dartr: An r package to facilitate analysis of SNP data generated from reduced representation genome sequencing
Abstract
Although vast technological advances have been made and genetic software packages are growing in number, it is not a trivial task to analyse SNP data. We announce a new r package, dartr, enabling the analysis of single nucleotide polymorphism data for population genomic and phylogenomic applications. dartr provides user‐friendly functions for data quality control and marker selection, and permits rigorous evaluations of conformation to Hardy–Weinberg equilibrium, gametic‐phase disequilibrium and neutrality. The package reports standard descriptive statistics, permits exploration of patterns in the data through principal components analysis and conducts standard F‐statistics, as well as basic phylogenetic analyses, population assignment, isolation by distance and exports data to a variety of commonly used downstream applications (e.g., newhybrids, faststructure and phylogeny applications) outside of the r environment. The package serves two main purposes: first, a user‐friendly approach to lower the hurdle to analyse such data—therefore, the package comes with a detailed tutorial targeted to the r beginner to allow data analysis without requiring deep knowledge of r. Second, we use a single, well‐established format—genlight from the adegenet package—as input for all our functions to avoid data reformatting. By strictly using the genlight format, we hope to facilitate this format as the de facto standard of future software developments and hence reduce the format jungle of genetic data sets. The dartr package is available via the r CRAN network and GitHub.
Citing Literature
Number of times cited according to CrossRef: 63
- J. W. Ball, T. P. Robinson, G. W. Wardell-Johnson, J. Bovill, M. Byrne, P. G. Nevill, Fine-scale species distribution modelling and genotyping by sequencing to examine hybridisation between two narrow endemic plant species, Scientific Reports, 10.1038/s41598-020-58525-2, 10, 1, (2020).
- Elise M. Furlan, Bernd Gruber, Catherine R. M. Attard, Robert N. E. Wager, Adam Kerezsy, Leanne K. Faulks, Luciano B. Beheregaray, Peter J. Unmack, Assessing the benefits and risks of translocations in depauperate species: A theoretical framework with an empirical validation, Journal of Applied Ecology, 10.1111/1365-2664.13581, 57, 4, (831-841), (2020).
- Artem V. Nedoluzhko, Natalia V. Slobodova, Fedor Sharko, Gulmira M. Shalgimbayeva, Svetlana V. Tsygankova, Eugenia S. Boulygina, Zsigmond Jeney, Van Q. Nguyen, Thế T. Pham, Đức T. Nguyen, Alexander A. Volkov, Jorge M.O. Fernandes, Sergey M. Rastorguev, A new strain group of common carp: The genetic differences and admixture events between Cyprinus carpio breeds, Ecology and Evolution, 10.1002/ece3.6286, 10, 12, (5431-5439), (2020).
- Kerensa McElroy, Andrew Black, Gaynor Dolman, Philippa Horton, Lynn Pedler, Catriona D. Campbell, Alex Drew, Leo Joseph, Robbery in progress: Historical museum collections bring to light a mitochondrial capture within a bird species widespread across southern Australia, the Copperback Quail‐thrush Cinclosoma clarum, Ecology and Evolution, 10.1002/ece3.6403, 10, 13, (6785-6793), (2020).
- E. A. Oliveira, M. F. Perez, L. A. C. Bertollo, C. C. Gestich, P. Ráb, T. Ezaz, F. H. S. Souza, P. Viana, E. Feldberg, E. H. C. Oliveira, M. B. Cioffi, Historical demography and climate driven distributional changes in a widespread Neotropical freshwater species with high economic importance, Ecography, 10.1111/ecog.04874, 43, 9, (1291-1304), (2020).
- Sheree J. Walters, Todd P. Robinson, Margaret Byrne, Grant W. Wardell‐Johnson, Paul Nevill, Contrasting patterns of local adaptation along climatic gradients between a sympatric parasitic and autotrophic tree species, Molecular Ecology, 10.1111/mec.15537, 29, 16, (3022-3037), (2020).
- Nga T. T. Vu, Kyall R. Zenger, Jarrod L. Guppy, Melony J. Sellars, Catarina N. S. Silva, Shannon R. Kjeldsen, Dean R. Jerry, Fine-scale population structure and evidence for local adaptation in Australian giant black tiger shrimp (Penaeus monodon) using SNP analysis, BMC Genomics, 10.1186/s12864-020-07084-x, 21, 1, (2020).
