Phased gap-free genome assembly of octoploid cultivated strawberry illustrates the genetic and epigenetic divergence among subgenomes

Yanhong Song , Yanling Peng , Lifeng Liu , Gang Li , Xia Zhao , Xu Wang , Shuo Cao , Aline Muyle , Yongfeng Zhou , Houcheng Zhou

Horticulture Research ›› 2024, Vol. 11 ›› Issue (1) : 252

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Horticulture Research ›› 2024, Vol. 11 ›› Issue (1) :252 DOI: 10.1093/hr/uhad252
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Phased gap-free genome assembly of octoploid cultivated strawberry illustrates the genetic and epigenetic divergence among subgenomes
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Abstract

The genetic and epigenetic mechanisms underlying the coexistence and coordination of the four diverged subgenomes (ABCD) in octoploid strawberries (Fragaria × ananassa) remains poorly understood. In this study, we have assembled a haplotype-phased gap-free octoploid genome for the strawberry, which allowed us to uncover the sequence, structure, and epigenetic divergences among the subgenomes. The diploid progenitors of the octoploid strawberry, apart from subgenome A (Fragaria vesca), have been a subject of public controversy. Phylogenomic analyses revealed a close relationship between diploid species Fragaria iinumae and subgenomes B, C, and D. Subgenome A, closely related to F. vesca, retains the highest number of genes, exhibits the lowest content of transposable elements (TEs), experiences the strongest purifying selection, shows the lowest DNA methylation levels, and displays the highest expression level compared to the other three subgenomes. Transcriptome and DNA methylome analyses revealed that subgenome A-biased genes were enriched in fruit development biological processes. In contrast, although subgenomes B, C, and D contain equivalent amounts of repetitive sequences, they exhibit diverged methylation levels, particularly for TEs located near genes. Taken together, our findings provide valuable insights into the evolutionary patterns of subgenome structure, divergence and epigenetic dynamics in octoploid strawberries, which could be utilized in strawberry genetics and breeding research.

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Yanhong Song, Yanling Peng, Lifeng Liu, Gang Li, Xia Zhao, Xu Wang, Shuo Cao, Aline Muyle, Yongfeng Zhou, Houcheng Zhou. Phased gap-free genome assembly of octoploid cultivated strawberry illustrates the genetic and epigenetic divergence among subgenomes. Horticulture Research, 2024, 11(1): 252 DOI:10.1093/hr/uhad252

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Acknowledgements

This study was supported by grants from the National Key Research and Development Program (2022YFD1600700, 2019YFD1000203), the Major Science and Technology Projects of Henan Province (221100110400), the Special Fund for Henan Agri-culture Research System (HARS-22-09-G2), and the Agricultural Science and Technology Innovation Program (CAAS-ASTIP-2021-ZFRI).

Author contributions

H.Z and Y.Z. supervised and managed the project. Y.S. per-formed the bioinformatic analysis and organized and wrote the manuscript. Y.P. performed the methylation analysis and advised on data interpretation. L.L., G.L., and X.Z. performed tissue culture of strawberry in the germplasm nursery. X.W., S.C., and A.M. participated in the data analysis. All authors approved the submitted version.

Data availability

All PacBio sequence data and genome assembly have been deposited to the NCBI short reads achieved under the project number: PRJNA966915 and PRJNA970713.

Conflict of interest statement

The authors declare no conflicts of interest.

Supplementary data

Supplementary data is available at Horticulture Research online.

References

[1]

Darrow GMM. The Strawberry: History, Breeding, and Physiology. New York: Hort, Rinehart and Winston; 1966

[2]

Hancock JF ed. Strawberries. Wallingford, Cambridge, New York: CAB International; 1999:

[3]

Strawberry. Chicago: The editors of Encyclopaedia Britannica; 2022:

[4]

Takeuchi T, Kawata FH, T, Matsumura M. Pedigree and char-acteristics of a newstrawberry cultivar Beni hoppe’. Bulletin of Shizuoka Agricultural Experiment Station. 1999;44:13-24

[5]

Chang LL, Dong J, Zhong CF. et al. Pedigree analysis of straw-berry cultivars released in China. J Fruit Sci. 2018;35:158-67

[6]

Feng J, Zhang M, Yang KN. et al. Salicylic acid-primed defence response in octoploid strawberry ’Benihoppe’ leaves induces resistance against Podosphaera aphanis through enhanced accumulation of proanthocyanidins and upregulation of pathogenesis-related genes. BMC Plant Biol. 2020;20:149

