Urinary proteome profiling for stratifying patients with familial Parkinson’s disease

The prevalence of Parkinson’s disease (PD) is increasing but the development of novel treatment strategies and therapeutics altering the course of the disease would benefit from specific, sensitive and non-invasive biomarkers to detect PD early. Here, we describe a scalable and sensitive mass spectrometry (MS)-based proteomic workflow for urinary proteome profiling. Our workflow enabled the reproducible quantification of more than 2,000 proteins in more than 200 urine samples using minimal volumes from two independent patient cohorts. The urinary proteome was significantly different between PD patients and healthy controls, as well as between LRRK2 G2019S carriers and non-carriers in both cohorts. Interestingly, our data revealed lysosomal dysregulation in individuals with the LRRK2 G2019S mutation. When combined with machine learning, the urinary proteome data alone was sufficient to classify mutation status and disease manifestation in mutation carriers remarkably well, identifying VGF, ENPEP and other PD-associated proteins as the most discriminating features. Taken together, our results validate urinary proteomics as a valuable strategy for biomarker discovery and patient stratification in PD.

[1]  D. Hochstrasser,et al.  A panel of cerebrospinal fluid potential biomarkers for the diagnosis of Alzheimer's disease , 2003, Proteomics.

[2]  Jürgen Cox,et al.  MaxQuant.Live Enables Global Targeting of More Than 25,000 Peptides , 2018, Molecular & Cellular Proteomics.

[3]  S. Jain,et al.  Multi-organ autonomic dysfunction in Parkinson disease. , 2011, Parkinsonism & related disorders.

[4]  M. M. Pimentel,et al.  Association of LRRK2 and GBA mutations in a Brazilian family with Parkinson's disease. , 2015, Parkinsonism & related disorders.

[5]  Hugo J. Bellen,et al.  Sphingolipids in the Pathogenesis of Parkinson’s Disease and Parkinsonism , 2019, Trends in Endocrinology & Metabolism.

[6]  L. Bubacco,et al.  LRRK2 deficiency impacts ceramide metabolism in brain. , 2016, Biochemical and biophysical research communications.

[7]  K. Merchant,et al.  Higher Urine bis(Monoacylglycerol)Phosphate Levels in LRRK2 G2019S Mutation Carriers: Implications for Therapeutic Development , 2019, Movement disorders : official journal of the Movement Disorder Society.

[8]  S. M. Fayaz,et al.  CypD: The Key to the Death Door. , 2015, CNS & neurological disorders drug targets.

[9]  Matthias Mann,et al.  Plasma Proteome Profiling to detect and avoid sample‐related biases in biomarker studies , 2019, EMBO molecular medicine.

[10]  Nianjun Liu,et al.  Ser(P)‐1292 LRRK2 in urinary exosomes is elevated in idiopathic Parkinson's disease , 2016, Movement disorders : official journal of the Movement Disorder Society.

[11]  Youhe Gao,et al.  Urinary Biomarkers of Brain Diseases , 2015, Genom. Proteom. Bioinform..

[12]  W Poewe,et al.  Non‐motor symptoms in Parkinson’s disease , 2008, European journal of neurology.

[13]  Masahiro Chatani,et al.  Bone loss caused by dopaminergic degeneration and levodopa treatment in Parkinson’s disease model mice , 2019, Scientific Reports.

[14]  L. Petrucelli,et al.  Disruption of protein quality control in Parkinson's disease. , 2012, Cold Spring Harbor perspectives in medicine.

[15]  D. Krainc,et al.  LRRK2 kinase activity regulates lysosomal glucocerebrosidase in neurons derived from Parkinson’s disease patients , 2019, Nature Communications.

[16]  Matthias Mann,et al.  Loss-less Nano-fractionator for High Sensitivity, High Coverage Proteomics * , 2017, Molecular & Cellular Proteomics.

[17]  the original work is properly cited. , 2022 .

[18]  Harald Mischak,et al.  Urine in Clinical Proteomics* , 2008, Molecular & Cellular Proteomics.

[19]  S. Zderic,et al.  Urine proteomics: Evaluation of different sample preparation workflows for quantitative, reproducible and improved depth of analysis. , 2020, Journal of proteome research.

[20]  PPM1H phosphatase counteracts LRRK2 signaling by selectively dephosphorylating Rab proteins , 2019, eLife.

