An improved assembly of the “Cascade” hop (Humulus lupulus) genome uncovers signatures of molecular evolution and refines time of divergence estimates for the Cannabaceae family

Lillian K. Padgitt-Cobb , Nicholi J. Pitra , Paul D. Matthews , John A. Henning , David A. Hendrix

Horticulture Research ›› 2023, Vol. 10 ›› Issue (2) : 281

PDF (2304KB)
Horticulture Research ›› 2023, Vol. 10 ›› Issue (2) :281 DOI: 10.1093/hr/uhac281
Article
research-article
An improved assembly of the “Cascade” hop (Humulus lupulus) genome uncovers signatures of molecular evolution and refines time of divergence estimates for the Cannabaceae family
Author information +
History +
PDF (2304KB)

Abstract

We present a chromosome-level assembly of the Cascade hop (Humulus lupulus L. var. lupulus) genome. The hop genome is large (2.8 Gb) and complex, and early attempts at assembly were fragmented. Recent advances have made assembly of the hop genome more tractable, transforming the extent of investigation that can occur. The chromosome-level assembly of Cascade was developed by scaffolding the previously reported Cascade assembly generated with PacBio long-read sequencing and polishing with Illumina short-read DNA sequencing. We developed gene models and repeat annotations and used a controlled bi-parental mapping population to identify significant sex-associated markers. We assessed molecular evolution in gene sequences, gene family expansion and contraction, and time of divergence from Cannabis sativa and other closely related plant species using Bayesian inference. We identified the putative sex chromosome in the female genome based on significant sex-associated markers from the bi-parental mapping population. While the estimate of repeat content (~64%) is similar to the estimate for the hemp genome, syntenic blocks in hop contain a greater percentage of LTRs. Hop is enriched for disease resistance-associated genes in syntenic gene blocks and expanded gene families. The Cascade chromosome-level assembly will inform cultivation strategies and serve to deepen our understanding of the hop genomic landscape, benefiting hop researchers and the Cannabaceae genomics community.

Cite this article

Download citation ▾
Lillian K. Padgitt-Cobb, Nicholi J. Pitra, Paul D. Matthews, John A. Henning, David A. Hendrix. An improved assembly of the “Cascade” hop (Humulus lupulus) genome uncovers signatures of molecular evolution and refines time of divergence estimates for the Cannabaceae family. Horticulture Research, 2023, 10 (2) : 281 DOI:10.1093/hr/uhac281

登录浏览全文

4963

注册一个新账户 忘记密码

Acknowledgements

We thank Dovetail Genomics for Hi-C sequencing and assembly. We thank Chris Sullivan and Kenneth Lett at the Center for Quantitative Life Sciences (CQLS) at Oregon State University for assistance with the computing infrastructure. Funding for sequencing was provided by Hopsteiner and USDA-ARS CRIS Project 5358-21000-040-00D. LKPC is supported by an AFRI Predoctoral Fellowship (grant no. 2020-67034-31722) from the USDA National Institute of Food and Agriculture. The authors have no conflicts of interests to declare.

Author contribution

LPC, PM, JH, and DH designed the study. LPC polished and annotated the genome, analyzed and interpreted data, created figures, and wrote the manuscript. NP prepared RNA-seq samples and contributed text about RNA-seq preparation. DH analyzed and interpreted data and provided guidance about figure design and significant edits to the manuscript. JH developed the mapping population and genetic map and developed the associated figures and manuscript sections for the mapping population and genetic map. LPC, PM, JH, and DH reviewed and edited the manuscript. JH and PM acquired funds to perform the study.

Data availability

The data that support the findings of this study are openly available on the Downloads page of http://hopbase.cqls.oregonstate.edu/ and under NCBI BioProject ID PRJNA562558. Analysis pipelines, scripts, and specific commands are included on the GitHub project page,at https://github.com/padgittl/CascadeDovetail.

Conflict of interest statement

None declared.

References

[1]

Small E . 1997. Cannabaceae. Flora of North America North of Mexico 381-7.

[2]

Smith JM, Oliphant JM, Hummer KE . Plant exploration for native hop in the American southwest. Plant Genetic Resources Newsletter. 2006; 147: 29.

