The evolutionary history of hepaciviruses

. 2023 Jun 30 ; () : . [epub] 20230630

Status PubMed-not-MEDLINE Jazyk angličtina Země Spojené státy americké Médium electronic

Typ dokumentu preprinty, časopisecké články

Perzistentní odkaz   https://www.medvik.cz/link/pmid37425679

Grantová podpora
Wellcome Trust - United Kingdom
K25 AI153816 NIAID NIH HHS - United States
R01 AI153044 NIAID NIH HHS - United States

In the search for natural reservoirs of hepatitis C virus (HCV), a broad diversity of non-human viruses within the Hepacivirus genus has been uncovered. However, the evolutionary dynamics that shaped the diversity and timescale of hepaciviruses evolution remain elusive. To gain further insights into the origins and evolution of this genus, we screened a large dataset of wild mammal samples (n = 1,672) from Africa and Asia, and generated 34 full-length hepacivirus genomes. Phylogenetic analysis of these data together with publicly available genomes emphasizes the importance of rodents as hepacivirus hosts and we identify 13 rodent species and 3 rodent genera (in Cricetidae and Muridae families) as novel hosts of hepaciviruses. Through co-phylogenetic analyses, we demonstrate that hepacivirus diversity has been affected by cross-species transmission events against the backdrop of detectable signal of virus-host co-divergence in the deep evolutionary history. Using a Bayesian phylogenetic multidimensional scaling approach, we explore the extent to which host relatedness and geographic distances have structured present-day hepacivirus diversity. Our results provide evidence for a substantial structuring of mammalian hepacivirus diversity by host as well as geography, with a somewhat more irregular diffusion process in geographic space. Finally, using a mechanistic model that accounts for substitution saturation, we provide the first formal estimates of the timescale of hepacivirus evolution and estimate the origin of the genus to be about 22 million years ago. Our results offer a comprehensive overview of the micro- and macroevolutionary processes that have shaped hepacivirus diversity and enhance our understanding of the long-term evolution of the Hepacivirus genus.

Animal Resource Science and Management Group Faculty of Resource Science and Technology Universiti Malaysia Sarawak 94300 Malaysia

College of Life Sciences Liaocheng University Liaocheng 252000 China

College of Life Sciences Linyi University Linyi 276000 China

Department of Biology University of Oxford Oxford OX1 UK

Department of Biostatistics University of California Los Angeles CA 90095 USA

Department of Hygiene Epidemiology and Medical Statistics Medical School National and Kapodistrian University of Athens Athens 11527 Greece

Department of Microbiology Immunology and Transplantation KU Leuven Rega Institute KU Leuven Leuven 3000 Belgium

Department of Pathobiology and Population Sciences the Royal Veterinary College University of London Herts AL9 7TA UK

Department of Science and Environmental Studies The Education University of Hong Kong Hong Kong 999077 China

EcoHealth Alliance New York NY 10018 USA

Evolutionary Ecology group Department of Biology University of Antwerp Antwerp 2020 Belgium

Faculty of Sciences University of Kisangani Kisangani Democratic Republic of the Congo

Institute of Vertebrate Biology The Czech Academy of Sciences Květná 8 603 65 Brno Czech Republic

Laboratory of Biodiversity Parasitology and Ecology of Aquatic Ecosystems Department of Biology Faculty of Sciences of Tunis University of Tunis El Manar Tunis 2092 Tunisia

Marine College Shandong University Weihai 264209 China

School of Biodiversity One Health and Veterinary Medicine College of Medical Veterinary and Life Sciences University of Glasgow Glasgow G61 1QH UK

Zobrazit více v PubMed

Abascal F, Zardoya R, Telford MJ. 2010. TranslatorX: multiple alignment of nucleotide sequences guided by amino acid translations. Nucleic Acids Res 38:W7–W13. PubMed PMC

Aiewsakun P, Katzourakis A. 2016. Time-Dependent Rate Phenomenon in Viruses.Ross SR, editor. J Virol 90:7184–7195. PubMed PMC

Andrews S. 2010. Babraham Bioinformatics - FastQC A Quality Control tool for High Throughput Sequence Data. Available from: https://www.bioinformatics.babraham.ac.uk/projects/fastqc/

Arenas M, Posada D. 2010. The Effect of Recombination on the Reconstruction of Ancestral Sequences. Genetics 184:1133–1139. PubMed PMC

