A proteogenomic view of Parkinson’s disease causality and heterogeneity

Abstract The pathogenesis and clinical heterogeneity of Parkinson’s disease (PD) have been evaluated from molecular, pathophysiological, and clinical perspectives. High-throughput proteomic analysis of cerebrospinal fluid (CSF) opened new opportunities for scrutinizing this heterogeneity. To date, t...

Full description

Bibliographic Details
Main Authors: Sergio Kaiser, Luqing Zhang, Brit Mollenhauer, Jaison Jacob, Simonne Longerich, Jorge Del-Aguila, Jacob Marcus, Neha Raghavan, David Stone, Olumide Fagboyegun, Douglas Galasko, Mohammed Dakna, Bilada Bilican, Mary Dovlatyan, Anna Kostikova, Jingyao Li, Brant Peterson, Michael Rotte, Vinicius Sanz, Tatiana Foroud, Samantha J. Hutten, Mark Frasier, Hirotaka Iwaki, Andrew Singleton, Ken Marek, Karen Crawford, Fiona Elwood, Mirko Messa, Pablo Serrano-Fernandez
Format: Article
Language:English
Published: Nature Portfolio 2023-02-01
Series:npj Parkinson's Disease
Online Access:https://doi.org/10.1038/s41531-023-00461-9
_version_ 1797422240929677312
author Sergio Kaiser
Luqing Zhang
Brit Mollenhauer
Jaison Jacob
Simonne Longerich
Jorge Del-Aguila
Jacob Marcus
Neha Raghavan
David Stone
Olumide Fagboyegun
Douglas Galasko
Mohammed Dakna
Bilada Bilican
Mary Dovlatyan
Anna Kostikova
Jingyao Li
Brant Peterson
Michael Rotte
Vinicius Sanz
Tatiana Foroud
Samantha J. Hutten
Mark Frasier
Hirotaka Iwaki
Andrew Singleton
Ken Marek
Karen Crawford
Fiona Elwood
Mirko Messa
Pablo Serrano-Fernandez
author_facet Sergio Kaiser
Luqing Zhang
Brit Mollenhauer
Jaison Jacob
Simonne Longerich
Jorge Del-Aguila
Jacob Marcus
Neha Raghavan
David Stone
Olumide Fagboyegun
Douglas Galasko
Mohammed Dakna
Bilada Bilican
Mary Dovlatyan
Anna Kostikova
Jingyao Li
Brant Peterson
Michael Rotte
Vinicius Sanz
Tatiana Foroud
Samantha J. Hutten
Mark Frasier
Hirotaka Iwaki
Andrew Singleton
Ken Marek
Karen Crawford
Fiona Elwood
Mirko Messa
Pablo Serrano-Fernandez
author_sort Sergio Kaiser
collection DOAJ
description Abstract The pathogenesis and clinical heterogeneity of Parkinson’s disease (PD) have been evaluated from molecular, pathophysiological, and clinical perspectives. High-throughput proteomic analysis of cerebrospinal fluid (CSF) opened new opportunities for scrutinizing this heterogeneity. To date, this is the most comprehensive CSF-based proteomics profiling study in PD with 569 patients (350 idiopathic patients, 65 GBA + mutation carriers and 154 LRRK2 + mutation carriers), 534 controls, and 4135 proteins analyzed. Combining CSF aptamer-based proteomics with genetics we determined protein quantitative trait loci (pQTLs). Analyses of pQTLs together with summary statistics from the largest PD genome wide association study (GWAS) identified 68 potential causal proteins by Mendelian randomization. The top causal protein, GPNMB, was previously reported to be upregulated in the substantia nigra of PD patients. We also compared the CSF proteomes of patients and controls. Proteome differences between GBA + patients and unaffected GBA + controls suggest degeneration of dopaminergic neurons, altered dopamine metabolism and increased brain inflammation. In the LRRK2 + subcohort we found dysregulated lysosomal degradation, altered alpha-synuclein processing, and neurotransmission. Proteome differences between idiopathic patients and controls suggest increased neuroinflammation, mitochondrial dysfunction/oxidative stress, altered iron metabolism and potential neuroprotection mediated by vasoactive substances. Finally, we used proteomic data to stratify idiopathic patients into “endotypes”. The identified endotypes show differences in cognitive and motor disease progression based on previously reported protein-based risk scores.Our findings not only contribute to the identification of new therapeutic targets but also to shape personalized medicine in CNS neurodegeneration.