- Yasin Kaymaz, Cliff I. Oduor, Ozkan Aydemir, Micah A. Luftig, Juliana A. Otieno, John Michael Ong’echa, Jeffrey A. Bailey, Ann M. Moormann, Epstein-Barr Virus Genomes Reveal Population Structure and Type 1 Association with Endemic Burkitt Lymphoma, Journal of Virology, 10.1128/JVI.02007-19, 94, 17, (2020).
- Joseph P Zilko, Dan Harley, Birgita Hansen, Alexandra Pavlova, Paul Sunnucks, Accounting for cryptic population substructure enhances detection of inbreeding depression with genomic inbreeding coefficients: an example from a critically endangered marsupial, Molecular Ecology, 10.1111/mec.15540, 29, 16, (2978-2993), (2020).
- Oliver Berry, Zoe Richards, Glenn Moore, Udhi Hernawan, Mike Travers, Bernd Gruber, Oceanic and coastal populations of a harvested macroinvertebrate Rochia nilotica in north-western Australia are isolated and may be locally adapted, Marine and Freshwater Research, 10.1071/MF19172, 71, 7, (782), (2020).
- Kate M. Quigley, Line K. Bay, Madeleine J. H. Oppen, Genome‐wide SNP analysis reveals an increase in adaptive genetic variation through selective breeding of coral, Molecular Ecology, 10.1111/mec.15482, 29, 12, (2176-2188), (2020).
- Rachel M. Binks, Carolyn F. Wilkins, Adrienne S. Markey, Michael N. Lyons, Margaret Byrne, Genomic data and morphological re‐assessment reveals synonymy and hybridisation among Seringia taxa (Lasiopetaleae, Malvaceae) in remote north‐western Australia, TAXON, 10.1002/tax.12233, 69, 2, (307-320), (2020).
- James B. Dorey, Scott V. C. Groom, Elisha H. Freedman, Cale S. Matthews, Olivia K. Davies, Ella J. Deans, Celina Rebola, Mark I. Stevens, Michael S. Y. Lee, Michael P. Schwarz, Radiation of tropical island bees and the role of phylogenetic niche conservatism as an important driver of biodiversity, Proceedings of the Royal Society B: Biological Sciences, 10.1098/rspb.2020.0045, 287, 1925, (20200045), (2020).
- Cassidy C. D’Aloia, Jose A. Andrés, Steven M. Bogdanowicz, Amy R. McCune, Richard G. Harrison, Peter M. Buston, Unraveling hierarchical genetic structure in a marine metapopulation: A comparison of three high‐throughput genotyping approaches, Molecular Ecology, 10.1111/mec.15405, 29, 12, (2189-2203), (2020).
- Helena P. Baird, Katherine L. Moon, Charlene Janion‐Scheepers, Steven L. Chown, Springtail phylogeography highlights biosecurity risks of repeated invasions and intraregional transfers among remote islands, Evolutionary Applications, 10.1111/eva.12913, 13, 5, (960-973), (2020).
- Laura Pascual, Magdalena Ruiz, Matilde López-Fernández, Helena Pérez-Peña, Elena Benavente, José Francisco Vázquez, Carolina Sansaloni, Patricia Giraldo, Genomic analysis of Spanish wheat landraces reveals their variability and potential for breeding, BMC Genomics, 10.1186/s12864-020-6536-x, 21, 1, (2020).
- Anthony J. Schultz, Romane H. Cristescu, Jon Hanger, Jo Loader, Deidre de Villiers, Celine H. Frère, Inbreeding and disease avoidance in a free‐ranging koala population, Molecular Ecology, 10.1111/mec.15488, 29, 13, (2416-2430), (2020).
- Jennifer Ovenden, Danielle Davenport, Anthony Moore, A perfect storm of genetic drift and divergence may prevent the rebuilding of the gemfish (Rexea solandri) stock on the east Australian coast, Fisheries Research, 10.1016/j.fishres.2020.105645, 230, (105645), (2020).
- J.M. Whitaker, L.E. Price, J.C. Boase, L. Bernatchez, A.B. Welsh, Detecting fine-scale population structure in the age of genomics: a case study of lake sturgeon in the Great Lakes, Fisheries Research, 10.1016/j.fishres.2020.105646, 230, (105646), (2020).
