrated that Aβ and tau lesions are transmissible and can spread in the brain of mice and in primates (Gary, 2019). This transmission makes it possible to explore the pathophysiogenic mechanisms leading to the pathology.

In addition to studies in mice, we investigate Alzheimer pathology in primates (Microcebus murinus). The microcebe is a model of neurodegenerative pathologies linked to aging. This animal presents, as it ages, cognitive alterations, alterations in cerebral metabolism, cerebral atrophy and amyloid deposits.

Amyloid and tau lesions induced in the brain of experimental models following inoculation of amyloid and tau nucleating factors.

Examples of ongoing projects

  • Assessment of the impact of purified forms of Aβ with very specific mutations (PI. M Dhenain, AS Herard,  Vaincre Alzheimer, France Alzheimer, collaboration with Alain Buisson from Grenoble Institute of Neurosciences).

  • Assessment of the impact of Aβ and tau lesions transmission on neuroinflammation, synaptic loss, and cerebral function (PI. M Dhenain, InductAlz, PrimAlz, collaboration with Stephane Haik (ICM, Paris), Luc Buée (Lille University)).

> Structural diversity of amyloids in Alzheimer's disease

The assembly of Aβ and tau proteins into fibrils plays an essential role in mediating the self-propagation and cell-to-cell transmission of pathological amyloid fibrils in Alzheimer's disease. We aim to characterize the heterogeneity of Aβ and Tau amyloid fibrils present in humans, mice and primates and assess the relationships between this diversity and their pathological impacts.

Examples of ongoing projects

  • Novel methods for very high molecular assemblies purification form brain tissues and cytosolic extracts (PI. L. Bousset, Cryomet, collaboration with A. A. Arteni, S. Bressanelli, I2BC, Gif sur Yvette, France).

> Spreading mechanisms in Alzheimer's disease

Self-replication and transcellular spread of tau proteins are responsible for the progressive accumulation of misfolded Tau protein deposits in the brain of Alzheimer’s disease patients. Tau spreading correlates with the severity of cognitive decline. Our group characterizes factors mediating and regulating tau spreading as they represent relevant targets for future therapies.

Brain-derived extracellular vesicles visualized by negative-staining electron microscopy (M. Kabani)

Examples of ongoing projects

  • Molecular profiling of AD brain-derived extracellular Tau (exTau) species -free or associated with lipoproteins, extracellular matrix components or extracellular vesicles- and their role in tau propagation and aggregation (PI. M. Kabani, collaboration with I. Vorberg, DZNE, Germany). 

  • Assessment of the role of neuronal Heparan-sulfates in extracellular vesicles-mediated Tau pathology spreading (PI. M. Kabani, collaboration with D. Papy Garcia, gly-CRRET, U-PEC, France).

  • Assessment of the impact of replication and structural diversification of prions on their cerebral dissemination (PI. M. Dhenain, ANR 2021-2024 (PrionDiff). Collaboration with H. Rezaei, V. Beringue, INRAE, France).

Innovative imaging tools for a better understanding of neurodegenerative diseases

Neurodegenerative diseases are related to many different "small scale events" (pathological protein accumulation, neuroinflammation, cellular alterations) that lead to large-scale events (tissue loss, neuronal networks alterations, cognitive impairments). Our team develops tools to integrate events occurring at different scales. These new tools require advanced imaging skills combined with artificial intelligence, big data management and high performance computing.

Overview of the range of imaging methods implemented by our group. State of the art methods to manipulate large amounts of data. These methods rely on high performance computing (HPC).

> 3D microscopic imaging methods based on high performing computing (HPC) and artificial intelligence

Our group implements image-processing pipelines to perform 3D histology in primates and rodents. 3D-reconstructed brain samples can be analyzed using semi-automatic manual analysis, digital atlas-based analysis (Lebenberg, 2011) or voxel-wise SPM approach without a priori (Vandenberghe, 2018). The method can be used to detect lesions as amyloid plaque related to Alzheimer (Vandenberghe, 2018). New methods are developed to integrate artificial intelligence, massive data management and high performance computing in our analyses. Our methods are mainly developed using in-house software platform BrainVISA (http://brainvisa.info) and high performance computing (HPC) resources (supercomputer of the TGCC - CEA, Bruyères-le-Châtel).

