Cited by 55Genetic Associations and EpidemiologyGenetic Mapping and Diversity in Plants and AnimalsBioinformatics and Genomic Networks

Mapping the serum proteome to neurological diseases using whole genome sequencing

Open access
Png, Grace, Barysenka, Andrei, Repetto, Linda, Navarro, Pau, Shen, Xia, Pietzner, Maik, Wheeler, Eleanor, Wareham, Nicholas J. +8 more·2021·Nature Communications

Abstract

Despite the increasing global burden of neurological disorders, there is a lack of effective diagnostic and therapeutic biomarkers. Proteins are often dysregulated in disease and have a strong genetic component. Here, we carry out a protein quantitative trait locus analysis of 184 neurologically-relevant proteins, using whole genome sequencing data from two isolated population-based cohorts (N = 2893). In doing so, we elucidate the genetic landscape of the circulating proteome and its connection to neurological disorders. We detect 214 independently-associated variants for 107 proteins, the majority of which (76%) are cis-acting, including 114 variants that have not been previously identified. Using two-sample Mendelian randomisation, we identify causal associations between serum CD33 and Alzheimer’s disease, GPNMB and Parkinson’s disease, and MSR1 and schizophrenia, describing their clinical potential and highlighting drug repurposing opportunities.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1038/s41467-021-27387-1

Cites

11 of 11 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Integrating human genomics and proteomics can help elucidate disease mechanisms, identify clinical biomarkers and discover drug targets.

    “Integrating human genomics and proteomics can help elucidate disease mechanisms, identify clinical biomarkers and discover drug targets1–4.”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 68