Ayres DL, Darling A, Zwickl DJ, Beerli P, Holder MT, Lewis PO, Huelsenbeck JP, Ronquist F, Swofford DL, Cummings MP, et al. 2012. BEAGLE: An Application Programming Interface and High-Performance Computing Library for Statistical Phylogenetics. Systematic Biology 61:170–173. PubMed PMC

Baele G, Lemey P, Suchard MA. 2016. Genealogical Working Distributions for Bayesian Model Testing with Phylogenetic Uncertainty. Syst Biol 65:250–264. PubMed PMC

Balbuena JA, Míguez-Lozano R, Blasco-Costa I. 2013. PACo: A Novel Procrustes Application to Cophylogenetic Analysis. PLoS One 8:e61048. PubMed PMC

Bamford CGG, de Souza WM, Parry R, Gifford RJ. 2022. Comparative analysis of genome-encoded viral sequences reveals the evolutionary history of flavivirids (family Flaviviridae). Virus Evolution:veac085. PubMed PMC

Bankevich A, Nurk S, Antipov D, Gurevich AA, Dvorkin M, Kulikov AS, Lesin VM, Nikolenko SI, Pham S, Prjibelski AD, et al. 2012. SPAdes: A New Genome Assembly Algorithm and Its Applications to Single-Cell Sequencing. J Comput Biol 19:455–477. PubMed PMC

Bedford T, Suchard MA, Lemey P, Dudas G, Gregory V, Hay AJ, McCauley JW, Russell CA, Smith DJ, Rambaut A. 2014. Integrating influenza antigenic dynamics with molecular evolution.Losick R, editor. eLife 3:e01914. PubMed PMC

Bergström A, Stringer C, Hajdinjak M, Scerri EML, Skoglund P. 2021. Origins of modern human ancestry. Nature 590:229–237. PubMed

Bletsa M, Vrancken B, Gryseels S, Boonen I, Fikatas A, Li Y, Laudisoit A, Lequime S, Bryja J, Makundi R, et al. 2021. Molecular detection and genomic characterization of diverse hepaciviruses in African rodents. Virus Evolution 7:veab036. PubMed PMC

Bolger AM, Lohse M, Usadel B. 2014. Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics 30:2114–2120. PubMed PMC

Bonwitt J, Sáez AM, Lamin Joseph, Ansumana R, Dawson M, Buanie J, Lamin Joyce, Sondufu D, Borchert M, Sahr F, et al. 2017. At Home with Mastomys and Rattus: Human-Rodent Interactions and Potential for Primary Transmission of Lassa Virus in Domestic Spaces. The American Journal of Tropical Medicine and Hygiene 96:935–943. PubMed PMC

Breitfeld J, Fischer N, Tsachev I, Marutsov P, Baymakova M, Plhal R, Keuling O, Becher P, Baechlein C. 2022. Expanded Diversity and Host Range of Bovine Hepacivirus—Genomic and Serological Evidence in Domestic and Wild Ruminant Species. Viruses 14:1457. PubMed PMC

Bruen TC, Philippe H, Bryant D. 2006. A Simple and Robust Statistical Test for Detecting the Presence of Recombination. Genetics 172:2665–2681. PubMed PMC

Buchfink B, Reuter K, Drost H-G. 2021. Sensitive protein alignments at tree-of-life scale using DIAMOND. Nat Methods 18:366–368. PubMed PMC

Cagliani R, Forni D, Sironi M. 2019. Mode and tempo of human hepatitis virus evolution. Comput Struct Biotechnol J 17:1384–1395. PubMed PMC

Camacho C, Coulouris G, Avagyan V, Ma N, Papadopoulos J, Bealer K, Madden TL. 2009. BLAST+: architecture and applications. BMC Bioinformatics 10:421. PubMed PMC

Castiglione S, Serio C, Mondanaro A, Melchionna M, Raia P. 2022. Fast production of large, time-calibrated, informal supertrees with tree.merger. Palaeontology 65:e12588.