 

Quantification of neuronal density and other neuronal parameters based on high performance computing. Brain sections stained for cells (NeuN antibody) are segmented and various parameters reflecting neuronal characteristics (e.g. their density, size, orientation, etc…) are calculated. Parametric maps reflecting neuronal states at the level of the whole brain can then be produced (example in macaque brain hippocampus).

Examples of ongoing projects

  • Neuronal quantification at the level of the whole brain using machine learning algorithm: From random forest to neural networks (PI. T. Delzescaux, Dim Elicit 2020-2023) 

  • Automatic analysis of 2D histological sections based on 3D digital atlas (PI. T. Delzescaux, Neoxia 2019-2022, CIFRE PhD thesis).

  • Computational models for decoding human brain cytoarchitecture (PI. T. Delzescaux, Programme transversal de santé numérique)

  • From 3D histology to digital twins of brains – New paradigms to produce realistic mathematical models of cytoarchitecture (PI. T. Delzescaux, collaboration with C. Poupon (NeuroSpin), DAM, Labo anatomie de Tours).

  • Small vessel diseases: ultrastructure & microvasculature computational model to refine individual treatment (PI. T. Delzescaux, ANR2021-2024 SUMMIT, collaboration with C. Poupon (NeuroSpin), hôpitaux de Lariboisière, Sainte-Anne, Bretonneau et de Tours)

  • New tools for lightsheet imaging analysis (PI. T. Delzescaux, France Relance, Collaboration with J.P. Deslys (CEA-SEPIA) & Imagine Optic (Orsay)).

 

> In vivo imaging of functional networks

Individual cells function in a harmonized way that leads to harmonious brain activity through functional networks. These networks can be assessed by resting state functional MRI and sophisticated image processing tools. Our group studies brain activity with resting state functional imaging. Our group implemented methods to detect neuronal networks in rodents (Celestine, 2020; https://sammba-mri.github.io/; Grandjean, 2020) and primates (Garin, 2021).

Example of detection of neural networks in humans and in the smallest primate in the world (mouse lemur) by magnetic resonance imaging.

Examples of ongoing projects

  • Digital atlas of mouse lemur brain (PI. J.L. Picq)

  • Comparative evaluation of cerebral anatomy and neuronal networks in primates (PI. J.L. Picq, C. Garin) 

  • Impact of Alzheimer lesions on functional connectivity (PI. M. Dhenain, France Alzheimer, 2021-2023).

  • Impact of traumatic brain injury on functional connectivity (PI. M. Dhenain, Service de Santé des Armées).

  • StandardRat: A multi-center consensus protocol to enhance functional connectivity specificity in the rat brain (PI. M. Dhenain, Collaboration with J. Grandjean, Radboud University Medical Centre, The Netherlands)

Contributions to Science

2022: Differences between default mode networks in humans and three non-hominoid primates

2022: Automatic detection of individual neurons from the whole brain by artificial intelligence

2022: First characterization of an in vivo  glutamate marker by MR imaging in a primate   

2021: Tau pathology is transmissible in primates 

2021: First description of cerebral networks in mouse lemurs – Homologies and differences with humans

2020: Amyloid pathology can be transmitted from furtive forms of amyloid-beta

2019: Amyloid pathology is transmissible in primates

2020: Creation of a software to analyze resting-state fMRI dataset in small animals

2018: Lifespan can be strongly increased in primates thanks to caloric restriction

2018: First voxel based analysis of 3D histology dataset - a decisive step towards high performing computing analysis of the brain

2016: Reference method for 3D histology of rodent brains

2015: First demonstration that extracellular vesicles mediate prion propagation in yeast