  1. [2]GBD. 2015 Neurological Disorders Collaborator Group. Global, regional, and national burden of neurological disorders during 1990-2015: a systematic analysis for the Global Burden of Disease Study 2015 Lancet Neurol. 2017 16 877 897 28931491 PMC5641502
  2. [3]Cross-Disorder Group of the Psychiatric Genomics Consortium. Genomic Relationships, Novel Loci, and Pleiotropic Mechanisms across Eight Psychiatric Disorders. Cell.179, 7 (2019). PMC7077032 31835028
  3. [4]De Jager PL Yang H-S Bennett DA Deconstructing and targeting the genomic architecture of human neurodegeneration Nat. Neurosci. 2018 21 1310 1317 30258235
  4. [5]Ayano G Misdiagnosis, detection rate, and associated factors of severe psychiatric disorders in specialized psychiatry centers in Ethiopia Ann. Gen. Psychiatry 2021 20 10 33531016 PMC7856725
  5. [6]Hansson O Biomarkers for neurodegenerative diseases Nat. Med. 2021 27 954 963 34083813
  6. [8]Wingo, A. P. et al. Integrating human brain proteomes with genome-wide association data implicates new proteins in Alzheimer’s disease pathogenesis. Nat. Genet. 10.1038/s41588-020-00773-z (2021). PMC8130821 33510477 · DOI · Paper page
  7. [9]Folkersen L Gustafsson S Wang Q Genomic and drug target evaluation of 90 cardiovascular proteins in 30,931 individuals Nat Metab 2020 2 1135 1148 33067605 PMC7611474
  8. [10]Yao C Genome‐wide mapping of plasma protein QTLs identifies putatively causal genes and pathways for cardiovascular disease Nat. Commun. 2018 9 3268 30111768 PMC6093935
  9. [11]Sun BB Genomic atlas of the human plasma proteome Nature 2018 558 73 79 29875488 PMC6697541
  10. [12]Suhre K Connecting genetic risk to disease end points through the human blood plasma proteome Nat. Commun. 2017 8 14357 28240269 PMC5333359
  11. [13]Alkebsi L Validation of the accuracy of self-reported ABO blood types in the Japan Nurses’ Health Study Asian Pac. J. Cancer Prev. 2019 20 789 793 30909687 PMC6825798
  12. [14]Sasayama, D. et al. Genome-wide quantitative trait loci mapping of the human cerebrospinal fluid proteome. Hum. Mol. Genet. 10.1093/hmg/ddw366 (2016). 28031287 · DOI · Paper page
  13. [16]Jenkins RW Canals D Hannun YA Roles and regulation of secretory and lysosomal acid sphingomyelinase Cell. Signal. 2009 21 836 846 19385042 PMC3488588
  14. [17]Park MH Jin HK Bae J-S Potential therapeutic target for aging and age-related neurodegenerative diseases: the role of acid sphingomyelinase Exp. Mol. Med. 2020 52 380 389 32203096 PMC7156489
  15. [18]Lee JK Acid sphingomyelinase modulates the autophagic process by controlling lysosomal biogenesis in Alzheimer’s disease J. Exp. Med. 2014 211 1551 1570 25049335 PMC4113944
  16. [19]Cutler RG Pedersen WA Camandola S Rothstein JD Mattson MP Evidence that accumulation of ceramides and cholesterol esters mediates oxidative stress-induced death of motor neurons in amyotrophic lateral sclerosis Ann. Neurol. 2002 52 448 457 12325074
  17. [20]Yang J Genetic variance estimation with imputed variants finds negligible missing heritability for human height and body mass index Nat. Genet. 2015 47 1114 1120 26323059 PMC4589513
  18. [21]Evans LM Comparison of methods that use whole genome data to estimate the heritability and genetic architecture of complex traits Nat. Genet. 2018 50 737 745 29700474 PMC5934350
  19. [22]Li J Proportion of neuropathic pain in the back region in chronic low back pain patients -a multicenter investigation Sci. Rep. 2018 8 16537 30409981 PMC6224392
  20. [23]Thakur M Dickenson AH Baron R Osteoarthritis pain: nociceptive or neuropathic? Nat. Rev. Rheumatol. 2014 10 374 380 24686507
  21. [24]Pisanu C High leptin levels are associated with migraine with aura Cephalalgia Int. J. Headache 2017 37 435 441 27165492
  22. [25]Zhao, T. et al. Common variants in LTBP3 gene contributed to the risk of hip osteoarthritis in Han Chinese population. Biosci. Rep. 40, BSR20192999 (2020). PMC7284319 32452514
  23. [26]Psychiatric GWAS Consortium Bipolar Disorder Working Group. Large-scale genome-wide association analysis of bipolar disorder identifies a new susceptibility locus near ODZ4 Nat. Genet. 2011 43 977 983 21926972 PMC3637176
  24. [27]Gilabert-Juan J Semaphorin and plexin gene expression is altered in the prefrontal cortex of schizophrenia patients with and without auditory hallucinations Psychiatry Res. 2015 229 850 857 26243375
  25. [28]Tavares H Yacubian J Talib LL Barbosa NR Gattaz WF Increased phospholipase A2 activity in schizophrenia with absent response to niacin Schizophr. Res. 2003 61 1 6 12648730
  26. [29]Szláma G Kondás K Trexler M Patthy L WFIKKN1 and WFIKKN2 bind growth factors TGFβ1, BMP2 and BMP4 but do not inhibit their signalling activity FEBS J. 2010 277 5040 5050 21054789
  27. [30]Taylor-Gjevre RM Nair BV Gjevre JA Obstructive sleep apnoea in relation to rheumatic disease Rheumatol. Oxf. Engl. 2013 52 15 21 22923759
  28. [31]Kang J-H Lin H-C Obstructive sleep apnea and the risk of autoimmune diseases: a longitudinal population-based study Sleep. Med. 2012 13 583 588 22521311
  29. [33]Moloney EB Moskites A Ferrari EJ Isacson O Hallett PJ The glycoprotein GPNMB is selectively elevated in the substantia nigra of Parkinson’s disease patients and increases after lysosomal stress Neurobiol. Dis. 2018 120 1 11 30149180 PMC6748034
  30. [34]Rose AAN ADAM10 releases a soluble form of the GPNMB/osteoactivin extracellular domain with angiogenic properties PLoS ONE 2010 5 e12093 20711474 PMC2919417
  31. [35]Lambert JC Meta-analysis of 74,046 individuals identifies 11 new susceptibility loci for Alzheimer’s disease Nat. Genet. 2013 45 1452 1458 24162737 PMC3896259
  32. [36]Griciuc A Alzheimer’s disease risk gene CD33 inhibits microglial uptake of amyloid beta Neuron 2013 78 631 643 23623698 PMC3706457
  33. [38]Goes FS Genome-wide association study of schizophrenia in Ashkenazi Jews Am. J. Med. Genet. B Neuropsychiatr. Genet. 2015 168 649 659 26198764