first_indexed 2024-03-09T07:29:23Z
format Article
id doaj.art-8a3707f40aec4528b1d8d9e56c321bac
institution Directory Open Access Journal
issn 2373-8057
language English
last_indexed 2024-03-09T07:29:23Z
publishDate 2023-02-01
publisher Nature Portfolio
record_format Article
series npj Parkinson's Disease
spelling doaj.art-8a3707f40aec4528b1d8d9e56c321bac2023-12-03T06:45:44ZengNature Portfolionpj Parkinson's Disease2373-80572023-02-019111310.1038/s41531-023-00461-9A proteogenomic view of Parkinson’s disease causality and heterogeneitySergio Kaiser0Luqing Zhang1Brit Mollenhauer2Jaison Jacob3Simonne Longerich4Jorge Del-Aguila5Jacob Marcus6Neha Raghavan7David Stone8Olumide Fagboyegun9Douglas Galasko10Mohammed Dakna11Bilada Bilican12Mary Dovlatyan13Anna Kostikova14Jingyao Li15Brant Peterson16Michael Rotte17Vinicius Sanz18Tatiana Foroud19Samantha J. Hutten20Mark Frasier21Hirotaka Iwaki22Andrew Singleton23Ken Marek24Karen Crawford25Fiona Elwood26Mirko Messa27Pablo Serrano-Fernandez28Translational Medicine Department, Novartis Institutes for Biomedical ResearchCardiovascular and Metabolism Department, Novartis Institutes for Biomedical ResearchDepartment of Neurology, University Medical Center GöttingenCardiovascular and Metabolism Department, Novartis Institutes for Biomedical ResearchGenome and Biomarker Sciences, Merck Exploratory Science CenterGenome and Biomarker Sciences, Merck Exploratory Science CenterGenome and Biomarker Sciences, Merck Exploratory Science CenterGenome and Biomarker Sciences, Merck Exploratory Science CenterDepartment of Genetics, Cerevel TherapeuticsDepartment of Genetics, Cerevel TherapeuticsDepartment of Neurosciences, University of Southern California, San DiegoDepartment of Neurology, University Medical Center GöttingenNeuroscience Department, Novartis Institutes for Biomedical ResearchNeuroscience Department, Novartis Institutes for Biomedical ResearchTranslational Medicine Department, Novartis Institutes for Biomedical ResearchNeuroscience Department, Novartis Institutes for Biomedical ResearchNeuroscience Department, Novartis Institutes for Biomedical ResearchTranslational Medicine Department, Novartis Institutes for Biomedical ResearchNeuroscience Department, Novartis Institutes for Biomedical ResearchDepartment of Medical and Molecular Genetics, Indiana University School of MedicineMichael J. Fox Foundation for Parkinson’s ResearchMichael J. Fox Foundation for Parkinson’s ResearchLaboratory of Neurogenetics, National Institute on Aging, National Institutes of HealthLaboratory of Neurogenetics, National Institute on Aging, National Institutes of HealthInstitute for Neurodegenerative DisordersLaboratory of Neuroimaging, University of Southern CaliforniaNeuroscience Department, Novartis Institutes for Biomedical ResearchNeuroscience Department, Novartis Institutes for Biomedical ResearchTranslational Medicine Department, Novartis Institutes for Biomedical ResearchAbstract The pathogenesis and clinical heterogeneity of Parkinson’s disease (PD) have been evaluated from molecular, pathophysiological, and clinical perspectives. High-throughput proteomic analysis of cerebrospinal fluid (CSF) opened new opportunities for scrutinizing this heterogeneity. To date, this is the most comprehensive CSF-based proteomics profiling study in PD with 569 patients (350 idiopathic patients, 65 GBA + mutation carriers and 154 LRRK2 + mutation carriers), 534 controls, and 4135 proteins analyzed. Combining CSF aptamer-based proteomics with genetics we determined protein quantitative trait loci (pQTLs). Analyses of pQTLs together with summary statistics from the largest PD genome wide association study (GWAS) identified 68 potential causal proteins by Mendelian randomization. The top causal protein, GPNMB, was previously reported to be upregulated in the substantia nigra of PD patients. We also compared the CSF proteomes of patients and controls. Proteome differences between GBA + patients and unaffected GBA + controls suggest degeneration of dopaminergic neurons, altered dopamine metabolism and increased brain inflammation. In the LRRK2 + subcohort we found dysregulated lysosomal degradation, altered alpha-synuclein processing, and neurotransmission. Proteome differences between idiopathic patients and controls suggest increased neuroinflammation, mitochondrial dysfunction/oxidative stress, altered iron metabolism and potential neuroprotection mediated by vasoactive substances. Finally, we used proteomic data to stratify idiopathic patients into “endotypes”. The identified endotypes show differences in cognitive and motor disease progression based on previously reported protein-based risk scores.Our findings not only contribute to the identification of new therapeutic targets but also to shape personalized medicine in CNS neurodegeneration.https://doi.org/10.1038/s41531-023-00461-9
spellingShingle Sergio Kaiser
Luqing Zhang
Brit Mollenhauer
Jaison Jacob
Simonne Longerich
Jorge Del-Aguila
Jacob Marcus
Neha Raghavan
David Stone
Olumide Fagboyegun
Douglas Galasko
