[en] [en] BACKGROUND: Specific microglia responses are thought to contribute to the development and progression of neurodegenerative diseases, including Parkinson's disease (PD). However, the phenotypic acquisition of microglial cells and their role during the underlying neuroinflammatory processes remain largely elusive. Here, according to the multiple-hit hypothesis, which stipulates that PD etiology is determined by a combination of genetics and various environmental risk factors, we investigate microglial transcriptional programs and morphological adaptations under PARK7/DJ-1 deficiency, a genetic cause of PD, during lipopolysaccharide (LPS)-induced inflammation.
METHODS: Using a combination of single-cell RNA-sequencing, bulk RNA-sequencing, multicolor flow cytometry and immunofluorescence analyses, we comprehensively compared microglial cell phenotypic characteristics in PARK7/DJ-1 knock-out (KO) with wildtype littermate mice following 6- or 24-h intraperitoneal injection with LPS. For translational perspectives, we conducted corresponding analyses in human PARK7/DJ-1 mutant induced pluripotent stem cell (iPSC)-derived microglia and murine bone marrow-derived macrophages (BMDMs).
RESULTS: By excluding the contribution of other immune brain resident and peripheral cells, we show that microglia acutely isolated from PARK7/DJ-1 KO mice display a distinct phenotype, specially related to type II interferon and DNA damage response signaling, when compared with wildtype microglia, in response to LPS. We also detected discrete signatures in human PARK7/DJ-1 mutant iPSC-derived microglia and BMDMs from PARK7/DJ-1 KO mice. These specific transcriptional signatures were reflected at the morphological level, with microglia in LPS-treated PARK7/DJ-1 KO mice showing a less amoeboid cell shape compared to wildtype mice, both at 6 and 24 h after acute inflammation, as also observed in BMDMs.
CONCLUSIONS: Taken together, our results show that, under inflammatory conditions, PARK7/DJ-1 deficiency skews microglia towards a distinct phenotype characterized by downregulation of genes involved in type II interferon signaling and a less prominent amoeboid morphology compared to wildtype microglia. These findings suggest that the underlying oxidative stress associated with the lack of PARK7/DJ-1 affects microglia neuroinflammatory responses, which may play a causative role in PD onset and progression.
Research center :
ULHPC - University of Luxembourg: High Performance Computing
Sousa, Carole; Neuro-Immunology Group, Department of Cancer Research, Luxembourg Institute of Health, 6A, rue Nicolas-Ernest Barblé, L-1210, Luxembourg, Luxembourg ; International Iberian Nanotechnology Laboratory, 4715-330, Braga, Portugal
AMELI, Corrado ; University of Luxembourg > Luxembourg Centre for Systems Biomedicine > Integrative Cell Signalling > Team Alexander SKUPIN
BADANJAK, Katja ; University of Luxembourg > Faculty of Science, Technology and Medicine (FSTM) > FSTM Faculty administration > Research Facilitators
Pereira, Sandro L; Molecular and Functional Neurobiology Group, Luxembourg Centre for Systems Biomedicine, University of Luxembourg, L-4362, Esch-sur-Alzette, Luxembourg
Muller, Arnaud; Bioinformatics Platform, Department of Medical Informatics, Luxembourg Institute of Health, L-1445, Strassen, Luxembourg ; LuxGen Genome Center, Luxembourg Institute of Health and Laboratoire National de Santé, L-3555, Dudelange, Luxembourg
Kaoma, Tony; Bioinformatics Platform, Department of Medical Informatics, Luxembourg Institute of Health, L-1445, Strassen, Luxembourg
COOWAR, Djalil ; University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB) > Scientific Central Services > Rodent facility
Scafidi, Andrea; Neuro-Immunology Group, Department of Cancer Research, Luxembourg Institute of Health, 6A, rue Nicolas-Ernest Barblé, L-1210, Luxembourg, Luxembourg ; Faculty of Science, Technology and Medicine, University of Luxembourg, L-4365, Esch-sur-Alzette, Luxembourg
POOVATHINGAL, Suresh Kumar ; University of Luxembourg > Luxembourg Centre for Systems Biomedicine > Integrative Cell Signalling
TZIORTZIOU, Maria ; University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB) > Molecular and Functional Neurobiology