Members of the laboratory associated with these projects

Luc Bousset (researcher CNRS) - https://orcid.org/0000-0002-0433-4337

Thierry Delzescaux (research director CEA, HDR) - https://orcid.org/0000-0002-6527-7946

Marc Dhenain (research director, CNRS, DVM, HDR) - https://orcid.org/0000-0001-8804-4101

Mehdi Kabani (researcher CNRS, HDR) - https://orcid.org/0000-0001-7440-6394

Jean-Luc Picq (researcher U P XIII, Professor) - https://orcid.org/0000-0003-1872-3437

 

Anne-Sophie Hérard (research engineer CEA) - https://orcid.org/0000-0001-8260-9618

Camille Mabillon (technician CEA, histology)

Fanny Petit (technician CEA, histology) - https://orcid.org/0000-0003-2757-3434

Nicolas Souedet (research engineer CEA, high performance computing)

 

Marina Celestine (PhD student, Paris Saclay University)

Lilian Mehl (France Relance)

François Plumerault (France Relance)

Huaqian Wu (PhD student, DIM)

 

External collaborations

- Ana -Andreea Arteni, Stéphane Bressanelli, I2BC, Gif sur Yvette, France

- Luc Buée, David Blum - Université de Lille, France

- Alain Buisson - Grenoble Institute of Neurosciences, France

- Gael Chételat - Caen University, France

- Christos Constantinidis, Vanderbilt University, USA

- Jean-Philippe Deslys, SEPIA, Fontenay aux Roses, France 

- Joanes Grandjean - Radboud University Medical Centre, The Netherlands

- Stéphane Haïk, Benoît Delatour - Institut du Cerveau, France

- Han Wei Hou - Nanyang Technological University, Singapour

- Dulce Papy-Garcia, Université Paris Créteil, France

- Fabien Pifféri, Fabienne Aujard - CNRS, Brunoy, France

- Cyril Poupon - Neurospin, Gif sur Yvette, France

- Human Rezaei, Vincent Beringue – INRAE, Jouy en Josas, France

- Stephen Sawiak - Cambridge University, UK

- Elisabeth Traiffort – INSERM, Le Kremlin-Bicêtre, France

- Ina Vorberg – DZNE, Bonn, Allemagne

Industrial partners 

Witsee - https://www.witsee.ai/academic/

Imagine Optic - https://www.imagine-optic.com/

Recent Grants

ANR 2020-2024. PrionDiff Impact of replication and structural diversification of prions on their cerebral dissemination

ANR 2020-2023. SUMMIT: Small vessel diseases: Ultrastructure & microvasculature computational model to refine individual treatment

France Alzheimer 2022-2023: Impact of specific amyloid strains on Alzheimer’s disease progression: Towards the understanding of the pivotal role of amyloid/Tau interaction on and spreading of Alzheimer’s disease mechanisms on the pathology

Graduate School LSH – Paris Saclay University 2022. CryoMET. Exploiting flow cytometry methods for ex-vivo purification of extra-large complexes for cryo-EM structure analysis

FRISBI 2021&2022: Characterization of brain-derived and extracellular vesicles-associated Tau seeds at the origin of Alzheimer’s disease

Ministère de l'Enseignement Supérieur, de la Recherche et de l'Innovation-2022-2023. Impact of specific amyloid strains on Alzheimer’s disease progression: Towards the understanding of the pivotal role of amyloid/Tau interaction on and spreading of Alzheimer’s disease mechanisms on the pathology.