[21]  A. Lees,et al.  Bone health in Parkinson's disease: a systematic review and meta-analysis , 2014, Journal of Neurology, Neurosurgery & Psychiatry.

[22]  Matthias Mann,et al.  Proteomics reveals the effects of sustained weight loss on the human plasma proteome , 2016, Molecular systems biology.

[23]  A. Wittig,et al.  Urinary Proteomics Profiles Are Useful for Detection of Cancer Biomarkers and Changes Induced by Therapeutic Procedures , 2019, Molecules.

[24]  J. Poirier,et al.  Apolipoprotein C-I Expression in the Brain in Alzheimer's Disease , 2001, Neurobiology of Disease.

[25]  L. Bubacco,et al.  Ceramides in Parkinson’s Disease: From Recent Evidence to New Hypotheses , 2019, Front. Neurosci..

[26]  Matthias Mann,et al.  Plasma Proteome Profiling Reveals Dynamics of Inflammatory and Lipid Homeostasis Markers after Roux-En-Y Gastric Bypass Surgery. , 2018, Cell systems.

[27]  Z. Gan-Or,et al.  Carriers of both GBA and LRRK2 mutations, compared to carriers of either, in Parkinson's disease: Risk estimates and genotype-phenotype correlations. , 2019, Parkinsonism & related disorders.

[28]  L. Ungar,et al.  Identification of potential CSF biomarkers in ALS , 2006, Neurology.

[29]  S. Xie,et al.  Plasma apolipoprotein A1 associates with age at onset and motor severity in early Parkinson's disease patients , 2015, Movement disorders : official journal of the Movement Disorder Society.

[30]  Thorsten Kaiser,et al.  Proteomic analysis for the assessment of diabetic renal damage in humans. , 2004, Clinical science.

[31]  A. Irintchev,et al.  The extracellular matrix glycoprotein tenascin-R regulates neurogenesis during development and in the adult dentate gyrus of mice , 2014, Journal of Cell Science.

[32]  M. Mann,et al.  Accurate MS-based Rab10 phosphorylation stoichiometry determination as readout for LRRK2 activity in Parkinson’s disease , 2019, bioRxiv.

[33]  T. Dawson,et al.  Dynamic and redundant regulation of LRRK2 and LRRK1 expression , 2007, BMC Neuroscience.

[34]  Jason J. Corneveaux,et al.  Next-generation profiling to identify the molecular etiology of Parkinson dementia , 2016, Neurology: Genetics.

[35]  G. Ross,et al.  Early Prediction of Acute Renal Injury Using Urinary Proteomics , 2005, American Journal of Nephrology.

[36]  A. Singleton,et al.  Finding useful biomarkers for Parkinson’s disease , 2018, Science Translational Medicine.

[37]  Matthias Mann,et al.  Revisiting biomarker discovery by plasma proteomics , 2017, Molecular systems biology.

[38]  Matthias Mann,et al.  Plasma Proteome Profiling to detect and avoid sample‐related biases in biomarker studies , 2018, bioRxiv.

[39]  J. Lupski,et al.  Whole-Exome Sequencing in Familial Parkinson Disease. , 2016, JAMA neurology.

[40]  Matthias Mann,et al.  Phosphoproteomics reveals that Parkinson's disease kinase LRRK2 regulates a subset of Rab GTPases , 2016, eLife.

[41]  Maximilian T. Strauss,et al.  Proteome profiling in cerebrospinal fluid reveals novel biomarkers of Alzheimer's disease , 2020, Molecular systems biology.

[42]  Yajie Wang,et al.  A Proteomic Analysis of Individual and Gender Variations in Normal Human Urine and Cerebrospinal Fluid Using iTRAQ Quantification , 2015, PloS one.

[43]  M. Mann,et al.  The human urinary proteome contains more than 1500 proteins, including a large proportion of membrane proteins , 2006, Genome Biology.

[44]  Marco Y. Hein,et al.  The Perseus computational platform for comprehensive analysis of (prote)omics data , 2016, Nature Methods.

[45]  R. James,et al.  Characterization of subpopulations of lipoprotein particles isolated from human cerebrospinal fluid. , 1995, Biochimica et biophysica acta.