ANTONY, Paul ; University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB) > Scientific Central Services > Imaging Platform
Nicot, Nathalie; LuxGen Genome Center, Luxembourg Institute of Health and Laboratoire National de Santé, L-3555, Dudelange, Luxembourg
GINOLHAC, Aurélien ; University of Luxembourg > Faculty of Science, Technology and Medicine (FSTM) > Department of Life Sciences and Medicine (DLSM)
Vogt Weisenhorn, Daniela M; Institute of Developmental Genetics, Helmholtz Zentrum München-German Research Center for Environmental Health, 85764, Neuherberg, Germany ; Technische Universität München-Weihenstephan, 85354, Freising, Germany
Wurst, Wolfgang; Institute of Developmental Genetics, Helmholtz Zentrum München-German Research Center for Environmental Health, 85764, Neuherberg, Germany ; Technische Universität München-Weihenstephan, 85354, Freising, Germany ; German Center for Neurodegenerative Diseases (DZNE), 81377, Munich, Germany ; Munich Cluster for Systems Neurology (SyNergy), 81377, Munich, Germany ; Deutsche Zentrum für Psychische Gesundheit (DZPG), 80336, Munich, Germany
Poli, Aurélie; Neuro-Immunology Group, Department of Cancer Research, Luxembourg Institute of Health, 6A, rue Nicolas-Ernest Barblé, L-1210, Luxembourg, Luxembourg
Nazarov, Petr V; Bioinformatics Platform, Department of Medical Informatics, Luxembourg Institute of Health, L-1445, Strassen, Luxembourg ; Multiomics Data Science Group, Department of Cancer Research, Luxembourg Institute of Health, L-1445, Strassen, Luxembourg
SKUPIN, Alexander ; University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB) > Integrative Cell Signalling ; Department of Neuroscience, University of California San Diego, La Jolla, CA, 92093, USA
GRÜNEWALD, Anne ; University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB) > Molecular and Functional Neurobiology
Michelucci, Alessandro; Neuro-Immunology Group, Department of Cancer Research, Luxembourg Institute of Health, 6A, rue Nicolas-Ernest Barblé, L-1210, Luxembourg, Luxembourg. alessandro.michelucci@lih.lu
F.L-HM. was supported by the Luxembourg National Research Fund (FNR) through the FNR-PRIDE program i2TRON for doctoral education (PRIDE/14254520/I2TRON). C.S. was supported by the FNR (AFR/6916713) and the Fondation du P\u00E9lican de Mie et Pierre Hippert-Faber under the aegis of Fondation de Luxembourg. C.A. and K.B. were supported by the FNR-PRIDE program CriTiCS for doctoral education (PRIDE/10907093/CriTiCS). In addition, C.A. was supported by the CMCM (Caisse M\u00E9dico-Compl\u00E9mentaire Mutualiste Luxembourg) matching grant. MT received funding from the FNR as part of the FNR-PRIDE program NextImmune2 for doctoral education (PRIDE21/16749720). W.W. was supported by the Deutsche Zentrum f\u00FCr Psychische Gesundheit (DZPG), site Munich-Augsburg. PVN was supported by a FNR CORE grant (C21/BM/15739125/DIOMEDES). Al.S. was supported by the FNR through an INTER grant (INTER/DFG/17/11583046). AG was supported by the FNR within the framework of the ATTRACT (Model-IPD, FNR9631103) program as well as the National Centre of Excellence in Research on Parkinson\u2019s disease (NCER-PD, FNR/NCER13/BM/11264123). In addition, AG and SLP received funding from the FNR within the framework of a CORE grant (\u201CCAMeSyn\u201D, C19/BM/13688526). Lastly, we acknowledge financial support from the Action LIONS \u00AB Vaincre le Cancer\u00BB Luxembourg. For the purpose of open access, and in fulfilment of the obligations arising from the FNR grant agreement, the author has applied a Creative Commons Attribution 4.0 International (CC BY 4.0) license to any Author Accepted Manuscript version arising from this submission.We are grateful to Ms. Amandine Bernard for mouse genotyping and, together with Mr. Alexandros Pailas, for technical support with Western blotting as well as to Ms. Virginie Baus for helping with the cryostat tissue cutting. We would also like to thank Dr Eduardo Rosales Jubal for advices on statistical analyses of qPCR and MIC-MAC results. Part of the analyses were carried out using the High Performance Computing (HPC) facilities of the University of Luxembourg (https://hpc.uni.lu).