PTC-SN 2021-2022. Modèles computationnels pour le décodage in-vivo de la cytoarchitecture du cortex cérébral humain

Service santé des Armées . Activation des processus inflammatoires périphériques et centraux à la suite d’un traumatisme crânien : implication des systèmes catécholaminergique et corticotrope

Région IdF 2019-2022. CARTOBRAIN - Cartographie haute résolution des réseaux de neurones par microscopie optique en recherche préclinique

DIM Elicit 2020-2023. ENCOMPASS - Evaluation of neuronal counting methods in preclinical studies

DARI-A10-TGCC. Calcul intensif pour l'analyse par machine learning de données massives 3D de microscopie de cerveaux

France Relance: image processing developments to improve lightsheet images analysis

Alumni

Invited professor

James Koch, Professeur, Université du Wisconsin, Oshkosh, USA

Post-docs

Salma Bougacha 

Nachiket

Matthias Vandesquille

Chrystelle Po

Matthieu Santin

Alexandra Petiet

Oliviero Gobbo

Géraldine Poisnel

Elmahdi Sadouni

Doctorates

Sébastien Piluso

Suzanne Lam

Clément Bouvier

Clément Garin

Zhenzhen You

Yael Balbastre

Michel Vandenberghe

Clémence Dudeffant

Mathieu Bonnet

Charlotte Gary

Anne Bertrand

Olene Dorieux

Nelly Joseph-Mathurin

Audrey Kraska

Jessica Lebenberg

Albertine Dubois

Julien Dauguet

Other students

Alice Fermigier

Emmalaurie Baptiste

Lisa Ciaptacz

Zoé Hanss 

Mireilla Peterson

Kelly Herbert

Cecile Cardoso

Maggie Roy

Adrien Pasquier

Myriam Ly

Alexandra Danho

Sang Xuan

Remi Mariani

Guillaume Campeggi

Jean-Luc Lor

Olivier Teboul

Abdelmonem Feki

Sélection of recent publications and thesis

2022

Garin C. M., Hori Y., Everling S., Whitlow C. T., Calabro F. J., Luna B., Froesel M., Gacoin M., Ben Hamed S, Dhenain M., Constantinidis C. An evolutionary gap in primate default mode network organization. Cell Reports. 39, 2, 110669, April 12, 2022. https://doi.org/10.1016/j.celrep.2022.110669

You Z, Jiang M, Shi Z, Shi C, Du S, Liang J, Hérard AS, Jan C, Souedet N, Delzescaux T. Macaque Neuron instance segmentation only with point annotations based on multiscale fully convolutional regression neural network. Neural Computing and Applications. 2021. 34, 2925–2938 (2022).  https://doi.org/10.1007/s00521-021-06574-7

Garin C. M., Hori Y., Everling S., Whitlow C. T., Calabro F. J., Luna B., Froesel M., Gacoin M., Ben Hamed S, Dhenain M., Constantinidis C. An evolutionary gap in primate default mode network organization. Cell Reports. 39, 2, 110669, April 12, 2022. https://doi.org/10.1016/j.celrep.2022.110669

Garin C. M., Nadkarni N. A., Pépin J., Flament J., Dhenain M. Whole brain mapping of glutamate distribution in adult and old primates at 11.7 T. 2022. NeuroImage, 251, 1 May 2022, article. 118984. https://doi.org/10.1016/j.neuroimage.2022.118984

De Giorgi F, Abdul-Shukkoor MB, Kashyrina M, Largitte LA, De Nuccio F, Kauffmann B, Lends A, Laferrière F, Bonhommeau S, Lofrumento DD, Bousset L, Bezard E, Buffeteau T, Loquet A, Ichas F. Neurons with Cat's Eyes: A synthetic strain of α-synuclein fibrils seeding neuronal intranuclear inclusions. Biomolecules. 2022 Mar 11. https://doi.org/10.3390/biom12030436

- Sébastien Piluso (2018-2022) : Automatic segmentation of individual sections of mouse brains by 3D digital atlas. PhD Thesis

2021

You, Z., M. Jiang, Z. Shi, X. Ning, C. Shi, S. Du, A. S. Hérard, C. Jan, N. Souedet, Delzescaux T.. Evaluation of automated segmentation algorithms for neurons in macaque cerebral microscopic images. Microscopy Research and Technique. 2021: 27 Apr 2021: https://doi.org/2010.1002/jemt.23786.