- Miguel Camacho‐Sanchez, Guillermo Velo‐Antón, Jeffrey O. Hanson, Ana Veríssimo, Íñigo Martínez‐Solano, Adam Marques, Craig Moritz, Sílvia B. Carvalho, Comparative assessment of range‐wide patterns of genetic diversity and structure with SNPs and microsatellites: A case study with Iberian amphibians, Ecology and Evolution, 10.1002/ece3.6670, 10, 19, (10353-10363), (2020).
- James J Shelley, Bruno O David, Christine E Thacker, Andy S Hicks, Matt G Jarvis, Peter J Unmack, Phylogeography of the Cran’s bully Gobiomorphus basalis (Gobiiformes: Eleotridae) and an analysis of species boundaries within the New Zealand radiation of Gobiomorphus, Biological Journal of the Linnean Society, 10.1093/biolinnean/blaa052, (2020).
- Stephanie K. Venables, Andrea D. Marshall, Amelia J. Armstrong, Joseph L. Tomkins, W. Jason Kennington, Genome-wide SNPs detect no evidence of genetic population structure for reef manta rays (Mobula alfredi) in southern Mozambique, Heredity, 10.1038/s41437-020-00373-x, (2020).
- Jelmer W Poelstra, Jordi Salmona, George P Tiley, Dominik Schüßler, Marina B Blanco, Jean B Andriambeloson, Olivier Bouchez, C Ryan Campbell, Paul D Etter, Paul A Hohenlohe, Kelsie E Hunnicutt, Amaia Iribar, Eric A Johnson, Peter M Kappeler, Peter A Larsen, Sophie Manzi, JosÉ M Ralison, Blanchard Randrianambinina, Rodin M Rasoloarison, David W Rasolofoson, Amanda R Stahlke, David W Weisrock, Rachel C Williams, LounÈs Chikhi, Edward E Louis, Ute Radespiel, Anne D Yoder, Cryptic Patterns of Speciation in Cryptic Primates: Microendemic Mouse Lemurs and the Multispecies Coalescent, Systematic Biology, 10.1093/sysbio/syaa053, (2020).
- Nguyen Thanh Vu, Tran Thi Thuy Ha, Vo Thi Bich Thuy, Vu Thi Trang, Nguyen Hong Nguyen, Population Genomic Analyses of Wild and Farmed Striped Catfish Pangasianodon Hypophthalmus in the Lower Mekong River, Journal of Marine Science and Engineering, 10.3390/jmse8060471, 8, 6, (471), (2020).
- Maciej K. Konopiński, Shannon diversity index: a call to replace the original Shannon’s formula with unbiased estimator in the population genetics studies, PeerJ, 10.7717/peerj.9391, 8, (e9391), (2020).
- A. Badji, D. B. Kwemoi, L. Machida, D. Okii, N. Mwila, S. Agbahoungba, F. Kumi, A. Ibanda, A. Bararyenya, M. Solemanegy, T. Odong, P. Wasswa, M. Otim, G. Asea, M. Ochwo-Ssemakula, H. Talwana, S. Kyamanywa, P. Rubaihayo, Genetic Basis of Maize Resistance to Multiple Insect Pests: Integrated Genome-Wide Comparative Mapping and Candidate Gene Prioritization, Genes, 10.3390/genes11060689, 11, 6, (689), (2020).
- Michael A. Weston, Kylea Clarke, Grainne S. Maguire, Joanna Sumner, Morphological and molecular evidence of population divergence in a widespread shorebird across its southern mainland Australian distribution, Conservation Genetics, 10.1007/s10592-020-01286-2, (2020).
- Carolina S. Carvalho, Brenna R. Forester, Simone K. Mitre, Ronnie Alves, Vera L. Imperatriz‐Fonseca, Silvio J. Ramos, Luciana C. Resende‐Moreira, José O. Siqueira, Leonardo C. Trevelin, Cecilio F. Caldeira, Markus Gastauer, Rodolfo Jaffé, Combining genotype, phenotype, and environmental data to delineate site‐adjusted provenance strategies for ecological restoration, Molecular Ecology Resources, 10.1111/1755-0998.13191, 0, 0, (2020).
- R. E. Major, K. M. Ewart, D. J. Portelli, A. King, L. R. Tsang, T. O’Dwyer, N. Carlile, C. Haselden, H. Bower, D. E. Alquezar‐Planas, R. N. Johnson, M. D. B. Eldridge, Islands within islands: genetic structuring at small spatial scales has implications for long‐term persistence of a threatened species, Animal Conservation, 10.1111/acv.12603, 0, 0, (2020).