[7]

Gong YJ, Chen JC, Zhu L. et al. Preference and performance of the two-spotted spider mite Tetranychus urticae (Acari: Tetrany-chidae) on strawberry cultivars. Exp Appl Acarolog. 2018;76: 185-96

[8]

Hu S, Zhang Y, Yu H. et al. Colletotrichum Spp. diversity between leaf anthracnose and crown rot from the same straw-berry plant. Front Microbiol. 2022;13:860694

[9]

Ikegaya A, Ohba S, Nakajima T. et al. Practical long-term storage of strawberries in refrigerated containers at ice temperature. Food Sci Nutrition. 2020;8:5138-48

[10]

Liang J, Zheng J, Wu Z. et al. Strawberry FaNAC2 enhances tolerance to abiotic stress by regulating Proline metabolism. Plants (Basel, Switzerland). 2020;9:1417

[11]

Wang F, Zhang F, Chen M. et al. Comparative transcriptomics reveals differential gene expression related to Colletotrichum gloeosporioides resistance in the Octoploid strawberry. Front Plant Sci. 2017;8:779

[12]

Xu C, Wang MT, Yang ZQ. et al. Effects of high temperature on photosynthetic physiological characteristics of strawberry seedlings in greenhouse and construction of stress level. J Appl Ecology. 2021;32:231-40

[13]

Zheng T, Lv J, Sadeghnezhad E. et al. Transcriptomic and metabolomic profiling of strawberry during postharvest cool-ing and heat storage. Front Plant Sci. 2022;13:1009747

[14]

Jiang L, Yue M, Liu Y. et al. Alterations of Phenylpropanoid biosynthesis lead to the natural formation of pinkish-skinned and white-fleshed strawberry (Fragaria x ananassa). Int J Mol Sci. 2022;23:7375

[15]

Liu Y, Ye Y, Wang Y. et al. B-box transcription factor FaBBX22 promotes light-induced anthocyanin accumulation in straw-berry (Fragaria x ananassa). Int J Mol Sci. 2022;23:7757

[16]

Zhao J, Liu J, Wang F. et al. Volatile constituents and ellagic acid formation in strawberry fruits of selected cultivars. Food Res Int (Ottawa, Ont). 2020;138:109767

[17]

Liu L, Ji ML, Chen M. et al. The flavor and nutritional charac-teristic of four strawberry varieties cultured in soilless system. Food Sci Nutr. 2016;4:858-68

[18]

Wei L, Mao W, Jia M. et al. FaMYB44.2, a transcriptional repres-sor, negatively regulates sucrose accumulation in strawberry receptacles through interplay with FaMYB10. J Exp Bot. 2018;69: 4805-20

[19]

Zhang J, Pang H, Ma M. et al. An apple fruit fermentation (AFF) treatment improves the composition of the Rhizosphere micro-bial community and growth of strawberry (Fragaria x ananassa Duch ’Benihoppe’) seedlings. PLoS One. 2016;11:e0164776

[20]

Zhao F, Song P, Zhang X. et al. Identification of candidate genes influencing anthocyanin biosynthesis during the development and ripening of red and white strawberry fruits via comparative transcriptome analysis. PeerJ. 2021;9:e10739

[21]

Gu X, Gao Z, Yan Y. et al. RdreB1BI enhances drought tolerance by activating AQP-related genes in transgenic strawberry. Plant Physiol Biochem. 2017;119:33-42

[22]

Wang F, Gao Z, Qiao Y. et al. RdreB1BI gene expression driven by the stress-induced promoter rd29A enhances resistance to cold stress in Benihope strawberry. Acta Hort (ISHS). 2014;1049: 975-88

[23]

Chen ZJ. Genetic and epigenetic mechanisms for gene expres-sion and phenotypic variation in plant polyploids. Annu Rev Plant Biol. 2007;58:377-406

[24]

Wendel JF, Jackson SA, Meyers BC. et al. Evolution of plant genome architecture. Genome Biol. 2016;17:37

[25]

Bird KA, VanBuren R, Puzey JR. et al. The causes and con-sequences of subgenome dominance in hybrids and recent polyploids. New Phytol. 2018;220:87-93

[26]

Eckardt NA. Genome dominance and interaction at the gene expression level in Allohexaploid wheat. Plant Cell. 2014;26: 1834-4

[27]