Charleston MA, Robertson DL. 2002. Preferential Host Switching by Primate Lentiviruses Can Account for Phylogenetic Similarity with the Primate Phylogeny. Systematic Biology 51:528–535. PubMed

Choo Q-L, Kuo G, Weiner AJ, Overby LR, Bradley DW, Houghton M. 1989. Isolation of a cDNA Clone Derived from a Blood-Borne Non-A, Non-B Viral Hepatitis Genome. Science, New Series 244:359–362. PubMed

Corman VM, Grundhoff A, Baechlein C, Fischer N, Gmyl A, Wollny R, Dei D, Ritz D, Binger T, Adankwah E, et al. 2015. Highly Divergent Hepaciviruses from African Cattle.Ou J-HJ, editor. J Virol 89:5876–5882. PubMed PMC

Criscuolo A, Gribaldo S. 2010. BMGE (Block Mapping and Gathering with Entropy): a new software for selection of phylogenetic informative regions from multiple sequence alignments. BMC Evol Biol 10:210. PubMed PMC

Danecek P, Bonfield JK, Liddle J, Marshall J, Ohan V, Pollard MO, Whitwham A, Keane T, McCarthy SA, Davies RM, et al. 2021. Twelve years of SAMtools and BCFtools. GigaScience 10:giab008. PubMed PMC

Drexler JF, Corman VM, Müller MA, Lukashev AN, Gmyl A, Coutard B, Adam A, Ritz D, Leijten LM, van Riel D, et al. 2013. Evidence for Novel Hepaciviruses in Rodents.Wang D, editor. PLoS Pathog 9:e1003438. PubMed PMC

Duchêne S, Holmes EC, Ho SYW. 2014. Analyses of evolutionary dynamics in viruses are hindered by a time-dependent bias in rate estimates. Proc. R. Soc. B. 281:20140732. PubMed PMC

Ge X-Y, Li J-L, Yang X-L, Chmura AA, Zhu G, Epstein JH, Mazet JK, Hu B, Zhang W, Peng C, et al. 2013. Isolation and characterization of a bat SARS-like coronavirus that uses the ACE2 receptor. Nature 503:535–538. PubMed PMC

Geoghegan JL, Duchêne S, Holmes EC. 2017. Comparative analysis estimates the relative frequencies of co-divergence and cross-species transmission within viral families.Drosten C, editor. PLoS Pathog 13:e1006215. PubMed PMC

Ghafari M, Simmonds P, Pybus OG, Katzourakis A. 2021. A mechanistic evolutionary model explains the time-dependent pattern of substitution rates in viruses. Current Biology 31:4689–4696.e5. PubMed PMC

Gu Z, Eils R, Schlesner M. 2016. Complex heatmaps reveal patterns and correlations in multidimensional genomic data. Bioinformatics 32:2847–2849. PubMed

Hahn BH, Shaw GM, De KM, Cock, Sharp PM. 2000. AIDS as a Zoonosis: Scientific and Public Health Implications. Science 287:607–614. PubMed

Hartlage AS, Cullen JM, Kapoor A. 2016. The Strange, Expanding World of Animal Hepaciviruses. Annu. Rev. Virol. 3:53–75. PubMed PMC

Hartung J. 2013. A short history of livestock production. In: Aland A, Banhazi T, editors. Livestock housing. The Netherlands: Wageningen: Academic Publishers. p. 21–34. Available from: 10.3920/978-90-8686-771-4_01 DOI

Harvey E, Rose K, Eden J-S, Lo N, Abeyasuriya T, Shi M, Doggett SL, Holmes EC. 2019. Extensive Diversity of RNA Viruses in Australian Ticks. Journal of Virology 93:e01358–18. PubMed PMC

Holbrook AJ, Lemey P, Baele G, Dellicour S, Brockmann D, Rambaut A, Suchard MA. 2021. Massive parallelization boosts big Bayesian multidimensional scaling. J Comput Graph Stat 30:11–24. PubMed PMC

Hostager R, Ragonnet-Cronin M, Murrell B, Hedskog C, Osinusi A, Susser S, Sarrazin C, Svarovskaia E, Wertheim JO. 2019. Hepatitis C virus genotype 1 and 2 recombinant genomes and the phylogeographic history of the 2k/1b lineage. Virus Evolution 5:vez041. PubMed PMC

Huang X, Madan A. 1999. CAP3: A DNA Sequence Assembly Program. Genome Res 9:868–877. PubMed PMC

Huson DH, Bryant D. 2006. Application of Phylogenetic Networks in Evolutionary Studies. Molecular Biology and Evolution 23:254–267. PubMed