[3]

Edwardson JR . Hops-their botany, history, production and utilization. Econ Bot. 1952; 6: 160-75.

[4]

Korpelainen H, Pietiläinen M . Hop (Humulus lupulus L.): traditional and present use, and future potential. Econ Bot. 2021; 75: 302-22.

[5]

Wang G, Tian L, Aziz N et al. Terpene biosynthesis in glandular trichomes of hop. Plant Physiol. 2008; 148: 1254-66.

[6]

Zanoli P, Zavatti M . Pharmacognostic and pharmacological profile of Humulus lupulus L. J Ethnopharmacol. 2008; 116: 383-96.

[7]

Hieronymus S. For the Love of Hops: The Practical Guide to Aroma, Bitterness and the Culture of Hops. Boulder, Colorado: Brewers Publications; 2012.

[8]

Horner CE, Likens ST, Zimmerman CE et al. Cascade, a new continental-type hop variety for the US. Brewers Digest. 1972; 8: 56-62.

[9]

USDA-ARS. USDA-ARS hop cultivars.

[10]

Henning JA, Townsend MS, Kenny S . Potential heterotic crosses in hops as estimated by AFLP-based genetic diversity and coefficient of Coancestry. J Am Soc Brew Chem. 2004; 62: 63-70.

[11]

Takoi K, Degueil M, Shinkaruk S et al. Identification and characteristics of new volatile thiols derived from the hop (Humulus luplus L.) cultivar Nelson Sauvin. J Agric Food Chem. 2009; 57: 2493-502.

[12]

Barth HJ, Klinke C, Schmidt C . The Hop Atlas: The History and Geography of the Cultivated Plant. Nuremberg, Germany: The Hop Atlas. Joh. Barth and Sohn; 1994.

[13]

McCoy J-A, Young JH, Nifong JM et al. Species for Medicinal and Social Use with an Emphasis on Theobroma cacao L. (Cacao), Nicotiana tabacum L. (Tobacco), Actaea racemosa L. (Black Cohosh), and Humulus lupulus L. (Hops). In: Greene SL, Williams KA, Khoury CK, Kantar MB, Marek LF, eds. North American Crop Wild Relatives, Volume 2: Important Species. Springer International Publishing: Cham, 2019, 645-92.

[14]

Humulus scandens (lour.) Merr. Bulletin OEPP . EPPO bulletin. European and Mediterranean Plant Protection Organisation. 2019; 49: 267-72.

[15]

He N, Zhang C, Qi X et al. Draft genome sequence of the mulberry tree Morus notabilis. Nat Commun. 2013; 4: 2445.

[16]

McPartland JM . Cannabis systematics at the levels of family, genus, and species. Cannabis Cannabinoid Res. 2018; 3: 203-12.

[17]

Herendeen PS, Friis EM, Pedersen KR et al. Palaeobotanical redux: revisiting the age of the angiosperms. Nature Plants. 2017; 3: 17015.

[18]

Jin J-J, Yang M-Q, Fritsch PW et al. Born migrators: historical biogeography of the cosmopolitan family Cannabaceae. J Syst Evol. 2020; 58: 461-73.

[19]

Silvestro D, Bacon CD, Ding W et al. Fossil data support a pre-cretaceous origin of flowering plants. Nature Ecol Evol. 2021; 5: 449-57.

[20]

Wilkinson RD, Steiper ME, Soligo C et al. Dating primate divergences through an integrated analysis of palaeontological and molecular data. Syst Biol. 2011; 60: 16-31.

[21]

Mukherjee A, Roy SC, De Bera S et al. Results of molecular analysis of an archaeological hemp (Cannabis sativa L.) DNA sample from north West China. Genet Resour Crop Evol. 2008; 55: 481-5.

[22]

Grudzinska IA . K sistematike semeistva Cannabaceae. Bot Zhurn. 1988; 73: 589-93.

[23]

Crombie L, Crombie WML . Cannabinoid formation in Cannabis sativa grafted inter-racially, and with two Humulus species. Phytochemistry. 1975; 14: 409-12.