Parkin IAP, Koh C, Tang H. et al. Transcriptome and methylome profiling reveals relics of genome dominance in the mesopoly-ploid Brassica oleracea. Genome Biol. 2014;15:R77

[28]

Schnable JC, Springer NM, Freeling M. Differentiation of the maize subgenomes by genome dominance and both ancient and ongoing gene loss. Proc Natl Acad Sci. 2011;108: 4069-74

[29]

Bertioli DJ, Jenkins J, Clevenger J. et al. The genome sequence of segmental allotetraploid peanut Arachis hypogaea. Nat Genet. 2019;51:877-84

[30]

Cheng F, Sun R, Hou X. et al. Subgenome parallel selection is associated with morphotype diversification and convergent crop domestication in Brassica rapa and Brassica oleracea. Nat Genet. 2016;48:1218-24

[31]

Pont C, Murat F, Guizard S. et al. Wheat syntenome unveils new evidences of contrasted evolutionary plasticity between paleo- and neoduplicated subgenomes. Plant J. 2013;76: 1030-44

[32]

Song Q, Zhang T, Stelly DM. et al. Epigenomic and functional analyses reveal roles of epialleles in the loss of photope-riod sensitivity during domestication of allotetraploid cottons. Genome Biol. 2017;18:99

[33]

Li JT, Wang Q, Huang Yang MD. et al. Parallel subgenome structure and divergent expression evolution of Allo-tetraploid common carp and goldfish. Nat Genet. 2021;53:1493-503

[34]

Gao F, Niu Y, Sun YE. et al. De novo DNA methylation dur-ing monkey pre-implantation embryogenesis. Cell Res. 2017;27: 526-39

[35]

Gershman A, Sauria MEG, Guitart X. et al. Epigenetic patterns in a complete human genome. Science. 2022;376:eabj5089

[36]

YuanW, XiaY, BellCG. et al. An integrated epigenomic analysis for type 2 diabetes susceptibility loci in monozygotic twins. Nat Commun. 2014;5:5719

[37]

Law JA, Jacobsen SE. Establishing, maintaining and modifying DNA methylation patterns in plants and animals. Nat Rev Genet. 2010;11:204-20

[38]

Zhu JK. Active DNA demethylation mediated by DNA glycosy-lases. Annu Rev Genet. 2009;43:143-66

[39]

Zhong Z, Feng S, Mansfeld BN. et al. Haplotype-resolved DNA methylome of African cassava genome. Plant Biotechnol J. 2023;21:247-9

[40]

Sork VL, Cokus SJ, Fitz-Gibbon ST. et al. High-quality genome and methylomes illustrate features underlying evolutionary success of oaks. Nat Commun. 2022;13:2047

[41]

Cao Q, Feng Y, Dai X. et al. Dynamic changes of DNA methyla-tion during wild strawberry (Fragaria nilgerrensis)tissueculture. Front Plant Sci. 2021;12:765383

[42]

De Kort H, Panis B, Deforce D. et al. Ecological divergence of wild strawberry DNA methylation patterns at distinct spatial scales. Mol Ecol. 2020;29:4871-81

[43]

LiuD MuQ,LiX. et al. The callus formation capacity of strawberry leaf explant is modulated by DNA methylation. Hort Res. 2022;9:uhab073

[44]

López ME, Roquis D, Becker C. et al. DNA methylation dynamics during stress response in woodland strawberry (Fragaria vesca). Hort Res. 2022;9:uhac174

[45]

Sammarco I, Münzbergová Z, Latzel V. DNA methylation can mediate local adaptation and response to climate change in the clonal plant Fragaria vesca: evidence from a European-scale reciprocal transplant experiment. Front Plant Sci. 2022;13: 827166

[46]

Cheng J, Niu Q, Zhang B. et al. Downregulation of RdDM during strawberry fruit ripening. Genome Biol. 2018;19: 212

[47]

Zhang L, Wang Y, Zhang X. et al. Dynamics of phytohormone and DNA methylation patterns changes during dormancy induction in strawberry (Fragaria x ananassa Duch.). Plant Cell Rep. 2012;31:155-65

[48]

Cheng H, Concepcion GT, Feng X. et al. Haplotype-resolved de novo assembly using phased assembly graphs with hifiasm. Nat Methods. 2021;18:170-5

[49]

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

[50]

Edger PP, Poorten TJ, VanBuren R. et al. Origin and evolu-tion of the octoploid strawberry genome. Nat Genet. 2019;51: 541-7

