Motivation: A plethora of methods and applications share the fundamental need to associate information to words for high-throughput sequence analysis. Doing so for billions of k-mers is commonly a scalability problem, as exact associative indexes can be memory expensive. Recent works take advantage of overlaps between k-mers to leverage this challenge. Yet, existing data structures are either unable to associate information to k-mers or are not lightweight enough. Results: We present BLight, a static and exact data structure able to associate unique identifiers to k-mers and determine their membership in a set without false positive that scales to huge k-mer sets with a low memory cost. This index combines an extremely compact representation along with very fast queries. Besides, its construction is efficient and needs no additional memory. Our implementation achieves to index the k-mers from the human genome using 8 GB of RAM (23 bits per k-mer) within 10 min and the k-mers from the large axolotl genome using 63 GB of memory (27 bits per k-mer) within 76 min. Furthermore, while being memory efficient, the index provides a very high throughput: 1.4 million queries per second on a single CPU or 16.1 million using 12 cores. Finally, we also present how BLight can practically represent metagenomic and transcriptomic sequencing data to highlight its wide applicative range.
机构:Univ Nacl San Luis, Lab Ciencias Superficies & Medios Porosos, RA-5700 San Luis, Argentina
Zuppa, C
Ciacera, M
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机构:Univ Nacl San Luis, Lab Ciencias Superficies & Medios Porosos, RA-5700 San Luis, Argentina
Ciacera, M
Zgrablich, G
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Univ Nacl San Luis, Lab Ciencias Superficies & Medios Porosos, RA-5700 San Luis, ArgentinaUniv Nacl San Luis, Lab Ciencias Superficies & Medios Porosos, RA-5700 San Luis, Argentina
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Univ Laval, Dept Mol Med, Quebec City, PQ, Canada
Univ Laval, Big Data Res Ctr, Quebec City, PQ, CanadaUniv Laval, Dept Mol Med, Quebec City, PQ, Canada
Deraspe, Maxime
Boisvert, Sebastien
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Bodycad, 2035 Rue Haut Bord, Quebec City, PQ, CanadaUniv Laval, Dept Mol Med, Quebec City, PQ, Canada
Boisvert, Sebastien
Laviolette, Francois
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Univ Laval, Big Data Res Ctr, Quebec City, PQ, Canada
Univ Laval, Dept Comp Sci, Quebec City, PQ, CanadaUniv Laval, Dept Mol Med, Quebec City, PQ, Canada
Laviolette, Francois
Roy, Paul H.
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Univ Laval, Infect Dis Res Ctr, Quebec City, PQ, CanadaUniv Laval, Dept Mol Med, Quebec City, PQ, Canada
Roy, Paul H.
Corbeil, Jacques
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Univ Laval, Dept Mol Med, Quebec City, PQ, Canada
Univ Laval, Big Data Res Ctr, Quebec City, PQ, Canada
Univ Laval, Ctr NUTRISS, Quebec City, PQ, CanadaUniv Laval, Dept Mol Med, Quebec City, PQ, Canada
机构:
Univ Montpellier, LIRMM, CNRS, Montpellier, France
LIRMM, UMR 5506, 860 Rue St Priest, F-34095 Montpellier 5, FranceUniv Montpellier, LIRMM, CNRS, Montpellier, France