H. Amatullah Y. Shan B.L. Beauchamp P.L. Gali S. Gupta T. Maron-Gutierrez E.R. Speck A.E. Fox-Robichaud J.L. Tsang S.H. Mei T.W. Mak P.R. Rocco J.W. Semple H. Zhang P. Hu J.C. Marshall D.J. Stewart M.E. Harper P.C. Liaw W.C. Liles C.C. Dos Santos G. Canadian Critical Care Translational Biology DJ-1/PARK7 impairs bacterial clearance in sepsis Am J Respir Crit Care Med 2017 195 7 889 905 1:CAS:528:DC%2BC1cXktFaktbc%3D 27735193
A.S. Baumuratov P.M. Antony M. Ostaszewski F. He L. Salamanca L. Antunes J. Weber L. Longhino P. Derkinderen W.J. Koopman N.J. Diederich Enteric neurons from Parkinson's disease patients display ex vivo aberrations in mitochondrial structure Sci Rep 2016 6 33117 1:CAS:528:DC%2BC28XhsFWqt7bP 27624977 5021970
G. Bjorklund M. Peana M. Maes M. Dadar B. Severin The glutathione system in Parkinson's disease and its progression Neurosci Biobehav Rev 2021 120 470 478 33068556
L.G. Bodea Y. Wang B. Linnartz-Gerlach J. Kopatz L. Sinkkonen R. Musgrove T. Kaoma A. Muller L. Vallar D.A. Di Monte R. Balling H. Neumann Neurodegeneration by activation of the microglial complement-phagosome pathway J Neurosci 2014 34 25 8546 8556 24948809 6608212
G. Borsani R. Tonlorenzi M.C. Simmler L. Dandolo D. Arnaud V. Capra M. Grompe A. Pizzuti D. Muzny C. Lawrence H.F. Willard P. Avner A. Ballabio Characterization of a murine gene expressed from the inactive X chromosome Nature 1991 351 6324 325 329 1:CAS:528:DyaK38Xht1ahtrY%3D 2034278
L.F.P. Bosch K. Kierdorf The shape of mu-how morphological analyses shape the study of microglia Front Cell Neurosci 2022 16 1:CAS:528:DC%2BB38Xitlyjtb3F 35846562 9276927
I. Boussaad C.D. Obermaier Z. Hanss D.R. Bobbili S. Bolognin E. Glaab K. Wolynska N. Weisschuh L. De Conti C. May F. Giesert D. Grossmann A. Lambert S. Kirchen M. Biryukov L.F. Burbulla F. Massart J. Bohler G. Cruciani B. Schmid A. Kurz-Drexler P. May S. Duga C. Klein J.C. Schwamborn K. Marcus D. Woitalla D.M. Vogt Weisenhorn W. Wurst M. Baralle D. Krainc T. Gasser B. Wissinger R. Kruger A patient-based model of RNA mis-splicing uncovers treatment targets in Parkinson's disease Sci Transl Med 2020 10.1126/scitranslmed.aau3960 32908004
X.L. Bu X. Wang Y. Xiang L.L. Shen Q.H. Wang Y.H. Liu S.S. Jiao Y.R. Wang H.Y. Cao X. Yi C.H. Liu B. Deng X.Q. Yao Z.Q. Xu H.D. Zhou Y.J. Wang The association between infectious burden and Parkinson's disease: a case-control study Parkinson Relat Disord 2015 21 8 877 881
R.E. Burke K. O'Malley Axon degeneration in Parkinson's disease Exp Neurol 2013 246 72 83 1:CAS:528:DC%2BC3sXhtVKqs7zF 22285449
L. Chen B. Cagniard T. Mathews S. Jones H.C. Koh Y. Ding P.M. Carvey Z. Ling U.J. Kang X. Zhuang Age-dependent motor deficits and dopaminergic dysfunction in DJ-1 null mice J Biol Chem 2005 280 22 21418 21426 1:CAS:528:DC%2BD2MXks1elsbY%3D 15799973
W. Chen H. Liu S. Liu Y. Kang Z. Nie H. Lei Altered prefrontal neurochemistry in the DJ-1 knockout mouse model of Parkinson's disease: complementary semi-quantitative analyses with in vivo magnetic resonance spectroscopy and MALDI-MSI Anal Bioanal Chem 2022 414 28 7977 7987 1:CAS:528:DC%2BB38XisF2hur%2FO 36208327
H.C. Cheng C.M. Ulane R.E. Burke Clinical progression in Parkinson disease and the neurobiology of axons Ann Neurol 2010 67 6 715 725 20517933 2918373
J. Choi M.C. Sullards J.A. Olzmann H.D. Rees S.T. Weintraub D.E. Bostwick M. Gearing A.I. Levey L.S. Chin L. Li Oxidative damage of DJ-1 is linked to sporadic Parkinson and Alzheimer diseases J Biol Chem 2006 281 16 10816 10824 1:CAS:528:DC%2BD28XjsFSqurY%3D 16517609
C.M. Clements R.S. McNally B.J. Conti T.W. Mak J.P. Ting DJ-1, a cancer- and Parkinson's disease-associated protein, stabilizes the antioxidant transcriptional master regulator Nrf2 Proc Natl Acad Sci U S A 2006 103 41 15091 15096 1:CAS:528:DC%2BD28XhtFais7vN 17015834 1586179