Lam S, Petit F, Hérard A-S, Boluda S, Eddarkaoui S, Guillermier M, et al. Transmission of amyloid-beta and tau pathologies is associated with cognitive impairments in a primate. Acta Neuropathol Commun 2021; 9: 165. https://doi.org/10.1186/s40478-021-01266-8.

Lam S., Boluda S., Hérard A.S., Petit F., Eddarkaoui S., Cambon K., The Brainbank Neuro-CEB Neuropathology Network, Picq J.L., Buée L., Duyckaerts C., Haïk S., Dhenain M. Alzheimer’s brain inoculation in Aß-plaque bearing mice: synaptic loss is linked to tau seeding and low microglial activity. BioRxiv. 2021. https://doi.org/10.1101/2021.04.06.438654

Kabani M.. Extracellular Vesicles-encapsulated yeast prions and what they can tell us about the physical nature of propagons. International Journal of Molecular Sciences, MDPI, 2020, 22 (1), pp.90. https://doi.org/10.3390/ijms22010090

Garin C. M., Nadkarni N. A., Landeau B., Chételat G., Picq J-L, Bougacha S., Dhenain M. Resting state functional atlas and cerebral networks in mouse lemur primates at 11.7 Tesla. NeuroImage, 226, 117589, 2021. https://doi.org/10.1016/j.neuroimage.2020.117589

Suzanne Lam (2017-2021) : "Transmission of Alzheimer pathology in murine and primate models: from proteinopathies to neuronal and cognitive impairments". PhD Thesis

2020

Herard A.S., Petit F., Gary C., Guillermier M., Boluda S., Garin C. M., French Neuropathology Network, Lam S., Dhenain M.. Induction of amyloid-beta deposits from serially transmitted, histologically silent, A-beta seeds issued from human brains. Acta Neuropathologica Communications. 8, Article number: 205, 2020. https://doi.org/10.1186/s40478-020-01081-7

Dhenain M. Modèles primates et innovations thérapeutiques contre les maladies du système nerveux central. La Lettre de l'Académie des Sciences. 2020. n°40, p34. 2020 - https://www.academie-sciences.fr/pdf/lettre/lettre40.pdf

Li T., Martin E., Abada Y., Boucher C., Cès A., Youssef I., Fenaux G., Forand Y., Legrand A., Nadkarni N., Dhenain M., Hermine O., Dubreuil P., Delarasse C., Delatour B. Effects of chronic masitinib treatment in APPPS1dE9 transgenic mice modeling Alzheimer's disease, 2020. Journal of Alzheimer's Disease. 76.4. 1339-1345, 2020. https://doi.org/10.3233/JAD-200466

Celestine M.*, Nadkarni N.A.*, Garin C., Bougacha S.*, Dhenain M. Sammba-MRI, a library for small animal neuroimaging data processing in Python. Frontiers in NeuroInformatics. 28 May 2020 | https://doi.org/10.3389/fninf.2020.00024. (These three authors participated equally to the work)

Ioanas H-I., Marks M., Garin C. M., Dhenain M., Yanik M. F., Rudin M.. An automated open-source workflow for standards-compliant integration of small animal magnetic resonance imaging data. Frontiers in Neuroinformatics. 2020. https://doi.org/10.3389/fninf.2020.00005

Mandino F., Cerri D. H., Garin C. M., Straathof M., van Tilborg G. A. F., Chakravarty M. M., Dhenain M., Dijkhuizen R. M., Gozzi A., Hess A., Keilholz S. D., Lerch J. P., Ian Shih Y-Y., Grandjean J. Animal functional magnetic resonance imaging: Trends and path toward standardization. Frontiers in Neuroinformatics. 2020. Vol. 13. Art 78. https://doi.org/10.3389/fninf.2019.00078.