[24]

Page JE, Nagel J . Biosynthesis of terpenophenolic metabolites in hop and cannabis. Recent Adv Phytochem. 2006; 40: 179-210.

[25]

Hill ST, Sudarsanam R, Henning J et al. HopBase: a unified resource for Humulus genomics. Database(Oxford). 2017; 2017.

[26]

Natsume S, Takagi H, Shiraishi A et al. The draft genome of hop (Humulus lupulus), an essence for brewing. Plant Cell Physiol. 2015; 56: 428-41.

[27]

Padgitt-Cobb LK, Kingan SB, Wells J et al. A draft phased assembly of the diploid Cascade hop (Humulus lupulus) genome. Plant Genome. 2021; 14: e20072.

[28]

Dudchenko O, Batra SS, Omer AD et al. De novo assembly of the Aedes aegypti genome using Hi-C yields chromosome-length scaffolds. Science. 2017; 356: 92-5.

[29]

Zhang H, Lang Z, Zhu J-K . Dynamics and function of DNA methylation in plants. Nat Rev Mol Cell Biol. 2018b; 19: 489-506.

[30]

Grassa CJ, Weiblen GD, Wenger JP et al. A new cannabis genome assembly associates elevated cannabidiol (CBD) with hemp introgressed into marijuana. New Phytol. 2021; 230: 1665-79.

[31]

Zonneveld BJM, Leitch IJ, Bennett MD . First nuclear DNA amounts in more than 300 angiosperms. Ann Bot. 2005; 96: 229-44.

[32]

Ashburner M, Ball CA, Blake JA et al. Gene ontology: tool for the unification of biology. Nat Genet. 2000; 25: 25-9.

[33]

Emms DM, Kelly S . OrthoFinder: phylogenetic orthology inference for comparative genomics. Genome Biol. 2019; 20: 238.

[34]

Chaw S-M, Liu Y-C, Wu Y-W et al. Stout camphor tree genome fills gaps in understanding of flowering plant genome evolution. Nature Plants. 2019; 5: 63-73.

[35]

Dong P, Tu X, Chu P-Y et al. 3D chromatin architecture of large plant genomes determined by local A/B compartments. Mol Plant. 2017; 10: 1497-509.

[36]

Koch MA, Haubold B, Mitchell-Olds T . Comparative evolutionary analysis of chalcone synthase and alcohol dehydrogenase loci in Arabidopsis, Arabis, and related genera (Brassicaceae). Mol Biol Evol. 2000; 17: 1483-98.

[37]

Zwaenepoel A, Li Z, Lohaus R et al. Finding evidence for whole genome duplications: a reappraisal. Mol Plant. 2019; 12: 133-6.

[38]

Rannala B, Yang Z . Inferring speciation times under an episodic molecular clock. Syst Biol. 2007; 56: 453-66.

[39]

van Velzen R, Schranz ME . Origin and evolution of the cannabinoid oxidocyclase gene family. Genome Biol Evol. 2021; 13: evab130.

[40]

Zirpel B, Kayser O, Stehle F . Elucidation of structure-function relationship of THCA and CBDA synthase from Cannabis sativa L. J Biotechnol. 2018; 284: 17-26.

[41]

Ohri D. Genome size variation and plant systematics. Ann Bot. 1998; 82: 75-83.

[42]

Saxena RK, Edwards D, Varshney RK . Structural variations in plant genomes. Brief Funct Genomics. 2014; 13: 296-307.

[43]

Leisner CP, Hamilton JP, Crisovan E et al. Genome sequence of M6, a diploid inbred clone of the high-glycoalkaloid-producing tuber-bearing potato species Solanum chacoense, reveals residual heterozygosity. Plant J. 2018; 94: 562-70.

[44]

Holtgräwe D, Rosleff Soerensen T, Hausmann L et al. A partially phase-separated genome sequence assembly of the Vitis rootstock ‘Börner’ (Vitis riparia × Vitis cinerea) and its exploitation for marker development and targeted mapping. Front Plant Sci. 2020; 11: 156.

[45]

Jaillon O, Aury J-M, Noel B et al. The grapevine genome sequence suggests ancestral hexaploidization in major angiosperm phyla. Nature. 2007; 449: 463-7.