F.F. Costa Non-coding RNAs, epigenetics and complexity Gene 2008 410 1 9 17 1:CAS:528:DC%2BD1cXitlWksb0%3D 18226475
A. Dobin C.A. Davis F. Schlesinger J. Drenkow C. Zaleski S. Jha P. Batut M. Chaisson T.R. Gingeras STAR: ultrafast universal RNA-seq aligner Bioinformatics 2013 29 1 15 21 1:CAS:528:DC%2BC38XhvV2gsbnF 23104886
E.R. Dorsey T. Sherer M.S. Okun B.R. Bloem The emerging evidence of the Parkinson pandemic J Parkinsons Dis 2018 8 s1 S3 S8 30584159 6311367
S. Dutta P. Sengupta Men and mice: relating their ages Life Sci 2016 152 244 248 1:CAS:528:DC%2BC2MXhslyrtLzJ 26596563
P. Ewels M. Magnusson S. Lundin M. Kaller MultiQC: summarize analysis results for multiple tools and samples in a single report Bioinformatics 2016 32 19 3047 3048 1:CAS:528:DC%2BC28XhvFCmtLzN 27312411 5039924
F. Fang K. Wirdefeldt A. Jacks F. Kamel W. Ye H. Chen CNS infections, sepsis and risk of Parkinson's disease Int J Epidemiol 2012 41 4 1042 1049 22523201 3429872
G. Finak A. McDavid M. Yajima J. Deng V. Gersuk A.K. Shalek C.K. Slichter H.W. Miller M.J. McElrath M. Prlic P.S. Linsley R. Gottardo MAST: a flexible statistical framework for assessing transcriptional changes and characterizing heterogeneity in single-cell RNA sequencing data Genome Biol 2015 16 278 26653891 4676162
S. Fixemer C. Ameli G. Hammer L. Salamanca O. Uriarte Huarte C. Schwartz J.J. Gerardy N. Mechawar A. Skupin M. Mittelbronn D.S. Bouvier Microglia phenotypes are associated with subregional patterns of concomitant tau, amyloid-beta and alpha-synuclein pathologies in the hippocampus of patients with Alzheimer's disease and dementia with Lewy bodies Acta Neuropathol Commun 2022 10 1 36 1:CAS:528:DC%2BB38XhsVKitrvF 35296366 8925098
M.A. Freeberg L.A. Fromont T. D'Altri A.F. Romero J.I. Ciges A. Jene G. Kerry M. Moldes R. Ariosa S. Bahena D. Barrowdale M.C. Barbero D. Fernandez-Orth C. Garcia-Linares E. Garcia-Rios F. Haziza B. Juhasz O.M. Llobet G. Milla A. Mohan M. Rueda A. Sankar D. Shaju A. Shimpi B. Singh C. Thomas S. de la Torre U. Uyan C. Vasallo P. Flicek R. Guigo A. Navarro H. Parkinson T. Keane J. Rambla The European genome-phenome Archive in 2021 Nucleic Acids Res 2022 50 D1 D980 D987 1:CAS:528:DC%2BB38Xis1ChtbY%3D 34791407
A. Gerhard N. Pavese G. Hotton F. Turkheimer M. Es A. Hammers K. Eggert W. Oertel R.B. Banati D.J. Brooks In vivo imaging of microglial activation with [11C](R)-PK11195 PET in idiopathic Parkinson's disease Neurobiol Dis 2006 21 2 404 412 1:CAS:528:DC%2BD28XmsVGmsg%3D%3D 16182554
G. Giglia-Mari A. Zotter W. Vermeulen DNA damage response Cold Spring Harb Perspect Biol 2011 3 1 20980439 3003462
M.S. Goldberg A. Pisani M. Haburcak T.A. Vortherms T. Kitada C. Costa Y. Tong G. Martella A. Tscherter A. Martins G. Bernardi B.L. Roth E.N. Pothos P. Calabresi J. Shen Nigrostriatal dopaminergic deficits and hypokinesia caused by inactivation of the familial Parkinsonism-linked gene DJ-1 Neuron 2005 45 4 489 496 1:CAS:528:DC%2BD2MXitFOksbs%3D 15721235
Z. Gu R. Eils M. Schlesner Complex heatmaps reveal patterns and correlations in multidimensional genomic data Bioinformatics 2016 32 18 2847 2849 1:CAS:528:DC%2BC2sXhtFGlurjF 27207943
W. Haenseler S.N. Sansom J. Buchrieser S.E. Newey C.S. Moore F.J. Nicholls S. Chintawar C. Schnell J.P. Antel N.D. Allen M.Z. Cader R. Wade-Martins W.S. James S.A. Cowley A highly efficient human pluripotent stem cell microglia model displays a neuronal-co-culture-specific expression profile and inflammatory response Stem Cell Rep 2017 8 6 1727 1742 1:CAS:528:DC%2BC2sXpslWgt74%3D
C.J. Hall R.H. Boyle J.W. Astin M.V. Flores S.H. Oehlers L.E. Sanderson F. Ellett G.J. Lieschke K.E. Crosier P.S. Crosier Immunoresponsive gene 1 augments bactericidal activity of macrophage-lineage cells by regulating beta-oxidation-dependent mitochondrial ROS production Cell Metab 2013 18 2 265 278 1:CAS:528:DC%2BC3sXht1emsr3F 23931757