Grandjean J., Canella C., Anckaerts C., Ayrancı G, Bougacha S., Bienert T., Buehlmann D., Coletta L., Gallino D., Gass N., Garin C. M. , Nadkarni N. A. , Hübner N., Karatas M., Komaki Y., Kreitz S., Mandino F., Mechling A. E., Sato C., Sauer K., Shah D., Strobelt S., Takata N., Wank I., Wu T., Yahata N., Yun Yeow L., Yee Y., Aoki I. , Chakravarty M. M., Chang W-T., Dhenain M., Von Elverfeldt D., Harsan L. A., Hess A., Jiang T., Keliris G. A., Lerch J. P., Okano H., Rudin M., Sartorius A., Van der Linden A, Verhoye M., Weber-Fahr W., Wenderoth N., Zerbi V., Gozzi A. Common functional networks in the mouse brain revealed by multi-centre resting-state fMRI analysis. NeuroImage. 2020. 205, Article 116278. https://doi.org/10.1016/j.neuroimage.2019.116278

Dhenain Marc. Estimation of COVID-19 cases in France and in different countries: Homogeneisation based on mortality. MedRxiv. https://doi.org/10.1101/2020.04.07.20055913

2019

Gary C., Lam S.*, Herard A.S.*, Koch J.E., Petit F., Gipchtein P., Sawiak S.J., Caillierez R., Eddarkaoui S., Colin M., Aujard F., Deslys J.P., French Neuropathology Network, Brouillet E., Buée L., Comoy E.E., Pifferi F.*, Picq J-L*, Dhenain M., Encephalopathy induced by Alzheimer brain inoculation in a non-human primate. Acta Neuropathologica Communications. 2019. 7: 126. https://doi.org/10.1186/s40478-019-0771-x

Pifferi F., Terrien J., Perret M., Epelbaum J., Blanc S., Picq J.L.*, Dhenain M.*, Aujard F.. Promoting healthspan and lifespan with caloric restriction in primates. Communication Biology, Nature Publishing Group. 2019. 2, 107. 7 https://doi.org/10.1038/s42003-019-0348-z

Nadkarni N. A, Bougacha S., Garin C., Dhenain M., Picq J.-L.. A 3D population-based brain atlas of the mouse lemur primate with examples of applications in aging studies and comparative anatomy. NeuroImage. 2019. 185. 85-95. https://doi.org/10.1016/j.neuroimage.2018.10.010

Levy J., Facchinetti P., Jan C., Achour M., Bouvier C., Brunet J.F., Delzescaux T., Giuliano F. Tridimensional mapping of Phox2b expressing neurons in the brainstem of adult Macaca fascicularis and identification of the retrotrapezoid nucleus. Journal of Comparative Neurology. 2019. May 9. 1-10. https://doi.org/10.1002/cne.24713

You Z, Balbastre Y, Bouvier C., Souedet N., Gipchtein P, Hantraye P, Jan C, Herard A-S, Delzescaux T.. Automated individualization of size-varying neurons in 2D microscopic images of macaque brain. 2019. Front Neuroanat. Dec 17;13:98. https://doi.org/10.3389/fnana.2019.00098

Clément Garin (2015-2019): "Characterization of mouse lemur brain by anatomical, functional and glutamate MRI". PhD Thesis. 

Autres

Vandenberghe, M.E., Souedet, N., Herard, A.S., Ayral, A.M., Letronne, F., Balbastre, Y., Sadouni, E., Hantraye, P., Dhenain, M., Frouin, F., Lambert, J.C., Delzescaux, T. Voxel-based statistical analysis of 3D immunostained tissue imaging. Frontiers in Neuroscience. 2018; 12(article number 754). https://doi.org/10.3389/fnins.2018.00754

Lebenberg, J., Herard, A.S., Dubois, A., Dhenain, M., Hantraye, P., Delzescaux, T. A combination of atlas-based and voxel-wise approaches to analyze metabolic changes in autoradiographic data from Alzheimer's mice. Neuroimage. 2011. 57(4): 1447-1457. https://doi.org/10.1016/j.neuroimage.2011.04.059

Organigramme of the Laboratory of Neurodegenerative Diseases