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Pregled bibliografske jedinice broj: 476289

Translational Selection Is Ubiquitous in Prokaryotes


Supek, Fran; Škunca, Nives; Repar, Jelena; Vlahoviček, Kristian; Šmuc, Tomislav
Translational Selection Is Ubiquitous in Prokaryotes // Plos genetics, 6 (2010), 6; e1001004, 13 doi:10.1371/journal.pgen.1001004 (međunarodna recenzija, članak, znanstveni)


Naslov
Translational Selection Is Ubiquitous in Prokaryotes

Autori
Supek, Fran ; Škunca, Nives ; Repar, Jelena ; Vlahoviček, Kristian ; Šmuc, Tomislav

Izvornik
Plos genetics (1553-7390) 6 (2010), 6; E1001004, 13

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
Codon usage ; Random Forest ; non-coding DNA ; highly expressed genes ; thermophiles ; translational efficiency

Sažetak
Codon usage bias in prokaryotic genomes is largely a consequence of background substitution patterns in DNA, but highly expressed genes may show a preference towards codons that enable more efficient and/or accurate translation. We introduce a novel approach based on supervised machine learning that detects effects of translational selection on genes, while controlling for local variation in nucleotide substitution patterns represented as sequence composition of intergenic DNA. A cornerstone of our method is a Random Forest classifier that outperformed previous distance measure-based approaches, such as the codon adaptation index, in the task of discerning the (highly expressed) ribosomal protein genes by their codon frequencies. Unlike previous reports, we show evidence that translational selection in prokaryotes is practically universal: in 460 of 461 examined microbial genomes, we find that a subset of genes shows a higher codon usage similarity to the ribosomal proteins than would be expected from the local sequence composition. These genes constitute a substantial part of the genome—between 5% and 33%, depending on genome size—while also exhibiting higher experimentally measured mRNA abundances and tending toward codons that match tRNA anticodons by canonical base pairing. Certain gene functional categories are generally enriched with, or depleted of codon-optimized genes, the trends of enrichment/depletion being conserved between Archaea and Bacteria. Prominent exceptions from these trends might indicate genes with alternative physiological roles ; we speculate on specific examples related to detoxication of oxygen radicals and ammonia and to possible misannotations of asparaginyl–tRNA synthetases. Since the presence of codon optimizations on genes is a valid proxy for expression levels in fully sequenced genomes, we provide an example of an “adaptome” by highlighting gene functions with expression levels elevated specifically in thermophilic Bacteria and Archaea.

Izvorni jezik
Engleski

Znanstvena područja
Biologija, Računarstvo



POVEZANOST RADA


Projekt / tema
00980501
098-0000000-3168 - Strojno učenje prediktivnih modela u računalnoj biologiji (Tomislav Šmuc, )
098-0982913-2862 - Molekularni mehanizmi rekombinacije i popravka DNA (Davor Zahradka, )
119-0982913-1211 - Računalna genomika mikrobnih okoliša i bioinformatika ekstremofila (Kristian Vlahoviček, )

Ustanove
Institut "Ruđer Bošković", Zagreb,
Prirodoslovno-matematički fakultet, Zagreb

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus
  • MEDLINE


Uključenost u ostale bibliografske baze podataka:


  • BIOSIS Previews (Biological Abstracts)
  • Zoological Record


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