Y. Hao S. Hao E. Andersen-Nissen W.M. Mauck 3rd S. Zheng A. Butler M.J. Lee A.J. Wilk C. Darby M. Zager P. Hoffman M. Stoeckius E. Papalexi E.P. Mimitou J. Jain A. Srivastava T. Stuart L.M. Fleming B. Yeung A.J. Rogers J.M. McElrath C.A. Blish R. Gottardo P. Smibert R. Satija Integrated analysis of multimodal single-cell data Cell 2021 184 13 3573 3587 e3529 1:CAS:528:DC%2BB3MXhtlSrtrvE 34062119 8238499
L. He S. Lin H. Pan R. Shen M. Wang Z. Liu S. Sun Y. Tan Y. Wang S. Chen J. Ding Lack of association between DJ-1 gene promoter polymorphism and the risk of Parkinson's disease Front Aging Neurosci 2019 11 24 1:CAS:528:DC%2BC1MXitlWntb7E 30863299 6399152
M. Hinwood R.J. Tynan J.L. Charnley S.B. Beynon T.A. Day F.R. Walker Chronic stress induced remodeling of the prefrontal cortex: structural re-organization of microglia and the inhibitory effect of minocycline Cereb Cortex 2013 23 8 1784 1797 22710611
I.C. Hoogland C. Houbolt D.J. van Westerloo W.A. van Gool D. van de Beek Systemic inflammation and microglial activation: systematic review of animal experiments J Neuroinflamm 2015 12 114
K. Imamura N. Hishikawa M. Sawada T. Nagatsu M. Yoshida Y. Hashizume Distribution of major histocompatibility complex class II-positive microglia and cytokine profile of Parkinson's disease brains Acta Neuropathol 2003 106 6 518 526 1:CAS:528:DC%2BD3sXos1Clsrs%3D 14513261
J. Jang S. Jeong S.I. Lee W. Seol H. Seo I. Son D.H. Ho Oxidized DJ-1 levels in urine samples as a putative biomarker for Parkinson's disease Parkinsons Dis 2018 2018 1241757 29887985 5985070
J.H. Kim D.J. Choi H.K. Jeong J. Kim D.W. Kim S.Y. Choi S.M. Park Y.H. Suh I. Jou E.H. Joe DJ-1 facilitates the interaction between STAT1 and its phosphatase, SHP-1, in brain microglia and astrocytes: a novel anti-inflammatory function of DJ-1 Neurobiol Dis 2013 60 1 10 1:CAS:528:DC%2BC3sXhs1Wmt7vM 23969237
R.H. Kim P.D. Smith H. Aleyasin S. Hayley M.P. Mount S. Pownall A. Wakeham A.J. You-Ten S.K. Kalia P. Horne D. Westaway A.M. Lozano H. Anisman D.S. Park T.W. Mak Hypersensitivity of DJ-1-deficient mice to 1-methyl-4-phenyl-1,2,3,6-tetrahydropyrindine (MPTP) and oxidative stress Proc Natl Acad Sci U S A 2005 102 14 5215 5220 1:CAS:528:DC%2BD2MXjsFemtbY%3D 15784737 555037
G. Krebiehl S. Ruckerbauer L.F. Burbulla N. Kieper B. Maurer J. Waak H. Wolburg Z. Gizatullina F.N. Gellerich D. Woitalla O. Riess P.J. Kahle T. Proikas-Cezanne R. Kruger Reduced basal autophagy and impaired mitochondrial dynamics due to loss of Parkinson's disease-associated protein DJ-1 PLoS ONE 2010 5 2 20186336 2826413
S. Lavisse S. Goutal C. Wimberley M. Tonietto M. Bottlaender P. Gervais B. Kuhnast M.A. Peyronneau O. Barret J. Lagarde M. Sarazin P. Hantraye C. Thiriez P. Remy Increased microglial activation in patients with Parkinson disease using [(18)F]-DPA714 TSPO PET imaging Parkinsonism Relat Disord 2021 82 29 36 1:CAS:528:DC%2BB38XhsVyiu77E 33242662
Y. Liao G.K. Smyth W. Shi The R package Rsubread is easier, faster, cheaper and better for alignment and quantification of RNA sequencing reads Nucleic Acids Res 2019 47 8 1:CAS:528:DC%2BC1MXitFejtrzK 30783653 6486549
Z. Lin C. Chen D. Yang J. Ding G. Wang H. Ren DJ-1 inhibits microglial activation and protects dopaminergic neurons in vitro and in vivo through interacting with microglial p65 Cell Death Dis 2021 12 8 715 1:CAS:528:DC%2BB3MXhvFWrtbzK 34274951 8286256
F. Lind-Holm Mogensen A. Scafidi A. Poli A. Michelucci PARK7/DJ-1 in microglia: implications in Parkinson's disease and relevance as a therapeutic target J Neuroinflamm 2023 20 1 95
M.I. Love W. Huber S. Anders Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2 Genome Biol 2014 15 12 550 25516281 4302049
Lun ATL, Riesenfeld S, Andrews T, Dao TP, Gomes T, J. participants in the 1st Human Cell Atlas, Marioni JC. EmptyDrops: distinguishing cells from empty droplets in droplet-based single-cell RNA sequencing data. Genome Biol. 2019;20(1): 63.
