PreprintCited by 29Genomics and Rare DiseasesProtein Structure and DynamicsEnzyme Structure and Function

The DOI matches its Crossref record; 1 of the 1 references it cites were found in a registry or an index.

Genomics 2 Proteins portal: A resource and discovery tool for linking genetic screening outputs to protein sequences and structures

Open access

Preprint — published as 10.1038/s41592-024-02409-0

Abstract

Recent advances in AI-based methods have revolutionized the field of structural biology. Concomitantly, high-throughput sequencing and functional genomics technologies have enabled the detection and generation of variants at an unprecedented scale. However, efficient tools and resources are needed to link these two disparate data types – to “map” variants onto protein structures, to better understand how the variation causes disease and thereby design therapeutics. Here we present the Genomics 2 Proteins Portal (G2P; g2p.broadinstitute.org/): a human proteome-wide resource that maps 19,996,443 genetic variants onto 42,413 protein sequences and 77,923 structures, with a comprehensive set of structural and functional features. Additionally, the G2P portal generalizes the capability of linking genomics to proteins beyond databases by allowing users to interactively upload protein residue-wise annotations (variants, scores, etc.) as well as the protein structure to establish the connection. The portal serves as an easy-to-use discovery tool for researchers and scientists to hypothesize the structure-function relationship between natural or synthetic variations and their molecular phenotype.

Overview

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 · 10.1101/2024.01.02.573913

Cites

1 of 1 references verified0 citation errors · 0 not checkable

Statistics

Verification

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

Self-check

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

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

Citations

Cites

Flagged first, then by citations

Research works printed but not linked: 85

  1. 10.1126/science.abj8754 · DOI · Paper page
  2. 10.1101/2022.07.20.500902 · DOI · Paper page
  3. 10.1038/s41592-022-01685-y · DOI · Paper page
  4. 10.1038/s41592-022-01488-1 · DOI · Paper page
  5. 10.1038/s41586-021-03828-1 · DOI · Paper page
  6. 10.1101/2021.10.04.463034 · DOI · Paper page
  7. 10.1093/nar/28.1.235 · DOI · Paper page
  8. 10.1093/nar/gky949 · DOI · Paper page
  9. 10.1038/nsmb.2426 · DOI
  10. 10.1093/nar/gkz990 · DOI
  11. 10.1093/nar/gkx1153 · DOI · Paper page
  12. 10.1007/s00439-020-02199-3 · DOI
  13. 10.1038/s41586-020-2308-7 · DOI · Paper page
  14. 10.1002/humu.24309 · DOI
  15. 10.1093/nar/gkw865 · DOI
  16. 10.1002/humu.24366 · DOI
  17. 10.1038/s41573-020-0084-6 · DOI
  18. 10.1038/s41589-022-01167-4 · DOI
  19. 10.1038/s41586-019-1711-4 · DOI · Paper page
  20. 10.1016/j.cell.2016.11.038 · DOI · Paper page
  21. 10.1039/C5MB00132C · DOI
  22. 10.1146/annurev.cb.03.110187.001231 · DOI
  23. 10.3390/biom12111610 · DOI
  24. 10.1093/nar/29.1.308 · DOI · Paper page
  25. den Dunnen, J. T. in Genotyping: Methods and Protocols (eds Stefan J. White & Stuart Cantsilieris ) 243–251 (Springer New York, 2017).
  26. 10.1093/nar/28.1.45 · DOI
  27. 10.1093/nar/gkh131 · DOI
  28. 10.1093/nar/gkab1061 · DOI · Paper page
  29. 10.1093/nar/gkac888 · DOI
  30. 10.1093/nar/30.1.38 · DOI
  31. 10.1093/nar/gkl842 · DOI
  32. 10.1038/s41588-020-0669-3 · DOI · Paper page
  33. 10.1093/nar/gku1267 · DOI · Paper page
  34. 10.1186/s13059-019-1845-6 · DOI
  35. 10.1038/nprot.2013.092 · DOI
  36. 10.1371/journal.pcbi.1009911 · DOI
  37. 10.1073/pnas.2002660117 · DOI
  38. 10.1093/brain/awac381 · DOI
  39. 10.1093/nar/gkaa361 · DOI
  40. 10.1093/brain/awad224 · DOI · Paper page
  41. 10.1093/nar/gkg509 · DOI
  42. 10.1002/bip.360221211 · DOI · Paper page
  43. 10.1093/bioinformatics/btaa1012 · DOI
  44. 10.1093/nar/gkab314 · DOI · Paper page
  45. 10.1126/science.adg7492 · DOI · Paper page
  46. 10.1002/ajmg.c.31386 · DOI
  47. 10.1097/01.gco.0000162187.99219.e0 · DOI
  48. 10.1038/s41576-023-00621-w · DOI
  49. 10.1038/s41467-022-30463-9 · DOI
  50. 10.1002/prot.26342 · DOI
  51. 10.1101/671453 · DOI
  52. 10.1016/j.gim.2021.11.004 · DOI
  53. 10.1093/brain/awad011 · DOI
  54. 10.1016/j.isci.2020.101935 · DOI
  55. 10.1016/j.pediatrneurol.2019.02.015 · DOI
  56. 10.1080/13816810.2021.1888129 · DOI
  57. 10.1038/s41431-021-00912-y · DOI
  58. 10.1016/j.ajhg.2019.07.010 · DOI
  59. 10.1038/s41591-021-01533-0 · DOI · Paper page
  60. 10.1371/journal.pgen.1008489 · DOI · Paper page
  61. 10.1038/ng.3314 · DOI · Paper page
  62. 10.1038/nrd4051 · DOI · Paper page
  63. 10.1093/jlb/lsx038 · DOI
  64. 10.1161/CIRCGEN.118.002169 · DOI
  65. 10.1038/nmeth0410-248 · DOI · Paper page
  66. 10.1093/nar/gky1016 · DOI · Paper page
  67. 10.1016/j.ajhg.2016.08.016 · DOI · Paper page
  68. 10.1038/s41586-021-04043-8 · DOI · Paper page
  69. 10.1038/s41588-023-01465-0 · DOI
  70. 10.1073/pnas.2002660117 · DOI
  71. 10.1093/brain/awac381 · DOI
  72. 10.1093/nar/gkad1088 · DOI
  73. 10.1038/s41467-022-31686-6 · DOI
  74. 10.1186/s13059-023-02986-x · DOI
  75. 10.1038/s41594-021-00714-2 · DOI · Paper page
  76. 10.1038/s41591-021-01533-0 · DOI · Paper page
  77. 10.1038/s41467-023-36699-3 · DOI
  78. 10.1093/nar/gki387 · DOI · Paper page
  79. 10.1093/bib/bbac074 · DOI
  80. 10.1186/1471-2164-10-22 · DOI
  81. 10.1093/nar/gkg129 · DOI
  82. 10.1093/nar/gkr777 · DOI · Paper page
  83. 10.1093/nar/gkj067 · DOI · Paper page
  84. 2008, Orphanet: a European database for rare diseases, Ned Tijdschr Geneeskd, 152, 518
  85. 10.1002/(SICI)1098-1004(200001)15:1<57::AID-HUMU12>3.0.CO;2-G · DOI