Iles JC, Raghwani J, Harrison GLA, Pepin J, Djoko CF, Tamoufe U, LeBreton M, Schneider BS, Fair JN, Tshala FM, et al. 2014. Phylogeography and epidemic history of hepatitis C virus genotype 4 in Africa. Virology 464–465:233–243. PubMed PMC

Irisarri I, Baurain D, Brinkmann H, Delsuc F, Sire J-Y, Kupfer A, Petersen J, Jarek M, Meyer A, Vences M, et al. 2017. Phylotranscriptomic consolidation of the jawed vertebrate timetree. Nat Ecol Evol 1:1370–1378. PubMed PMC

Kapoor A, Simmonds P, Gerold G, Qaisar N, Jain K, Henriquez JA, Firth C, Hirschberg DL, Rice CM, Shields S, et al. 2011. Characterization of a canine homolog of hepatitis C virus. Proc. Natl. Acad. Sci. U.S.A. 108:11608–11613. PubMed PMC

Kapoor A, Simmonds P, Scheel TKH, Hjelle B, Cullen JM, Burbelo PD, Chauhan LV, Duraisamy R, Sanchez Leon M, Jain K, et al. 2013. Identification of Rodent Homologs of Hepatitis C Virus and Pegiviruses.Moscona A, editor. mBio 4:e00216–13. PubMed PMC

Katoh K. 2002. MAFFT: a novel method for rapid multiple sequence alignment based on fast Fourier transform. Nucleic Acids Research 30:3059–3066. PubMed PMC

Kesäniemi J, Lavrinienko A, Tukalenko E, Mappes T, Watts PC, Jurvansuu J. 2019. Infection Load and Prevalence of Novel Viruses Identified from the Bank Vole Do Not Associate with Exposure to Environmental Radioactivity. Viruses 12:44. PubMed PMC

Langat P, Raghwani J, Dudas G, Bowden TA, Edwards S, Gall A, Bedford T, Rambaut A, Daniels RS, Russell CA, et al. 2017. Genome-wide evolutionary dynamics of influenza B viruses on a global scale. PLoS Pathog 13:e1006749. PubMed PMC

Langmead B, Salzberg SL. 2012. Fast gapped-read alignment with Bowtie 2. Nat Methods 9:357–359. PubMed PMC

Larsson A. 2014. AliView: a fast and lightweight alignment viewer and editor for large datasets. Bioinformatics 30:3276–3278. PubMed PMC

Lemey P, Rambaut A, Welch JJ, Suchard MA. 2010. Phylogeography Takes a Relaxed Random Walk in Continuous Space and Time. Molecular Biology and Evolution 27:1877–1885. PubMed PMC

Markov PV, Pepin J, Frost E, Deslandes S, Labbe A-C, Pybus OG. 2009. Phylogeography and molecular epidemiology of hepatitis C virus genotype 2 in Africa. Journal of General Virology 90:2086–2096. PubMed

Martin DP, Lemey P, Posada D. 2011. Analysing recombination in nucleotide sequences. Molecular Ecology Resources 11:943–955. PubMed

Martin DP, Murrell B, Golden M, Khoosal A, Muhire B. 2015. RDP4: Detection and analysis of recombination patterns in virus genomes. Virus Evolution [Internet] 1. Available from: https://academic.oup.com/ve/ve/article/2568683/RDP4: PubMed PMC

Meier-Kolthoff JP, Auch AF, Huson DH, Goker M. 2007. COPYCAT.: cophylogenetic analysis tool. Bioinformatics 23:898–900. PubMed

Mifsud JCO, Costa VA, Petrone ME, Marzinelli EM, Holmes EC, Harvey E. 2023. Transcriptome mining extends the host range of the Flaviviridae to non-bilaterians. Virus Evolution 9:veac124. PubMed PMC

Moreira-Soto A, Arroyo-Murillo F, Sander A-L, Rasche A, Corman V, Tegtmeyer B, Steinmann E, Corrales-Aguilar E, Wieseke N, Avey-Arroyo J, et al. 2020. Cross-order host switches of hepatitis C-related viruses illustrated by a novel hepacivirus from sloths. Virus Evolution 6:veaa033. PubMed PMC

Murray C, Huerta-Sanchez E, Casey F, Bradley DG. 2010. Cattle demographic history modelled from autosomal sequence variation. Philos Trans R Soc Lond B Biol Sci 365:2531–2539. PubMed PMC