[46]

Hübner S, Bercovich N, Todesco M et al. Sunflower pan-genome analysis shows that hybridization altered gene content and disease resistance. Nature Plants. 2019; 5: 54-62.

[47]

Zhang D, Easterling KA, Pitra NJ et al. Non-Mendelian single-nucleotide polymorphism inheritance and atypical meiotic configurations are prevalent in hop. Plant Genome. 2017; 10.

[48]

Pisupati R, Vergara D, Kane NC . Diversity and evolution of the repetitive genomic content in Cannabis sativa. BMC Genomics. 2018; 19: 156.

[49]

Zhao H, Zhang W, Chen L et al. Proliferation of regulatory DNA elements derived from transposable elements in the maize genome. Plant Physiol. 2018; 176: 2789-803.

[50]

Rodgers-Melnick E, Vera DL, Bass HW et al. Open chromatin reveals the functional maize genome. Proc Natl Acad Sci U S A. 2016; 113: E3177-84.

[51]

Jensen E, Shafiei R, Ma X-F et al. Linkage mapping evidence for a syntenic QTL associated with flowering time in perennial C4 rhizomatous grasses Miscanthus and switchgrass. Glob Change Biol Bioenergy. 2021; 13: 98-111.

[52]

Polturak G, Osbourn A . The emerging role of biosynthetic gene clusters in plant defense and plant interactions. PLoS Pathog. 2021; 17: e1009698.

[53]

Panchy N, Lehti-Shiu M, Shiu S-H . Evolution of gene duplication in plants. Plant Physiol. 2016; 171: 2294-316.

[54]

Wang Y, Tang H, Debarry JD et al. MCScanX: a toolkit for detection and evolutionary analysis of gene synteny and collinearity. Nucleic Acids Res. 2012; 40: e49.

[55]

Leister D. Tandem and segmental gene duplication and recombination in the evolution of plant disease resistance genes. Trends Genet. 2004; 20: 116-22.

[56]

Andersen EJ, Ali S, Reese RN et al. Diversity and evolution of disease resistance genes in barley (Hordeum vulgare L.). Evol Bioinformatics Online. 2016; 12: 99-108.

[57]

Easterling KA, Pitra NJ, Jones RJ et al. 3D molecular cytology of hop (Humulus lupulus) meiotic chromosomes reveals non-disomic pairing and segregation, aneuploidy, and genomic structural variation. Front Plant Sci. 2018; 9: 1501.

[58]

Matsushika A, Makino S, Kojima M et al. Circadian waves of expression of the APRR1/TOC1 family of pseudo-response regulators in Arabidopsis thaliana: insight into the plant circadian clock. Plant Cell Physiol. 2000; 41: 1002-12.

[59]

Bittner-Eddy PD, Crute IR, Holub EB et al. RPP13 is a simple locus in Arabidopsis thaliana for alleles that specify downy mildew resistance to different avirulence determinants in Peronospora parasitica. Plant J. 2000; 21: 177-88.

[60]

Sekhwal MK, Li P, Lam I et al. Disease resistance gene analogs (RGAs) in plants. Int J Mol Sci. 2015; 16: 19248-90.

[61]

Divashuk MG, Alexandrov OS, Razumova OV et al. Molecular cytogenetic characterization of the dioecious Cannabis sativa with an XY chromosome sex determination system. PLoS One. 2014; 9: e85118.

[62]

Kovalchuk I, Pellino M, Rigault P et al. The genomics of cannabis and its close relatives. Ann Rev Plant Biol. 2020; 71: 713-39.

[63]

McPartland JM, Hegman W, Long T . Cannabis in Asia: its center of origin and early cultivation, based on a synthesis of subfossil pollen and archaeobotanical studies. Veg Hist Archaeobotany. 2019; 28: 691-702.

[64]

Zerega NJC, Clement WL, Datwyler SL et al. Biogeography and divergence times in the mulberry family (Moraceae). Mol Phylogenet Evol. 2005; 37: 402-16.