M. Martin Cutadapt removes adapter sequences from high-throughput sequencing reads EMBnet J 2011 17 1 10 12
J. Meiser S. Delcambre A. Wegner C. Jager J. Ghelfi A.F. d'Herouel X. Dong D. Weindl C. Stautner Y. Nonnenmacher A. Michelucci O. Popp F. Giesert S. Schildknecht L. Kramer J.G. Schneider D. Woitalla W. Wurst A. Skupin D.M. Weisenhorn R. Kruger M. Leist K. Hiller Loss of DJ-1 impairs antioxidant response by altered glutamine and serine metabolism Neurobiol Dis 2016 89 112 125 1:CAS:528:DC%2BC28XisVyrt74%3D 26836693
A. Michelucci T. Cordes J. Ghelfi A. Pailot N. Reiling O. Goldmann T. Binz A. Wegner A. Tallam A. Rausell M. Buttini C.L. Linster E. Medina R. Balling K. Hiller Immune-responsive gene 1 protein links metabolism to immunity by catalyzing itaconic acid production Proc Natl Acad Sci U S A 2013 110 19 7820 7825 1:CAS:528:DC%2BC3sXptFWqsb0%3D 23610393 3651434
Y. Mita Y. Kataoka Y. Saito T. Kashi K. Hayashi A. Iwasaki T. Imanishi T. Miyasaka N. Noguchi Distribution of oxidized DJ-1 in Parkinson's disease-related sites in the brain and in the peripheral tissues: effects of aging and a neurotoxin Sci Rep 2018 8 1 12056 30104666 6089991
F. Molder K.P. Jablonski B. Letcher M.B. Hall C.H. Tomkins-Tinch V. Sochat J. Forster S. Lee S.O. Twardziok A. Kanitz A. Wilm M. Holtgrewe S. Rahmann S. Nahnsen J. Koster Sustainable data analysis with Snakemake F1000Res 2021 10 33 34035898 8114187
H.H. Nielsen J. Qiu S. Friis L. Wermuth B. Ritz Treatment for Helicobacter pylori infection and risk of Parkinson's disease in Denmark Eur J Neurol 2012 19 6 864 869 1:STN:280:DC%2BC38vgsV2muw%3D%3D 22248366 3330170
J. Pakpoor A. Noyce R. Goldacre M. Selkihova S. Mullin A. Schrag A. Lees M. Goldacre Viral hepatitis and Parkinson disease: a national record-linkage study Neurology 2017 88 17 1630 1633 28356465
R.C. Paolicelli A. Sierra B. Stevens M.E. Tremblay A. Aguzzi B. Ajami I. Amit E. Audinat I. Bechmann M. Bennett F. Bennett A. Bessis K. Biber S. Bilbo M. Blurton-Jones E. Boddeke D. Brites B. Brone G.C. Brown O. Butovsky M.J. Carson B. Castellano M. Colonna S.A. Cowley C. Cunningham D. Davalos P.L. De Jager B. de Strooper A. Denes B.J.L. Eggen U. Eyo E. Galea S. Garel F. Ginhoux C.K. Glass O. Gokce D. Gomez-Nicola B. Gonzalez S. Gordon M.B. Graeber A.D. Greenhalgh P. Gressens M. Greter D.H. Gutmann C. Haass M.T. Heneka F.L. Heppner S. Hong D.A. Hume S. Jung H. Kettenmann J. Kipnis R. Koyama G. Lemke M. Lynch A. Majewska M. Malcangio T. Malm R. Mancuso T. Masuda M. Matteoli B.W. McColl V.E. Miron A.V. Molofsky M. Monje E. Mracsko A. Nadjar J.J. Neher U. Neniskyte H. Neumann M. Noda B. Peng F. Peri V.H. Perry P.G. Popovich C. Pridans J. Priller M. Prinz D. Ragozzino R.M. Ransohoff M.W. Salter A. Schaefer D.P. Schafer M. Schwartz M. Simons C.J. Smith W.J. Streit T.L. Tay L.H. Tsai A. Verkhratsky R. von Bernhardi H. Wake V. Wittamer S.A. Wolf L.J. Wu T. Wyss-Coray Microglia states and nomenclature: a field at its crossroads Neuron 2022 110 21 3458 3483 1:CAS:528:DC%2BB38Xisl2gsrjE 36327895 9999291
K.L. Patrick S.L. Bell C.G. Weindel R.O. Watson Exploring the "multiple-hit hypothesis" of neurodegenerative disease: bacterial infection comes up to bat Front Cell Infect Microbiol 2019 9 138 1:CAS:528:DC%2BB3cXjs1Gmtrs%3D 31192157 6546885
D. Perez-Sala M.A. Pajares Appraising the role of astrocytes as suppliers of neuronal glutathione precursors Int J Mol Sci. 2023 24 9 8059 1:CAS:528:DC%2BB3sXhtVaqt73J 37175763 10179008