[51]

Deng Y, Liu S, Zhang Y. et al. A telomere-to-telomere gap-free reference genome of watermelon and its mutation library provide important resources for gene discovery and breeding. Mol Plant. 2022;15:1268-84

[52]

Hofstatter PG, Thangavel G, Lux T. et al. Repeat-based holo-centromeres influence genome architecture and karyotype evolution. Cell. 2022;185:3153-3168.e18

[53]

Lin Y, Ye C, Li X. et al. quarTeT: a telomere-to-telomere toolkit for gap-free genome assembly and centromeric repeat identi-fication. Hort Res. 2023;10:uhad127

[54]

Mao J, Wang Y, Wang B. et al. High-quality haplotype-resolved genome assembly of cultivated octoploid strawberry. Hort Res. 2023;10:uhad002

[55]

Kou Y, Liao Y, Toivainen T. et al. Evolutionary genomics of structural variation in Asian rice (Oryza sativa) domestication. Mol Biol Evol. 2020;37:3507-24

[56]

Zhou Y, Minio A, Massonnet M. et al. The population genetics of structural variants in grapevine domestication. Nature Plants. 2019;5:965-79

[57]

Alger EI, Edger PP. One subgenome to rule them all: underlying mechanisms of subgenome dominance. Curr Opin Plant Biol. 2020;54:108-13

[58]

Cheng F, Sun C, Wu J. et al. Epigenetic regulation of subgenome dominance following whole genome triplication in Brassica rapa. New Phytol. 2016;211:288-99

[59]

Zhou Y, Xiong J, Shu Z. et al. The telomere-to-telomere genome of Fragaria vesca reveals the genomic evolution of Fragaria and the origin of cultivated octoploid strawberry. Hort Res. 2023;10:uhad027

[60]

Jia KH, Wang ZX, Wang L. et al. SubPhaser: a robust allopoly-ploid subgenome phasing method based on subgenome-specific k-mers. New Phytol. 2022;235:801-9

[61]

Song Y, Li C, Liu L. et al. The population genomic analyses of chloroplast genomes shed new insights on the complicated ploidy and evolutionary history in Fragaria. Front Plant Sci. 2023;13:1065218

[62]

Liston A, Wei N, Tennessen JA. et al. Revisiting the origin of octoploid strawberry. Nat Genet. 2020;52:2-4

[63]

Lang Z, Wang Y, Tang K. et al. Critical roles of DNA demethyla-tion in the activation of ripening-induced genes and inhibition of ripening-repressed genes in tomato fruit. Proc Natl Acad Sci. 2017;114:E4511-9

[64]

Zhong CX, Marshall JB, Topp C. et al. Centromeric retroelements and satellites interact with maize kinetochore protein CENH3. Plant Cell. 2002;14:2825-36

[65]

Kazazian HH Jr. Mobile elements: drivers of genome evolution. Science. 2004;303:1626-32

[66]

Santini S, Cavallini A, Natali L. et al. Ty1/copia- and Ty3/gypsy-like DNA sequences in Helianthus species. Chromosoma. 2002;111:192-200

[67]

Niederhuth CE, Bewick AJ, Ji L. et al. Widespread natural vari-ation of DNA methylation within angiosperms. Genome Biol. 2016;17:194

[68]

Le TN, Miyazaki Y, Takuno S. et al. Epigenetic regulation of intragenic transposable elements impacts gene transcription in Arabidopsis thaliana. Nucleic Acids Res. 2015;43:3911-21

[69]

Robinson MD, McCarthy DJ, Smyth GK. edgeR: a bioconductor package for differential expression analysis of digital gene expression data. Bioinformatics. 2010;26:139-40

[70]

Muyle A, Ross-Ibarra J, Seymour DK. et al. Gene body methy-lation is under selection in Arabidopsis thaliana. Genetics. 2021;218:iyab061

[71]

Zhang J, Jiang H, Li Y. et al. Transcriptomic and physiolog-ical analysis reveals the possible mechanism of ultrasound inhibiting strawberry (Fragaria x ananassa Duch.) postharvest softening. Front Nutrit. 2022;9:1066043

[72]

Zhang Y, Guo C, Deng M. et al. Genome-wide analysis of the ERF family and identification of potential genes involved in fruit ripening in Octoploid strawberry. Int J Mol Sci. 2022;23:10550

[73]