[65]

Zhang Q, Chen X, Guo H et al. Latitudinal adaptation and genetic insights into the origins of Cannabis sativa L. Front Plant Sci. 2018a; 9: 1876.

[66]

Lynch M, Conery JS . The evolutionary fate and consequences of duplicate genes. Science. 2000; 290: 1151-5.

[67]

Wolfe KH, Li WH, Sharp PM . Rates of nucleotide substitution vary greatly among plant mitochondrial, chloroplast, and nuclear DNAs. Proc Natl Acad Sci U S A. 1987; 84: 9054-8.

[68]

Murakami A . Comparison of sequence of rbcL and non-coding regions of chloroplast DNA and ITS2 region of rDNA in genus Humulus. Breed Sci. 2000; 50: 155-60.

[69]

Xiang Q-Y, Soltis DE, Soltis PS et al. Timing the eastern Asian-eastern north American floristic disjunction: molecular clock corroborates paleontological estimates. Mol Phylogenet Evol. 2000; 15: 462-72.

[70]

Meyer HW . The Fossils of Florissant. Washington, DC: Smithsonian Books; 2003.

[71]

MacGinitie HD . Fossil Plants of the Florissant Beds. Colorado: Carnegie Institution of Washington; 1953, 198.

[72]

MacGinitie HD . The Eocene Green River Flora of Northwestern Colorado and Northeastern Utah. Berkeley, California: University of California Press; 1969.

[73]

Collinson ME . The fossil history of the Moraceae, Urticaceae (including Cecropiaceae), and Cannabaceae. In: Crane PR, Blackmore S (eds.), Evolution, Systematics, and Fossil History of the Hamamelidae, Volume 2. Oxford: Clarendon Press, 1989, 319-39.

[74]

Boutain JR . On the origin of hops: genetic variability, phylogenetic relationships, and ecological plasticity of humulus (cannabaceae). Doctoral dissertation, University of Hawai’i at Manoa, 2014.

[75]

Salvi S, Sponza G, Morgante M et al. Conserved noncoding genomic sequences associated with a flowering-time quantitative trait locus in maize. Proc Natl Acad Sci U S A. 2007; 104: 11376-81.

[76]

Putnam NH, O’Connell BL, Stites JC et al. Chromosome-scale shotgun assembly using an in vitro method for long-range linkage. Genome Res. 2016; 26: 342-50.

[77]

Zimin AV, Salzberg SL . The genome polishing tool POLCA makes fast and accurate corrections in genome assemblies. PLoS Comput Biol. 2020; 16: e1007981.

[78]

Waterhouse RM, Seppey M, Simão FA et al. BUSCO applications from quality assessments to gene prediction and Phylogenomics. Mol Biol Evol. 2018; 35: 543-8.

[79]

Stanke M, Keller O, Gunduz I et al. AUGUSTUS: ab initio prediction of alternative transcripts. Nucleic Acids Res. 2006; 34: W435-9.

[80]

Kriventseva EV, Kuznetsov D, Tegenfeldt F et al. OrthoDB v10: sampling the diversity of animal, plant, fungal, protist, bacterial and viral genomes for evolutionary and functional annotations of orthologs. Nucleic Acids Res. 2019; 47: D807-11.

[81]

Gremme G, Steinbiss S, Kurtz S . GenomeTools: a comprehensive software library for efficient processing of structured genome annotations. IEEE/ACM Trans Comput Biol Bioinfor 2013; 10: 645-56.

[82]

Ellinghaus D, Kurtz S, Willhoeft U . LTRharvest, an efficient and flexible software for de novo detection of LTR retrotransposons. BMC Bioinformatics. 2008; 9: 18.

[83]

Ou S, Jiang N . LTR_FINDER_parallel: parallelization of LTR_FINDER enabling rapid identification of long terminal repeat retrotransposons. Mob DNA. 2019; 10: 48.

[84]

Ou S, Jiang N . LTR_retriever: a highly accurate and sensitive program for identification of Long terminal repeat retrotransposons. Plant Physiol. 2018; 176: 1410-22.

[85]

Nussbaumer T, Martis MM, Roessner SK et al. MIPS PlantsDB: a database framework for comparative plant genome research. Nucleic Acids Res. 2013; 41: D1144-51.

