Przeskocz do nawigacji głównej Przeskocz do wyszukiwania Przeskocz do głównej treści

Efficient protein structure archiving using ProteStAr

Wyniki badań: Wkład do czasopismaArtykułrecenzja

2 Cytowania z bazy Scopus

Abstrakt

Motivation: The introduction of Deep Minds’ Alpha Fold 2 enabled the prediction of protein structures at an unprecedented scale. AlphaFold Protein Structure Database and ESM Metagenomic Atlas contain hundreds of millions of structures stored in CIF and/or PDB formats. When compressed with a general-purpose utility like gzip, this translates to tens of terabytes of data, which hinders the effective use of predicted structures in large-scale analyses. Results: Here, we present ProteStAr, a compressor dedicated to CIF/PDB, as well as supplementary PAE files. Its main contribution is a novel approach to predicting atom coordinates on the basis of the previously analyzed atoms. This allows efficient encoding of the coordinates, the largest component of the protein structure files. The compression is lossless by default, though the lossy mode with a controlled maximum error of coordinates reconstruction is also present. Compared to the competing packages, i.e. BinaryCIF, Foldcomp, PDC, our approach offers a superior compression ratio at established reconstruction accuracy. By the efficient use of threads at both compression and decompression stages, the algorithm takes advantage of the multicore architecture of current central processing units and operates with speeds of about 1 GB/s. The presence of Python and Cþþ API further increases the usability of the presented method. Availability and implementation: The source code of ProteStAr is available at https://github.com/refresh-bio/protestar.

Język oryginałuangielski
Numer artykułubtae428
CzasopismoBioinformatics
Tom40
Numer wydania7
Identyfikatory DOI
Status publikacjiOpublikowano - 1 lip 2024

Obszary tematyczne ASJC Scopus

  • Statystyka i prawdopodobieństwo
  • Biochemia
  • Biologia molekularna
  • Zastosowania informatyki
  • Teoria i matematyka obliczeń
  • Matematyka obliczeniowa

Fingerprint

Zanurz się w tematy badawcze publikacji „Efficient protein structure archiving using ProteStAr”. Razem tworzą niepowtarzalny odcisk palca.

Cytowanie