Lee HE, Manivannan A, Lee SY. et al. Chromosome level assem-bly of homozygous inbred line ’Wongyo 3115' facilitates the construction of a high-density linkage map and identification of QTLs associated with fruit firmness in Octoploid strawberry (Fragaria x ananassa). Front Plant Sci. 2021;12:696229

[74]

Chen H, Zeng Y, Yang Y. et al. Allele-aware chromosome-level genome assembly and efficient transgene-free genome editing for the autotetraploid cultivated alfalfa. Nat Commun. 2020;11:2494

[75]

Hu G, Feng J, Xiang X. et al. Two divergent haplotypes from a highly heterozygous lychee genome suggest independent domestication events for early and late-maturing cultivars. Nat Genet. 2022;54:73-83

[76]

Sun X, Jiao C, Schwaninger H. et al. Phased diploid genome assemblies and pan-genomes provide insights into the genetic history of apple domestication. Nat Genet. 2020;52:1423-32

[77]

Wenger AM, Peluso P, Rowell WJ. et al. Accurate circular con-sensus long-read sequencing improves variant detection and assembly of a human genome. Nat Biotechnol. 2019;37:1155-62

[78]

Zhang J, Zhang X, Tang H. et al. Allele-defined genome of the autopolyploid sugarcane Saccharum spontaneum L. Nat Genet. 2018;50:1565-73

[79]

Hoyt SJ, Storer JM, Hartley GA. et al. From telomere to telom-ere: the transcriptional and epigenetic state of human repeat elements. Science. 2022;376:eabk3112

[80]

Nurk S, Koren S, Rhie A. et al. The complete sequence of a human genome. Science. 2022;376:44-53

[81]

Xue L, Gao Y, Wu M. et al. Telomere-to-telomere assembly of a fish Y chromosome reveals the origin of a young sex chromosome pair. Genome Biol. 2021;22:203

[82]

Zhang Y, Fu J, Wang K. et al. The telomere-to-telomere gap-free genome of four rice parents reveals SV and PAV patterns in hybrid rice breeding. Plant Biotechnol J. 2022;20:1642-4

[83]

Hardigan MA, Feldmann MJ, Pincot DDA. et al. Blueprint for phasing and assembling the genomes of heterozygous poly-ploids: application to the Octoploid genome of strawberry. 2021; bioRxiv, 2021.2011.2003.467115

[84]

Tennessen JA, Govindarajulu R, Ashman TL. et al. Evolutionary origins and dynamics of octoploid strawberry subgenomes revealed by dense targeted capture linkage maps. Genome Biol Evol. 2014;6:3295-313

[85]

Yang Y, Davis TM. A new perspective on polyploid Fra-garia (strawberry) genome composition based on large-scale, multi-locus phylogenetic analysis. Genome Biol Evol. 2017;9: 3433-48

[86]

Feng C, Wang J, Harris AJ. et al. Tracing the diploid ancestry of the cultivated Octoploid strawberry. Mol Biol Evol. 2021;38: 478-85

[87]

Schnable PS, Ware D, Fulton RS. et al. The B73 maize genome: complexity, diversity, and dynamics. Science. 2009;326:1112-5

[88]

Arabidopsis T genome, I. Analysis of the genome sequence of the flowering plant Arabidopsis thaliana. Nature. 2000;408: 796-815

[89]

Wang K, Huang G, Zhu Y. Transposable elements play an important role during cotton genome evolution and fiber cell development. Sci China Life Sci. 2016;59:112-21

[90]

Cokus SJ, Feng S, Zhang X. et al. Shotgun bisulphite sequencing of the Arabidopsis genome reveals DNA methylation pattern-ing. Nature. 2008;452:215-9

[91]

Lister R, O’Malley RC, Tonti-Filippini J. et al. Highly integrated single-base resolution maps of the epigenome in Arabidopsis. Cell. 2008;133:523-36

[92]

Lister R, Pelizzola M, Dowen RH. et al. Human DNA methylomes at base resolution show widespread epigenomic differences. Nature. 2009;462:315-22

[93]

Zhang X, Yazaki J, Sundaresan A. et al. Genome-wide high-resolution mapping and functional analysis of DNA methyla-tion in arabidopsis. Cell. 2006;126:1189-201

[94]

Zilberman D, Gehring M, Tran RK. et al. Genome-wide analysis of Arabidopsis thaliana DNA methylation uncovers an inter-dependence between methylation and transcription. Nat Genet. 2007;39:61-9