Nguyen L-T, Schmidt HA, von Haeseler A, Minh BQ. 2015. IQ-TREE: A Fast and Effective Stochastic Algorithm for Estimating Maximum-Likelihood Phylogenies. Molecular Biology and Evolution 32:268–274. PubMed PMC

Olayemi A, Cadar D, Magassouba N, Obadare A, Kourouma F, Oyeyiola A, Fasogbon S, Igbokwe J, Rieger T, Bockholt S, et al. 2016. New Hosts of The Lassa Virus. Sci Rep 6:25280. PubMed PMC

Pagel M. 1999. Inferring the historical patterns of biological evolution. Nature 401:877–884. PubMed

Porter AF, Pettersson JH-O, Chang W-S, Harvey E, Rose K, Shi M, Eden J-S, Buchmann J, Moritz C, Holmes EC. 2020. Novel hepaci- and pegi-like viruses in native Australian wildlife and non-human primates. Virus Evolution 6:veaa064. PubMed PMC

Pybus OG, Thézé J. 2016. Hepacivirus cross-species transmission and the origins of the hepatitis C virus. Current Opinion in Virology 16:1–7. PubMed

Quan P-L, Firth C, Conte JM, Williams SH, Zambrana-Torrelio CM, Anthony SJ, Ellison JA, Gilbert AT, Kuzmin IV, Niezgoda M, et al. 2013. Bats are a major natural reservoir for hepaciviruses and pegiviruses. Proc. Natl. Acad. Sci. U.S.A. 110:8194–8199. PubMed PMC

Rambaut A, Lam TT, Max Carvalho L, Pybus OG. 2016. Exploring the temporal structure of heterochronous sequences using TempEst (formerly Path-O-Gen). Virus Evol 2:vew007. PubMed PMC

Revell LJ. 2012. phytools: an R package for phylogenetic comparative biology (and other things). Methods in Ecology and Evolution 3:217–223.

Santichaivekin S, Yang Q, Liu J, Mawhorter R, Jiang J, Wesley T, Wu Y-C, Libeskind-Hadas R. 2021. eMPRess: a systematic cophylogeny reconciliation tool.Russell S, editor. Bioinformatics 37:2481–2482. PubMed

Schierup MH, Hein J. 2000. Consequences of Recombination on Traditional Phylogenetic Analysis. Genetics 156:879–891. PubMed PMC

Schmid J, Rasche A, Eibner G, Jeworowski L, Page RA, Corman VM, Drosten C, Sommer S. 2018. Ecological drivers of Hepacivirus infection in a neotropical rodent inhabiting landscapes with various degrees of human environmental change. Oecologia 188:289–302. PubMed

Schmieder R, Edwards R. 2011. Quality control and preprocessing of metagenomic datasets. Bioinformatics 27:863–864. PubMed PMC

Shao J-W, Guo L-Y, Yuan Y-X, Ma J, Chen J-M, Liu Q. 2021. A Novel Subtype of Bovine Hepacivirus Identified in Ticks Reveals the Genetic Diversity and Evolution of Bovine Hepacivirus. Viruses 13:2206. PubMed PMC

Sharp PM, Hahn BH. 2011. Origins of HIV and the AIDS Pandemic. Cold Spring Harbor Perspectives in Medicine 1:a006841–a006841. PubMed PMC

Shi M, Lin X-D, Chen X, Tian J-H, Chen L-J, Li K, Wang W, Eden J-S, Shen J-J, Liu L, et al. 2018. The evolutionary history of vertebrate RNA viruses. Nature 556:197–202. PubMed

Smith DB, Becher P, Bukh J, Gould EA, Meyers G, Monath T, Muerhoff AS, Pletnev A, Rico-Hesse R, Stapleton JT, et al. 2016. Proposed update to the taxonomy of the genera Hepacivirus and Pegivirus within the Flaviviridae family. Journal of General Virology 97:2894–2907. PubMed PMC

de Souza W, Fumagalli M, Sabino-Santos G, Motta Maia F, Modha S, Teixeira Nunes M, Murcia P, Moraes Figueiredo L. 2019. A Novel Hepacivirus in Wild Rodents from South America. Viruses 11:297. PubMed PMC

Stamatakis A, Auch AF, Meier-Kolthoff J, Göker M. 2007. AxPcoords & parallel AxParafit: statistical co-phylogenetic analyses on thousands of taxa. BMC Bioinformatics 8:405. PubMed PMC