[86]

Smit AFA, Hubley R, Green P . 2015. RepeatMasker Open-4.0. 2013- 2015.

[87]

Haas BJ, Papanicolaou A, Yassour M et al. De novo transcript sequence reconstruction from RNA-seq using the trinity platform for reference generation and analysis. Nat Protoc. 2013; 8: 1494-512.

[88]

Campbell MS, Holt C, Moore B et al. Genome annotation and curation using MAKER and MAKER-P. Curr Protoc Bioinformatics. 2014; 48: 4.11.1-39.

[89]

Holt C, Yandell M . MAKER2: an annotation pipeline and genome-database management tool for second-generation genome projects. BMC Bioinformatics. 2011; 12: 491.

[90]

Eriksen RL, Padgitt-Cobb LK, Randazzo AM et al. Gene expression of Agronomically important secondary metabolites in cv. ‘USDA Cascade’ hop (Humulus lupulus L.) cones during critical developmental stages. J Am Soc Brew Chem. 2021; 80: 1-14.

[91]

The UniProt Consortium . 2021. UniProt: the universal protein knowledgebase in 2021. Nucleic Acids Res. 2021; 49: D480-9.

[92]

Mistry J, Chuguransky S, Williams L et al. Pfam: the protein families database in 2021. Nucleic Acids Res. 2021; 49: D412-9.

[93]

Hanada K, Shiu S-H, Li W-H . The nonsynonymous/synonymous substitution rate ratio versus the radical/conservative replacement rate ratio in the evolution of mammalian genes. Mol Biol Evol. 2007; 24: 2235-41.

[94]

Hughes AL, Nei M . Pattern of nucleotide substitution at major histocompatibility complex class I loci reveals overdominant selection. Nature. 1988; 335: 167-70.

[95]

Li WH, Gojobori T . Rapid evolution of goat and sheep globin genes following gene duplication. Mol Biol Evol. 1983; 1: 94-108.

[96]

Kimura M . Preponderance of synonymous changes as evidence for the neutral theory of molecular evolution. Nature. 1977; 267: 275-6.

[97]

Li W. Molecular Evolution. Sunderland, MA: Sinauer Associates Incorporated; 1997.

[98]

Vanneste K, Sterck L, Myburg AA et al. Horsetails are ancient Polyploids: evidence from Equisetum giganteum. Plant Cell. 2015; 27: 1567-78.

[99]

Bandi V, Gutwin C . Interactive exploration of genomic conservation. In: Proceedings of the 46th Graphics Interface Conference on Proceedings of Graphics Interface 2020 (GI’20). Waterloo, Canada: Canadian Human-Computer Communications Society, 2020.

[100]

Robinson JT, Thorvaldsdóttir H, Winckler W et al. Integrative genomics viewer. Nat Biotechnol. 2011; 29: 24-6.

[101]

Ranwez V, Douzery EJP, Cambon C et al. MACSE v2: toolkit for the alignment of coding sequences accounting for frameshifts and stop codons. Mol Biol Evol. 2018; 35: 2582-4.

[102]

Xiao L, Yang G, Zhang L et al. The resurrection genome of Boea hygrometrica: a blueprint for survival of dehydration. Proc Natl Acad Sci U S A. 2015; 112: 5833-7.

[103]

Yang Z . PAML 4: phylogenetic analysis by maximum likelihood. Mol Biol Evol. 2007; 24: 1586-91.

[104]

Yang Z, Nielsen R . Estimating synonymous and nonsynonymous substitution rates under realistic evolutionary models. Mol Biol Evol. 2000; 17: 32-43.

[105]

Benjamini Y, Hochberg Y . Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc. 1995; 57: 289-300.

[106]

Lang D, Ullrich KK, Murat F et al. The Physcomitrella patens chromosome-scale assembly reveals moss genome structure and evolution. Plant J. 2018; 93: 515-33.

[107]

Murakami A, Darby P, Javornik B et al. Molecular phylogeny of wild hops, Humulus lupulus L. Heredity. 2006; 97: 66-74.