Metadata

Authors
Kwon, S., Safer, J., Nguyen, D. T., Hoksza, D., May, P., Arbesfeld, J. A., Rubin, A. F., Campbell, A. J., Burgin, A., & Iqbal, S.
Affiliations
  • Broad Institute (US)
  • Charles University (CZ)
  • University of Luxembourg (LU)
  • Nationwide Children's Hospital (US)
  • The University of Melbourne (AU)
Corresponding author
Iqbal, Sumaiya
Venue
Nature Methods
Publisher
openRxiv
Published
2024-01-02
Volume
21
Issue
10
Pages
1947-1957
ISSN
1548-7091 (ISSN-L)
OpenAlex
W4402634357
Cited by
29
References
1
Citations by year
2026: 15 · 2025: 11 · 2024: 3
FWCI
7.66
Type
journal article
Language
en
Open access
Licence
cc-by-nc-nd
Locations
  • Nature Methods (publishedVersion, cc-by-nc-nd)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
  • PubMed Central (publishedVersion, cc-by-nc-nd)
  • PubMed (publishedVersion)
  • Open Repository and Bibliography (University of Luxembourg) (submittedVersion, public-domain)
  • PubMed Central (submittedVersion)
  • Minerva Access (University of Melbourne) (submittedVersion, cc-by-nc-nd)
Funders
  • U.S. Department of Health and Human Services (RM1HG010461, UM1HG011969)
  • Broad Institute
  • Australian Government
  • National Institutes of Health
  • National Human Genome Research Institute (RM1HG010461, UM1HG011969)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomics and Rare Diseases
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Structural Biology › Enzyme Structure and Function
Keywords
genetic variants, protein structure, protein sequences, structure-function relationship, human proteome, variant annotation, pathogenic variants

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