- Diane Colombelli-Négrel, Amy Slender, Tessa Bradford, Terry Bertozzi, Scarlett S. Graf, Michael G. Gardner, Subtle genetic clustering among South Australian colonies of little penguins (Eudyptula minor), Conservation Genetics, 10.1007/s10592-020-01284-4, (2020).
- Foyez Shams, Fiona Dyer, Ross Thompson, Richard P. Duncan, Jason D. Thiem, T. Gabriel Enge, Tariq Ezaz, Multiple Lines of Evidence Indicate Limited Natural Recruitment of Golden Perch (Macquaria ambigua) in the Highly Regulated Lachlan River, Water, 10.3390/w12061636, 12, 6, (1636), (2020).
- Ryan Buck, Sandra Hyasat, Alice Hossfeld, Lluvia Flores-Rentería, Patterns of hybridization and cryptic introgression among one- and four-needled pinyon pines, Annals of Botany, 10.1093/aob/mcaa045, (2020).
- Kyle M. Ewart, Nathan Lo, Rob Ogden, Leo Joseph, Simon Y. W. Ho, Greta J. Frankham, Mark D. B. Eldridge, Richard Schodde, Rebecca N. Johnson, Phylogeography of the iconic Australian red-tailed black-cockatoo (Calyptorhynchus banksii) and implications for its conservation, Heredity, 10.1038/s41437-020-0315-y, (2020).
- Samantha R. Mulvena, Jennifer C. Pierson, Katherine A. Farquharson, Elspeth A. McLennan, Carolyn J. Hogg, Catherine E. Grueber, Investigating inbreeding in a free-ranging, captive population of an Australian marsupial, Conservation Genetics, 10.1007/s10592-020-01278-2, (2020).
- J. L. Spinoso-Castillo, E. Escamilla-Prado, V. H. Aguilar-Rincón, V. Morales Ramos, G. García de los Santos, P. Pérez-Rodríguez, T. Corona-Torres, Genetic diversity of coffee (Coffea spp.) in Mexico evaluated by using DArTseq and SNP markers, Genetic Resources and Crop Evolution, 10.1007/s10722-020-00940-5, (2020).
- Paul M. Oliver, Audrey Miranda Prasetya, Leonardo G. Tedeschi, Jessica Fenker, Ryan J. Ellis, Paul Doughty, Craig Moritz, Crypsis and convergence: integrative taxonomic revision of the Gehyra australis group (Squamata: Gekkonidae) from northern Australia , PeerJ, 10.7717/peerj.7971, 8, (e7971), (2020).
- Morgan Gueuning, Juerg E. Frey, Christophe Praz, Ultraconserved yet informative for species delimitation: Ultraconserved elements resolve long‐standing systematic enigma in Central European bees, Molecular Ecology, 10.1111/mec.15629, 0, 0, (2020).
- Selamawit Ketema, Bizuayehu Tesfaye, Gemechu Keneni, Berhanu Amsalu Fenta, Ermias Assefa, Nicolas Greliche, Eunice Machuka, Nasser Yao, DArTSeq SNP-based markers revealed high genetic diversity and structured population in Ethiopian cowpea [Vigna unguiculata (L.) Walp] germplasms, PLOS ONE, 10.1371/journal.pone.0239122, 15, 10, (e0239122), (2020).
- Nadya R. Mamoozadeh, John E. Graves, Jan R. McDowell, Genome‐wide SNPs resolve spatiotemporal patterns of connectivity within striped marlin (Kajikia audax), a broadly distributed and highly migratory pelagic species, Evolutionary Applications, 10.1111/eva.12892, 13, 4, (677-698), (2019).
- Justin Bohling, Jennifer Von Bargen, Peter Bahls, Genomic Characterization of Coho Salmon Spawning Populations from the Hood Canal, Transactions of the American Fisheries Society, 10.1002/tafs.10206, 149, 1, (3-13), (2019).
- Belén Jiménez‐Mena, Alan Le Moan, Asbjørn Christensen, Mikael Deurs, Henrik Mosegaard, Jakob Hemmer‐Hansen, Dorte Bekkevold, Weak genetic structure despite strong genomic signal in lesser sandeel in the North Sea, Evolutionary Applications, 10.1111/eva.12875, 13, 2, (376-387), (2019).