  34. [39]Sherva R Genome-wide association study of rate of cognitive decline in Alzheimer’s disease patients identifies novel genes and pathways Alzheimers Dement. J. Alzheimers Assoc. 2020 16 1134 1145 PMC7924136 32573913
  35. [41]Shichita T MAFB prevents excess inflammation after ischemic stroke by accelerating clearance of damage signals through MSR1 Nat. Med. 2017 23 723 732 28394332
  36. [42]Kunjathoor VV Scavenger receptors class A-I/II and CD36 are the principal receptors responsible for the uptake of modified low density lipoprotein leading to lipid loading in macrophages J. Biol. Chem. 2002 277 49982 49988 12376530
  37. [43]Kelley JL Ozment TR Li C Schweitzer JB Williams DL Scavenger receptor-A (CD204): a two-edged sword in health and disease Crit. Rev. Immunol. 2014 34 241 261 24941076 PMC4191651
  38. [44]Cornejo F Scavenger Receptor-A deficiency impairs immune response of microglia and astrocytes potentiating Alzheimer’s disease pathophysiology Brain Behav. Immun. 2018 69 336 350 29246456
  39. [45]McCollum LA Roberts RC Uncovering the role of the nucleus accumbens in schizophrenia: a postmortem analysis of tyrosine hydroxylase and vesicular glutamate transporters Schizophr. Res. 2015 169 369 373 26386900 PMC4755276
  40. [46]McCollum LA Walker CK Roche JK Roberts RC Elevated excitatory input to the nucleus accumbens in schizophrenia: a postmortem ultrastructural study Schizophr. Bull. 2015 41 1123 1132 25817135 PMC4535638
  41. [47]Chaudhury D Rapid regulation of depression-related behaviours by control of midbrain dopamine neurons Nature 2013 493 532 536 23235832 PMC3554860
  42. [48]Dujardin K Sgambato V Neuropsychiatric disorders in Parkinson’s Disease: what do we know about the role of dopaminergic and non-dopaminergic systems? Front. Neurosci. 2020 14 25 32063833 PMC7000525
  43. [50]Davis CA The Encyclopedia of DNA elements (ENCODE): data portal update Nucleic Acids Res. 2018 46 D794 D801 29126249 PMC5753278
  44. [51]Santos R A comprehensive map of molecular drug targets Nat. Rev. Drug Discov. 2017 16 19 34 27910877 PMC6314433
  45. [52]Okuno Y Matsumura N Oguro S Transcatheter arterial embolization using imipenem/cilastatin sodium for tendinopathy and enthesopathy refractory to nonsurgical management J. Vasc. Interv. Radiol. 2013 24 787 792 23707086
  46. [53]Lee SH Clinical outcomes of transcatheter arterial embolisation for chronic knee pain: mild-to-moderate versus severe knee osteoarthritis Cardiovasc. Interv. Radiol. 2019 42 1530 1536 31338552
  47. [54]Malik M Genetics of CD33 in Alzheimer’s disease and acute myeloid leukemia Hum. Mol. Genet. 2015 24 3557 3570 25762156 PMC4498153
  48. [55]Hiligsmann M Health economics in the field of osteoarthritis: an expert’s consensus paper from the European Society for Clinical and Economic Aspects of Osteoporosis and Osteoarthritis (ESCEO) Semin. Arthritis Rheum. 2013 43 303 313 23992801
  49. [56]Tachmazidou I Identification of new therapeutic targets for osteoarthritis through genome-wide analyses of UK Biobank data Nat. Genet. 2019 51 230 236 30664745 PMC6400267
  50. [57]Miller RE Lu Y Tortorella MD Malfait A-M Genetically engineered mouse models reveal the importance of proteases as osteoarthritis drug targets Curr. Rheumatol. Rep. 2013 15 350 23926636 PMC4062186
  51. [58]Suhre K McCarthy MI Schwenk JM Genetics meets proteomics: perspectives for large population-based studies Nat. Rev. Genet. 2021 22 19 37 32860016
  52. [60]Pietzner M Genetic architecture of host proteins involved in SARS-CoV-2 infection Nat. Commun. 2020 11 6397 33328453 PMC7744536
  53. [61]Pietzner, M. et al. Cross-platform proteomics to advance genetic prioritisation strategies. http://biorxiv.org/lookup/doi/10.1101/2021.03.18.435919 (2021). · DOI
  54. [62]Farmaki A-E The mountainous Cretan dietary patterns and their relationship with cardiovascular risk factors: the Hellenic Isolated Cohorts MANOLIS study Public Health Nutr. 2017 20 1063 1074 27989266 PMC10261406
  55. [63]Gilly A Very low-depth sequencing in a founder population identifies a cardioprotective APOC3 signal missed by genome-wide imputation Hum. Mol. Genet. 2016 25 2360 2365 27146844 PMC5081052
  56. [64]Panoutsopoulou K Genetic characterization of Greek population isolates reveals strong genetic drift at missense and trait-associated variants Nat. Commun. 2014 5 5345 25373335 PMC4242463
  57. [66]Willer CJ Li Y Abecasis GR METAL: fast and efficient meta-analysis of genomewide association scans Bioinformatics 2010 26 2190 2191 20616382 PMC2922887
  58. [67]Yang J Lee SH Goddard ME Visscher PM GCTA: a tool for genome-wide complex trait analysis Am. J. Hum. Genet. 2011 88 76 82 21167468 PMC3014363
  59. [68]Chang CC Second-generation PLINK: rising to the challenge of larger and richer datasets GigaScience 2015 4 7 25722852 PMC4342193
  60. [69]Moskvina V Schmidt KM On multiple-testing correction in genome-wide association studies Genet. Epidemiol. 2008 32 567 573 18425821
  61. [71]Emilsson V Co-regulatory networks of human serum proteins link genetics to disease Science 2018 361 769 773 30072576 PMC6190714
  62. [72]McLaren W The Ensembl variant effect predictor Genome Biol. 2016 17 122 27268795 PMC4893825
  63. [74]Staley JR PhenoScanner: a database of human genotype-phenotype associations Bioinformatics 2016 32 3207 3209 27318201 PMC5048068
  64. [75]Kamat MA PhenoScanner V2: an expanded tool for searching human genotype-phenotype associations Bioinformatics 2019 35 4851 4853 31233103 PMC6853652
  65. [76]Hemani G Tilling K Davey Smith G Orienting the causal relationship between imprecisely measured traits using GWAS summary data PLoS Genet. 2017 13 e1007081 29149188 PMC5711033
  66. [77]Hemani G The MR-base platform supports systematic causal inference across the human phenome eLife 2018 7 e34408 29846171 PMC5976434
  67. [78]Ochoa D Open targets platform: supporting systematic drug–target identification and prioritisation Nucleic Acids Res. 2021 49 D1302 D1310 33196847 PMC7779013
  68. [79]Wishart DS DrugBank: a comprehensive resource for in silico drug discovery and exploration Nucleic Acids Res. 2006 34 D668 D672 16381955 PMC1347430