[46]  I. Kang,et al.  Cyclophilin B protects SH-SY5Y human neuroblastoma cells against MPP(+)-induced neurotoxicity via JNK pathway. , 2016, Biochemical and biophysical research communications.

[47]  C. Ross,et al.  Parkinson's disease-associated mutations in leucine-rich repeat kinase 2 augment kinase activity. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[48]  Alok K. Shah,et al.  Urine proteomics study reveals potential biomarkers for the differential diagnosis of cholangiocarcinoma and periductal fibrosis , 2019, PloS one.

[49]  H. Steen,et al.  MStern Blotting–High Throughput Polyvinylidene Fluoride (PVDF) Membrane-Based Proteomic Sample Preparation for 96-Well Plates* , 2015, Molecular & Cellular Proteomics.

[50]  Kejie Li,et al.  An integrated transcriptomics and proteomics analysis reveals functional endocytic dysregulation caused by mutations in LRRK2 , 2019, Neurobiology of Disease.

[51]  T. Iwatsubo,et al.  The Emerging Functions of LRRK2 and Rab GTPases in the Endolysosomal System , 2020, Frontiers in Neuroscience.

[52]  H. Hayashi,et al.  Furin inhibitor protects against neuronal cell death induced by activated NMDA receptors , 2018, Scientific Reports.

[53]  F. Marrosu,et al.  VGF peptides as novel biomarkers in Parkinson’s disease , 2019, Cell and Tissue Research.

[54]  L. Stefanis,et al.  Elevated In Vitro Kinase Activity in Peripheral Blood Mononuclear Cells of Leucine‐Rich Repeat Kinase 2 G2019S Carriers: A Novel Enzyme‐Linked Immunosorbent Assay–Based Method , 2020, Movement disorders : official journal of the Movement Disorder Society.

[55]  C. Buhmann,et al.  Characterization of four lipoprotein classes in human cerebrospinal fluid. , 2001, Journal of lipid research.

[56]  W. Chung,et al.  Glucocerebrosidase activity in Parkinson's disease with and without GBA mutations. , 2015, Brain : a journal of neurology.

[57]  A. Makarov,et al.  Phase-Constrained Spectrum Deconvolution for Fourier Transform Mass Spectrometry. , 2017, Analytical chemistry.

[58]  D. Alessi,et al.  LRRK2 kinase in Parkinson's disease , 2018, Science.

[59]  Matthias Mann,et al.  Systematic proteomic analysis of LRRK2-mediated Rab GTPase phosphorylation establishes a connection to ciliogenesis , 2017, eLife.

[60]  A. West Ten Years and Counting: Moving Leucine-Rich Repeat Kinase 2 Inhibitors to the Clinic , 2014, Movement disorders : official journal of the Movement Disorder Society.

[61]  S. Chandra,et al.  Role of the endolysosomal system in Parkinson’s disease , 2019, Journal of neurochemistry.

[62]  F. N. Emamzadeh Role of Apolipoproteins and α-Synuclein in Parkinson’s Disease , 2017, Journal of Molecular Neuroscience.

[63]  Susan C. Lipsett,et al.  Urine proteomics for discovery of improved diagnostic markers of Kawasaki disease , 2012, EMBO molecular medicine.

[64]  L. Vargova,et al.  ECM in brain aging and dementia. , 2014, Progress in brain research.

[65]  Sonja W. Scholz,et al.  Identification of novel risk loci, causal insights, and heritable risk for Parkinson's disease: a meta-analysis of genome-wide association studies , 2019, The Lancet Neurology.

[66]  Y. Sun,et al.  Tetranectin and apolipoprotein A‐I in cerebrospinal fluid as potential biomarkers for Parkinson’s disease , 2010, Acta neurologica Scandinavica.

[67]  M. Mann,et al.  Quantitative analysis of the intra- and inter-individual variability of the normal urinary proteome. , 2011, Journal of proteome research.

[68]  Matthias Mann,et al.  BoxCar acquisition method enables single-shot proteomics at a depth of 10,000 proteins in 100 minutes , 2018, Nature Methods.

[69]  G. von Heijne,et al.  Tissue-based map of the human proteome , 2015, Science.

[70]  Ludovic C. Gillet,et al.  Targeted Data Extraction of the MS/MS Spectra Generated by Data-independent Acquisition: A New Concept for Consistent and Accurate Proteome Analysis* , 2012, Molecular & Cellular Proteomics.