[108]

Fawcett JA, Maere S, Van de Peer Y . Plants with double genomes might have had a better chance to survive the cretaceous-tertiary extinction event. Proc Natl Acad Sci U S A. 2009; 106: 5737-42.

[109]

Kondrashov FA, Rogozin IB, Wolf YI et al. Selection in the evolution of gene duplications. Genome Biol. 2002; 3: 1-9.

[110]

Parks MB, Nakov T, Ruck EC et al. Phylogenomics reveals an extensive history of genome duplication in diatoms (Bacillariophyta). Am J Bot. 2018; 105: 330-47.

[111]

Barker MS, Kane NC, Matvienko M et al. Multiple paleopolyploidizations during the evolution of the Compositae reveal parallel patterns of duplicate gene retention after millions of years. Mol Biol Evol. 2008; 25: 2445-55.

[112]

Vanneste K, Van de Peer Y, Maere S . Inference of genome duplications from age distributions revisited. Mol Biol Evol. 2013; 30: 177-90.

[113]

Scrucca L, Fop M, Murphy TB et al. Mclust 5: clustering, classification and density estimation using Gaussian finite mixture models. R J. 2016; 8: 289-317.

[114]

Team RC and Others . R: A language and environment for statistical computing. 2013.

[115]

Biernacki C, Celeux G, Govaert G . Assessing a mixture model for clustering with the integrated completed likelihood. IEEE Trans Pattern Anal Mach Intell. 2000; 22: 719-25.

[116]

Li F-W, Brouwer P, Carretero-Paulet L et al. Fern genomes elucidate land plant evolution and cyanobacterial symbioses. Nature Plants. 2018; 4: 460-72.

[117]

Mabry ME, Brose JM, Blischak PD et al. Phylogeny and multiple independent whole-genome duplication events in the Brassicales. Am J Bot. 2020; 107: 1148-64.

[118]

Ojeda-López J, Marczuk-Rojas JP, Polushkina OA et al. Evolutionary analysis of the Moringa oleifera genome reveals a recent burst of plastid to nucleus gene duplications. Sci Rep. 2020; 10: 17646.

[119]

Shingate P, Ravi V, Prasad A et al. Chromosome-level assembly of the horseshoe crab genome provides insights into its genome evolution. Nat Commun. 2020; 11: 2322.

[120]

Yang Z, Nielsen R, Goldman N et al. Codon-substitution models for heterogeneous selection pressure at amino acid sites. Genetics. 2000; 155: 431-49.

[121]

Sanderson MJ . r8s: inferring absolute rates of molecular evolution and divergence times in the absence of a molecular clock. Bioinformatics. 2003; 19: 301-2.

[122]

Smith SA, O’Meara BC . treePL: divergence time estimation using penalized likelihood for large phylogenies. Bioinformatics. 2012; 28: 2689-90.

[123]

De Bie T, Cristianini N, Demuth JP et al. CAFE: a computational tool for the study of gene family evolution. Bioinformatics. 2006; 22: 1269-71.

[124]

Gold DA, Katsuki T, Li Y et al. The genome of the jellyfish Aurelia and the evolution of animal complexity. Nat Ecol Evol. 2019; 3: 96-104.

[125]

Rambaut A. FigTree v1.4.4. 2006-2018.

[126]

Zimmermann CE, Likens ST, Haunold A et al. Registration of comet hop 1 (reg. No. 3). Crop Sci. 1975; 15: 98-8.

[127]

Henning JA, Gent DH, Twomey MC et al. Precision QTL mapping of downy mildew resistance in hop (Humulus lupulus L.). Euphytica. 2015; 202: 487-98.

[128]

Padgitt-Cobb LK, Kingan SB, Henning JA . Genomic analysis of powdery mildew resistance in a hop (Humulus lupulus L.) bi-parental population segregating for ‘R6-locus’. Euphytica. 2019; 216: 10.

[129]

van Ooijen JW . Multipoint maximum likelihood mapping in a full-sib family of an outbreeding species. Genet Res. 2011; 93: 343-9.

PDF (2304KB)

59

Accesses

0

Citation

Detail

Sections
Recommended

/