T.T. Pham F. Giesert A. Rothig T. Floss M. Kallnik K. Weindl S.M. Holter U. Ahting H. Prokisch L. Becker T. Klopstock M. Hrabe de Angelis K. Beyer K. Gorner P.J. Kahle D.M. Vogt Weisenhorn W. Wurst DJ-1-deficient mice show less TH-positive neurons in the ventral tegmental area and exhibit non-motoric behavioural impairments Genes Brain Behav 2010 9 3 305 317 1:CAS:528:DC%2BC3cXmtVWjurc%3D 20039949
M.N. Sack Mitochondrial depolarization and the role of uncoupling proteins in ischemia tolerance Cardiovasc Res 2006 72 2 210 219 1:CAS:528:DC%2BD28XhtVygsLjN 16914124
Y. Saito Oxidized DJ-1 as a possible biomarker of Parkinson's disease J Clin Biochem Nutr 2014 54 3 138 144 1:CAS:528:DC%2BC2cXhtFSmtbzI 24894116 4042152
Y. Saito T. Hamakubo Y. Yoshida Y. Ogawa Y. Hara H. Fujimura Y. Imai H. Iwanari Y. Mochizuki M. Shichiri K. Nishio T. Kinumi N. Noguchi T. Kodama E. Niki Preparation and application of monoclonal antibodies against oxidized DJ-1. Significant elevation of oxidized DJ-1 in erythrocytes of early-stage Parkinson disease patients Neurosci Lett 2009 465 1 1 5 1:CAS:528:DC%2BD1MXhtFGkurrK 19733211
L. Salamanca N. Mechawar K.K. Murai R. Balling D.S. Bouvier A. Skupin MIC-MAC: an automated pipeline for high-throughput characterization and classification of three-dimensional microglia morphologies in mouse and human postmortem brain samples Glia 2019 67 8 1496 1509 30983036 6617786
M. Schubert S. Lindgreen L. Orlando AdapterRemoval v2: rapid adapter trimming, identification, and read merging BMC Res Notes 2016 9 88 26868221 4751634
C. Sheng X. Heng G. Zhang R. Xiong H. Li S. Zhang S. Chen DJ-1 deficiency perturbs microtubule dynamics and impairs striatal neurite outgrowth Neurobiol Aging 2013 34 2 489 498 1:CAS:528:DC%2BC38Xnt1Kmu7g%3D 22609282
B.T. Sherman M. Hao J. Qiu X. Jiao M.W. Baseler H.C. Lane T. Imamichi W. Chang DAVID: a web server for functional enrichment analysis and functional annotation of gene lists (2021 update) Nucleic Acids Res 2022 50 W1 W216 W221 1:CAS:528:DC%2BB3sXptlKjsL0%3D 35325185 9252805
S. Smajic C.A. Prada-Medina Z. Landoulsi J. Ghelfi S. Delcambre C. Dietrich J. Jarazo J. Henck S. Balachandran S. Pachchek C.M. Morris P. Antony B. Timmermann S. Sauer S.L. Pereira J.C. Schwamborn P. May A. Grunewald M. Spielmann Single-cell sequencing of human midbrain reveals glial activation and a Parkinson-specific neuronal state Brain 2022 145 3 964 978 34919646
R.J. Smeyne A.J. Noyce M. Byrne R. Savica C. Marras Infection and risk of Parkinson's disease J Parkinsons Dis 2021 11 1 31 43 1:CAS:528:DC%2BB3MXis1Grtbw%3D 33361610 7990414
K.L. Smith M.S. Kassem D.J. Clarke M.P. Kuligowski M.A. Bedoya-Perez S.M. Todd J. Lagopoulos M.R. Bennett J.C. Arnold Microglial cell hyper-ramification and neuronal dendritic spine loss in the hippocampus and medial prefrontal cortex in a mouse model of PTSD Brain Behav Immun 2019 80 889 899 31158497
G. Sonnenfeld J.E. Cunnick A.V. Armfield P.G. Wood B.S. Rabin Stress-induced alterations in interferon production and class II histocompatibility antigen expression Brain Behav Immun 1992 6 2 170 178 1:CAS:528:DyaK38XlvFSjtrk%3D 1504370
C. Sousa A. Golebiewska S.K. Poovathingal T. Kaoma Y. Pires-Afonso S. Martina D. Coowar F. Azuaje A. Skupin R. Balling K. Biber S.P. Niclou A. Michelucci Single-cell transcriptomics reveals distinct inflammation-induced microglia signatures EMBO Rep 2018 10.15252/embr.201846171 30206190 6216255