[71]  Ludovic C. Gillet,et al.  Data‐independent acquisition‐based SWATH‐MS for quantitative proteomics: a tutorial , 2018, Molecular systems biology.

[72]  Shui-Tein Chen,et al.  Different techniques for urinary protein analysis of normal and lung cancer patients , 2005, Proteomics.

[73]  Elie Needle,et al.  Pathogenic LRRK2 mutations, through increased kinase activity, produce enlarged lysosomes with reduced degradative capacity and increase ATP13A2 expression. , 2015, Human molecular genetics.

[74]  Matthias Mann,et al.  Plasma Proteome Profiling to Assess Human Health and Disease. , 2016, Cell systems.

[75]  D. Turnbull,et al.  Ageing and Parkinson's disease: Why is advancing age the biggest risk factor?☆ , 2014, Ageing Research Reviews.

[76]  E. Katunina,et al.  [Epidemiology of Parkinson's disease]. , 2013, Zhurnal nevrologii i psikhiatrii imeni S.S. Korsakova.

[77]  Daniel Ysselstein "LRRK2 kinase activity regulates lysosomal glucocerebrosidase in Parkinson's disease pathogenesis" Sequencing Data , 2019 .

[78]  T. Montine,et al.  Plasma apolipoprotein A1 as a biomarker for Parkinson disease , 2013, Annals of neurology.

[79]  J. Hardy,et al.  The glucocerobrosidase E326K variant predisposes to Parkinson's disease, but does not cause Gaucher's disease , 2013, Movement disorders : official journal of the Movement Disorder Society.

[80]  P. Bongioanni,et al.  Distribution of VGF peptides in the human cortex and their selective changes in Parkinson’s and Alzheimer’s diseases , 2010, Journal of anatomy.

[81]  Walter Kolch,et al.  Urinary Proteomic Biomarkers in Coronary Artery Disease*S , 2008, Molecular & Cellular Proteomics.

[82]  E. Tolosa,et al.  LRRK2 in Parkinson disease: challenges of clinical trials , 2020, Nature Reviews Neurology.

[83]  A. Ganser,et al.  Proteomics applied to the clinical follow-up of patients after allogeneic hematopoietic stem cell transplantation. , 2004, Blood.

[84]  Xiangmei Chen,et al.  Comprehensive Analysis of Individual Variation in the Urinary Proteome Revealed Significant Gender Differences* , 2019, Molecular & Cellular Proteomics.

[85]  M. Manns,et al.  Urine proteomic analysis differentiates cholangiocarcinoma from primary sclerosing cholangitis and other benign biliary disorders , 2012, Gut.

[86]  R. Wade-Martins,et al.  Targeting Alpha-Synuclein as a Therapy for Parkinson’s Disease , 2019, Front. Mol. Neurosci..

[87]  M. Mann,et al.  Minimal, encapsulated proteomic-sample processing applied to copy-number estimation in eukaryotic cells , 2014, Nature Methods.

[88]  A. Stepan,et al.  LRRK2 activation in idiopathic Parkinson’s disease , 2018, Science Translational Medicine.

[89]  A. Sullivan,et al.  Trophic factors for Parkinson's disease: Where are we and where do we go from here? , 2019, The European journal of neuroscience.

[90]  Kevin C. Dorff,et al.  Urine proteomics for profiling of human disease using high accuracy mass spectrometry , 2009, Proteomics. Clinical applications.

[91]  M. Cookson,et al.  LRRK2 at the interface of autophagosomes, endosomes and lysosomes , 2016, Molecular Neurodegeneration.

[92]  Tariq Ismail,et al.  Proteomic profiling of urine for the detection of colon cancer , 2008, Proteome Science.

[93]  M. Gundeti,et al.  Urinary tract dysfunction in Parkinson’s disease: a review , 2012, International Urology and Nephrology.

[94]  A. Haghighi,et al.  A Neuron-Glial Trans-Signaling Cascade Mediates LRRK2-Induced Neurodegeneration , 2019, Cell reports.

[95]  Tanveer S. Batth,et al.  Protein Aggregation Capture on Microparticles Enables Multipurpose Proteomics Sample Preparation* , 2019, Molecular & Cellular Proteomics.