Mohammed Dakna
Bilada Bilican
Mary Dovlatyan
Anna Kostikova
Jingyao Li
Brant Peterson
Michael Rotte
Vinicius Sanz
Tatiana Foroud
Samantha J. Hutten
Mark Frasier
Hirotaka Iwaki
Andrew Singleton
Ken Marek
Karen Crawford
Fiona Elwood
Mirko Messa
Pablo Serrano-Fernandez
A proteogenomic view of Parkinson’s disease causality and heterogeneity
npj Parkinson's Disease
title A proteogenomic view of Parkinson’s disease causality and heterogeneity
title_full A proteogenomic view of Parkinson’s disease causality and heterogeneity
title_fullStr A proteogenomic view of Parkinson’s disease causality and heterogeneity
title_full_unstemmed A proteogenomic view of Parkinson’s disease causality and heterogeneity
title_short A proteogenomic view of Parkinson’s disease causality and heterogeneity
title_sort proteogenomic view of parkinson s disease causality and heterogeneity
url https://doi.org/10.1038/s41531-023-00461-9
work_keys_str_mv AT sergiokaiser aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT luqingzhang aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT britmollenhauer aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT jaisonjacob aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT simonnelongerich aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT jorgedelaguila aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT jacobmarcus aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT neharaghavan aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT davidstone aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT olumidefagboyegun aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT douglasgalasko aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT mohammeddakna aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT biladabilican aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT marydovlatyan aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT annakostikova aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT jingyaoli aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT brantpeterson aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT michaelrotte aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT viniciussanz aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT tatianaforoud aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT samanthajhutten aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT markfrasier aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT hirotakaiwaki aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT andrewsingleton aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT kenmarek aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT karencrawford aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT fionaelwood aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT mirkomessa aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT pabloserranofernandez aproteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT sergiokaiser proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT luqingzhang proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT britmollenhauer proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT jaisonjacob proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT simonnelongerich proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT jorgedelaguila proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT jacobmarcus proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT neharaghavan proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT davidstone proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT olumidefagboyegun proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT douglasgalasko proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT mohammeddakna proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT biladabilican proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT marydovlatyan proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT annakostikova proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT jingyaoli proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT brantpeterson proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT michaelrotte proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT viniciussanz proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT tatianaforoud proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT samanthajhutten proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT markfrasier proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT hirotakaiwaki proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT andrewsingleton proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT kenmarek proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT karencrawford proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT fionaelwood proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT mirkomessa proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity
AT pabloserranofernandez proteogenomicviewofparkinsonsdiseasecausalityandheterogeneity