D.R. Stirling M.J. Swain-Bowden A.M. Lucas A.E. Carpenter B.A. Cimini A. Goodman CellProfiler 4: improvements in speed, utility and usability BMC Bioinform 2021 22 1 433
R. Taipa C. Pereira I. Reis I. Alonso A. Bastos-Lima M. Melo-Pires M. Magalhaes DJ-1 linked parkinsonism (PARK7) is associated with Lewy body pathology Brain 2016 139 Pt 6 1680 1687 27085187
A. Tallam T.M. Perumal P.M. Antony C. Jager J.V. Fritz L. Vallar R. Balling A. Del Sol A. Michelucci Gene regulatory network inference of immunoresponsive gene 1 (IRG1) identifies interferon regulatory factor 1 (IRF1) as its transcriptional regulator in mammalian macrophages PLoS ONE 2016 11 2 26872335 4752512
M.G. Tansey R.L. Wallings M.C. Houser M.K. Herrick C.E. Keating V. Joers Inflammation and immune dysfunction in Parkinson disease Nat Rev Immunol 2022 22 11 657 673 1:CAS:528:DC%2BB38XmtFOku7c%3D 35246670 8895080
Team RC. R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. 2021.
M.H. Terkelsen I.H. Klaestrup V. Hvingelby J. Lauritsen N. Pavese M. Romero-Ramos Neuroinflammation and immune changes in prodromal Parkinson's disease and other synucleinopathies J Parkinsons Dis 2022 12 s1 S149 S163 1:CAS:528:DC%2BB38XisFais7vP 35723115 9535563
G. Toda T. Yamauchi T. Kadowaki K. Ueki Preparation and culture of bone marrow-derived macrophages from mice for functional analysis STAR Protoc 2021 2 1 1:CAS:528:DC%2BB38XitVCiu7bF 33458708
D. Trudler O. Weinreb S.A. Mandel M.B. Youdim D. Frenkel DJ-1 deficiency triggers microglia sensitivity to dopamine toward a pro-inflammatory phenotype that is attenuated by rasagiline J Neurochem 2014 129 3 434 447 1:CAS:528:DC%2BC2cXmtl2hs7c%3D 24355073
B. van Wilgenburg C. Browne J. Vowles S.A. Cowley Efficient, long term production of monocyte-derived macrophages from human pluripotent stem cells under partly-defined and fully-defined conditions PLoS ONE 2013 8 8 23951090 3741356
Varrette S, Cartiaux H, Valette T, Olloh A. Aggregating and Consolidating two High Performant Network Topologies: The ULHPC Experience. In: ACM Practice and Experience in Advanced Research Computing (PEARC'22). Association for Computing Machinery (ACM), Boston, USA. 2022. https://doi.org/10.1145/3491418.3535159
A. Vidal-Itriago R.A.W. Radford J.A. Aramideh C. Maurel N.M. Scherer E.K. Don A. Lee R.S. Chung M.B. Graeber M. Morsch Microglia morphophysiological diversity and its implications for the CNS Front Immunol 2022 13 1:CAS:528:DC%2BB38XivVOmtb7E 36341385 9627549
J. Waak S.S. Weber A. Waldenmaier K. Gorner M. Alunni-Fabbroni H. Schell D. Vogt-Weisenhorn T.T. Pham V. Reumers V. Baekelandt W. Wurst P.J. Kahle Regulation of astrocyte inflammatory responses by the Parkinson's disease-associated gene DJ-1 FASEB J 2009 23 8 2478 2489 1:CAS:528:DC%2BD1MXpvFOltrk%3D 19276172
H. Wang X. Liu C. Tan W. Zhou J. Jiang W. Peng X. Zhou L. Mo L. Chen Bacterial, viral, and fungal infection-related risk of Parkinson's disease: meta-analysis of cohort and case-control studies Brain Behav 2020 10 3 32017453 7066372
Y. Wang X. Kang X. Kang F. Yang S100A6: molecular function and biomarker role Biomark Res 2023 11 1 78 37670392 10481514
Y. Zhang Y. Dong Y. Zhu D. Sun S. Wang J. Weng Y. Zhu W. Peng B. Yu Y. Jiang Microglia-specific transcriptional repression of interferon-regulated genes after prolonged stress in mice Neurobiol Stress 2022 21 1:CAS:528:DC%2BB38Xis1aisLrE 36532375 9755030