- Jane Melville, Kirilee Chaplin, Mark Hutchinson, Joanna Sumner, Bernd Gruber, Anna J. MacDonald, Stephen D. Sarre, Taxonomy and conservation of grassland earless dragons: new species and an assessment of the first possible extinction of a reptile on mainland Australia, Royal Society Open Science, 10.1098/rsos.190233, 6, 5, (190233), (2019).
- Yi‐Kai Tea, Cara Van Der Wal, William B. Ludt, Anthony C. Gill, Nathan Lo, Simon Y. W. Ho, Boomeranging around Australia: Historical biogeography and population genomics of the anti‐equatorial fish Microcanthus strigatus (Teleostei: Microcanthidae), Molecular Ecology, 10.1111/mec.15172, 28, 16, (3771-3785), (2019).
- Floriaan Devloo‐Delva, Gregory E. Maes, Sebastián I. Hernández, Jaime D. Mcallister, Rasanthi M. Gunasekera, Peter M. Grewe, Robin B. Thomson, Pierre Feutry, Accounting for kin sampling reveals genetic connectivity in Tasmanian and New Zealand school sharks, Galeorhinus galeus, Ecology and Evolution, 10.1002/ece3.5012, 9, 8, (4465-4472), (2019).
- Renee A. Catullo, Heng L. Yeap, Siu F. Lee, Jason G. Bragg, Jodie Cheesman, Stefano De Faveri, Owain Edwards, Alvin K. W. Hee, Angel D. Popa, Michele Schiffer, John G. Oakeshott, A genome-wide approach for uncovering evolutionary relationships of Australian Bactrocera species complexes (Diptera: Tephritidae), Invertebrate Systematics, 10.1071/IS18065, (2019).
- Katherine A. Harrisson, Michael J.L. Magrath, Jian D.L. Yen, Alexandra Pavlova, Neil Murray, Bruce Quin, Peter Menkhorst, Kimberly A. Miller, Karina Cartwright, Paul Sunnucks, Lifetime Fitness Costs of Inbreeding and Being Inbred in a Critically Endangered Bird, Current Biology, 10.1016/j.cub.2019.06.064, (2019).
- M. E. Green, S. A. Appleyard, W. White, S. Tracey, F. Devloo-Delva, J. R. Ovenden, Novel multimarker comparisons address the genetic population structure of silvertip sharks (Carcharhinus albimarginatus), Marine and Freshwater Research, 10.1071/MF18296, 70, 7, (1007), (2019).
- Belinda Wright, Katherine A. Farquharson, Elspeth A. McLennan, Katherine Belov, Carolyn J. Hogg, Catherine E. Grueber, From reference genomes to population genomics: comparing three reference-aligned reduced-representation sequencing pipelines in two wildlife species, BMC Genomics, 10.1186/s12864-019-5806-y, 20, 1, (2019).
- P. J. Unmack, M. J. Young, B. Gruber, D. White, A. Kilian, X. Zhang, A. Georges, Phylogeography and species delimitation of Cherax destructor (Decapoda: Parastacidae) using genome-wide SNPs, Marine and Freshwater Research, 10.1071/MF18347, 70, 6, (857), (2019).
- P. J. Unmack, M. Adams, J. Bylemans, C. M. Hardy, M. P. Hammer, A. Georges, Perspectives on the clonal persistence of presumed ‘ghost’ genomes in unisexual or allopolyploid taxa arising via hybridization, Scientific Reports, 10.1038/s41598-019-40865-3, 9, 1, (2019).
- Katherine L. Moon, Steven L. Chown, Ceridwen I. Fraser, Tandem host‐parasite dispersal inferred from similarities in phylogeographical patterns among Little Penguins and their ‘terrestrial’ ectoparasites, Journal of Biogeography, 10.1111/jbi.13714, 46, 11, (2520-2531), (2019).
- Marie K. Brandrud, Ovidiu Paun, Richard Lorenz, Juliane Baar, Mikael Hedrén, Restriction-site associated DNA sequencing supports a sister group relationship of Nigritella and Gymnadenia (Orchidaceae), Molecular Phylogenetics and Evolution, 10.1016/j.ympev.2019.03.018, (2019).
- Daniel Selechnik, Mark F. Richardson, Richard Shine, Jayna L. DeVore, Simon Ducatez, Lee A. Rollins, Increased Adaptive Variation Despite Reduced Overall Genetic Diversity in a Rapidly Adapting Invader, Frontiers in Genetics, 10.3389/fgene.2019.01221, 10, (2019).