Suchard MA, Lemey P, Baele G, Ayres DL, Drummond AJ, Rambaut A. 2018. Bayesian phylogenetic and phylodynamic data integration using BEAST 1.10. Virus Evolution 4:vey016. PubMed PMC

Tamura K, Stecher G, Kumar S. 2021. MEGA11: Molecular Evolutionary Genetics Analysis Version 11. Mol Biol Evol 38:3022–3027. PubMed PMC

Těšíková J, Bryjová A, Bryja J, Lavrenchenko LA, Goüy de Bellocq J. 2017. Hantavirus Strains in East Africa Related to Western African Hantaviruses. Vector-Borne and Zoonotic Diseases 17:278–280. PubMed

Tomlinson JE, Kapoor A, Kumar A, Tennant BC, Laverack MA, Beard L, Delph K, Davis E, Schott Ii H, Lascola K, et al. 2019. Viral testing of 18 consecutive cases of equine serum hepatitis: A prospective study (2014–2018). J Vet Intern Med 33:251–257. PubMed PMC

Trivedi S, Murthy S, Sharma H, Hartlage AS, Kumar A, Gadi SV, Simmonds P, Chauhan LV, Scheel TKH, Billerbeck E, et al. 2018. Viral persistence, liver disease, and host response in a hepatitis C–like virus rat model. Hepatology 68:435–448. PubMed PMC

Upadhyay MR, Chen W, Lenstra JA, Goderie CRJ, MacHugh DE, Park SDE, Magee DA, Matassino D, Ciani F, Megens H-J, et al. 2017. Genetic origin, admixture and population history of aurochs (Bos primigenius) and primitive European cattle. Heredity 118:169–176. PubMed PMC

Upham NS, Esselstyn JA, Jetz W. 2019. Inferring the mammal tree: Species-level sets of phylogenies for questions in ecology, evolution, and conservation.Tanentzap AJ, editor. PLoS Biol 17:e3000494. PubMed PMC

Van Nguyen D, Van Nguyen C, Bonsall D, Ngo T, Carrique-Mas J, Pham A, Bryant J, Thwaites G, Baker S, Woolhouse M, et al. 2018. Detection and Characterization of Homologues of Human Hepatitis Viruses and Pegiviruses in Rodents and Bats in Vietnam. Viruses 10:102. PubMed PMC

Vrancken B, Lemey P, Rambaut A, Bedford T, Longdon B, Günthard HF, Suchard MA. 2015. Simultaneously estimating evolutionary history and repeated traits phylogenetic signal: applications to viral and host phenotypic evolution. Methods in Ecology and Evolution 6:67–82. PubMed PMC

Walter S, Rasche A, Moreira-Soto A, Pfaender S, Bletsa M, Corman VM, Aguilar-Setien A, García-Lacy F, Hans A, Todt D, et al. 2017. Differential Infection Patterns and Recent Evolutionary Origins of Equine Hepaciviruses in Donkeys.J-HJ Ou, editor. J Virol 91:e01711–16. PubMed PMC

Wickham H. 2009. ggplot2. New York, NY: Springer; Available from:

Wu Z, Han Y, Liu B, Li H, Zhu G, Latinne A, Dong J, Sun L, Su H, Liu L, et al. 2021. Decoding the RNA viromes in rodent lungs provides new insight into the origin and evolutionary patterns of rodent-borne pathogens in Mainland Southeast Asia. Microbiome 9:18. PubMed PMC

Wu Z, Lu L, Du J, Yang L, Ren X, Liu B, Jiang J, Yang J, Dong J, Sun L, et al. 2018. Comparative analysis of rodent and small mammal viromes to better understand the wildlife origin of emerging infectious diseases. Microbiome 6:178. PubMed PMC

Yu G, Smith DK, Zhu H, Guan Y, Lam TT-Y. 2017. ggtree: an r package for visualization and annotation of phylogenetic trees with their covariates and other associated data. Methods in Ecology and Evolution 8:28–36.

Zaharia M, Bolosky WJ, Curtis K, Fox A, Patterson D, Shenker S, Stoica I, Karp RM, Sittler T. 2011. Faster and More Accurate Sequence Alignment with SNAP. Available from: http://arxiv.org/abs/1111.5572

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