Cited by

Sorted by citations

Authors
Png, G., Barysenka, A., Repetto, L., Navarro, P., Shen, X., Pietzner, M., Wheeler, E., Wareham, N. J., Langenberg, C., Tsafantakis, E., Karaleftheri, M., Dedoussis, G., Mälarstig, A., Wilson, J. F., Gilly, A., & Zeggini, E.
Affiliations
  • TUM Klinikum (DE)
  • Helmholtz Munich (DE)
  • University of Edinburgh (GB)
  • Institute of Genetics and Cancer (GB)
  • Fudan University (CN)
  • University of Cambridge (GB)
  • Harokopio University of Athens (GR)
  • Pfizer (United States) (US)
Corresponding author
  • Png, Grace
  • Zeggini, Eleftheria
Venue
Nature Communications
Published
2021-12-02
Volume
12
Issue
1
Pages
7042-7042
ISSN
2041-1723 (ISSN-L)
OpenAlex
W3217370940
Cited by
55
References
11
Citations by year
2026: 2 · 2025: 14 · 2024: 10 · 2023: 18 · 2022: 11
FWCI
5.51
Type
journal article
Language
en
Open access
Locations
  • Nature Communications (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Edinburgh Research Explorer (University of Edinburgh) (submittedVersion, cc-by)
  • Apollo (University of Cambridge) (submittedVersion, cc-by)
  • RePEc: Research Papers in Economics (submittedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • PuSH - Publication Server of Helmholtz Zentrum München (submittedVersion, cc-by)
  • Queen Mary Research Online (Queen Mary University of London) (submittedVersion, cc-by)
  • Apollo (cc-by)
  • Apollo
Funders
  • Wellcome Trust (098051)
  • Broad Institute
  • University of Cambridge (00001)
  • European Commission
  • Medical Research Council (MC_UU_12015/1, MC_PC_13046, MC_UU_12015, 098051, MC_UU_00007/10)
  • European Social Fund
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Mapping and Diversity in Plants and Animals
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bioinformatics and Genomic Networks
Keywords
serum proteome, neurological disorders, quantitative trait loci, genetic variants, circulating proteins, Alzheimer's disease, Parkinson's disease, schizophrenia, CD33, GPNMB, MSR1, biomarkers, drug repurposing, Mendelian randomization, cis-acting variants
MeSH terms
Whole Genome Sequencing, Alzheimer Disease, Humans, Membrane Glycoproteins, Parkinson Disease, Schizophrenia, Cohort Studies, Biomarkers, Gene Expression, Genome, Human, Genetic Predisposition to Disease, Proteome, Quantitative Trait Loci, Scavenger Receptors, Class A, Mendelian Randomization Analysis, Molecular Sequence Annotation, Sialic Acid Binding Ig-like Lectin 3, Gene Ontology

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review