- Kirilee Chaplin, Joanna Sumner, Christy A Hipsley, Jane Melville, An Integrative Approach Using Phylogenomics and High-Resolution X-Ray Computed Tomography for Species Delimitation in Cryptic Taxa, Systematic Biology, 10.1093/sysbio/syz048, (2019).
- Theresa L. Cole, Ludovic Dutoit, Nicolas Dussex, Tom Hart, Alana Alexander, Jane L. Younger, Gemma V. Clucas, María José Frugone, Yves Cherel, Richard Cuthbert, Ursula Ellenberg, Steven R. Fiddaman, Johanna Hiscock, David Houston, Pierre Jouventin, Thomas Mattern, Gary Miller, Colin Miskelly, Paul Nolan, Michael J. Polito, Petra Quillfeldt, Peter G. Ryan, Adrian Smith, Alan J. D. Tennyson, David Thompson, Barbara Wienecke, Juliana A. Vianna, Jonathan M. Waters, Receding ice drove parallel expansions in Southern Ocean penguins, Proceedings of the National Academy of Sciences, 10.1073/pnas.1904048116, (201904048), (2019).
- undefined Cioffi, undefined Ráb, undefined Ezaz, undefined Bertollo, undefined Lavoué, undefined Oliveira, undefined Sember, undefined Molina, undefined Souza, undefined Majtánová, undefined Liehr, undefined Al-Rikabi, undefined Yano, undefined Viana, undefined Feldberg, undefined Unmack, undefined Hatanaka, undefined Tanomtong, undefined Perez, Deciphering the Evolutionary History of Arowana Fishes (Teleostei, Osteoglossiformes, Osteoglossidae): Insight from Comparative Cytogenomics, International Journal of Molecular Sciences, 10.3390/ijms20174296, 20, 17, (4296), (2019).
- Laura Gajdzik, Giacomo Bernardi, Gilles Lepoint, Bruno Frédérich, Genetic diversity mirrors trophic ecology in coral reef fish feeding guilds, Molecular Ecology, 10.1111/mec.14936, 27, 24, (5004-5018), (2018).
- Arthur Georges, Bernd Gruber, Greg B. Pauly, Duanne White, Mark Adams, Matthew J. Young, Andrzej Kilian, Xiuwen Zhang, H. Bradley Shaffer, Peter J. Unmack, Genomewide SNP markers breathe new life into phylogeography and species delimitation for the problematic short‐necked turtles (Chelidae: Emydura) of eastern Australia, Molecular Ecology, 10.1111/mec.14925, 27, 24, (5195-5213), (2018).
- Gordon Luikart, Marty Kardos, Brian K. Hand, Om P. Rajora, Sally N. Aitken, Paul A. Hohenlohe, Population Genomics: Advancing Understanding of Nature, , 10.1007/13836_2018_60, (2018).
- Joshua M Miller, Maud C Quinzin, Danielle L Edwards, Deren A R Eaton, Evelyn L Jensen, Michael A Russello, James P Gibbs, Washington Tapia, Danny Rueda, Adalgisa Caccone, Genome-Wide Assessment of Diversity and Divergence Among Extant Galapagos Giant Tortoise Species, Journal of Heredity, 10.1093/jhered/esy031, 109, 6, (611-619), (2018).
- A Georges, RJ Spencer, A Kilian, M Welsh, X Zhang, Assault from all sides: hybridization and introgression threaten the already critically endangered Myuchelys georgesi (Chelonia: Chelidae), Endangered Species Research, 10.3354/esr00928, 37, (239-247), (2018).
- Jarrod L. Guppy, David B. Jones, Dean R. Jerry, Nicholas M. Wade, Herman W. Raadsma, Roger Huerlimann, Kyall R. Zenger, The State of “Omics” Research for Farmed Penaeids: Advances in Research and Impediments to Industry Utilization, Frontiers in Genetics, 10.3389/fgene.2018.00282, 9, (2018).
- Mizeck G. G. Chagunda, Fidalis D. N. Mujibi, Theogene Dusingizimana, Olivier Kamana, Evans Cheruiyot, Okeyo A. Mwai, Use of High Density Single Nucleotide Polymorphism (SNP) Arrays to Assess Genetic Diversity and Population Structure of Dairy Cattle in Smallholder Dairy Systems: The Case of Girinka Programme in Rwanda, Frontiers in Genetics, 10.3389/fgene.2018.00438, 9, (2018).