[95]

Schnable JC, Freeling M. Genes identified by visible mutant phenotypes show increased bias toward one of two subgenomes of maize. PLoS One. 2011;6:e17855

[96]

Chen ZJ, Sreedasyam A, Ando A. et al. Genomic diversifications of five Gossypium allopolyploid species and their impact on cotton improvement. Nat Genet. 2020;52:525-33

[97]

Porebski S, Bailey LG, Baum BR. Modification of a CTAB DNA extraction protocol for plants containing high polysaccha-ride and polyphenol components. Plant Mol Biol Report. 1997; 15:8-15

[98]

Chen S, Zhou Y, Chen Y. et al. Fastp: an ultra-fast all-in-one FASTQ preprocessor. Bioinformatics (Oxford, England). 2018;34: i884-90

[99]

Shi X, Cao S, Wang X. et al. The complete reference genome for grapevine (Vitis vinifera L.) genetics and breeding. Horte Res. 2023;10:uhad061

[100]

Simão FA, Waterhouse RM, Ioannidis P. et al. BUSCO: assessing genome assembly and annotation completeness with single-copy orthologs. Bioinformatics (Oxford, England). 2015;31:3210-2

[101]

Edger PP, VanBuren R, Colle M. et al. Single-molecule sequenc-ing and optical mapping yields an improved genome of woodland strawberry (Fragaria vesca) with chromosome-scale contiguity. Gigascience. 2018;7:1-7

[102]

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

[103]

Benson G. Tandem repeats finder: a program to analyze DNA sequences. Nucleic Acids Res. 1999;27:573-80

[104]

Thorvaldsdóttir H, Robinson JT, Mesirov JP. Integrative genomics viewer (IGV): high-performance genomics data visualization and exploration. Brief Bioinform. 2013;14:178-92

[105]

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

[106]

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

[107]

Capella-Gutiérrez S, Silla-Martínez JM, Gabaldón T. trimAl: a tool for automated alignment trimming in large-scale phy-logenetic analyses. Bioinformatics (Oxford, England). 2009;25: 1972-3

[108]

Nguyen L-T, Schmidt HA, von Haeseler A. et al. IQ-TREE: a fast and effective stochastic algorithm for estimating maximum-likelihood phylogenies. Mol Biol Evol. 2015;32:268-74

[109]

Marçais G, Delcher AL, Phillippy AM. et al. MUMmer4: a fast and versatile genome alignment system. PLoS Comput Biol. 2018;14:e1005944

[110]

Goel M, Schneeberger K. Plotsr: visualizing structural similar-ities and rearrangements between multiple genomes. Bioinfor-matics (Oxford, England). 2022;38:2922-6

[111]

Bolger AM, Lohse M, Usadel B. Trimmomatic: a flexible trim-mer for Illumina sequence data. Bioinformatics (Oxford, England). 2014;30:2114-20

[112]

Kim D, Langmead B, Salzberg SL. HISAT: a fast spliced aligner with low memory requirements. Nat Methods. 2015;12: 357-60

[113]

Liao Y, Smyth GK, Shi W. featureCounts: an efficient general purpose program for assigning sequence reads to genomic features. Bioinformatics (Oxford, England). 2014;30:923-30

[114]

Cantalapiedra CP, Hernández-Plaza A, Letunic I. et al. eggNOG-mapper v2: functional annotation, orthology assignments, and domain prediction at the metagenomic scale. Mol Biol Evol. 2021;38:5825-9

[115]

Yu G, Wang L-G, Han Y. et al. clusterProfiler: an R package for comparing biological themes among gene clusters. OMICS: J Int Biol. 2012;16:284-7

[116]

Krueger F, Andrews SR. Bismark: a flexible aligner and methylation caller for bisulfite-Seq applications. Bioinformatics (Oxford, England). 2011;27:1571-2

[117]

Ramírez F, Ryan DP, Grüning B. et al. deepTools2: a next gen-eration web server for deep-sequencing data analysis. Nucleic Acids Res. 2016;44:W160-5

[118]

Bewick AJ, Ji L, Niederhuth CE. et al. On the origin and evolu-tionary consequences of gene body DNA methylation. Proc Natl Acad Sci. 2016;113:9111-6

[119]

Takuno S, Gaut BS. Body-methylated genes in Arabidopsis thaliana are functionally important and evolve slowly. Mol Biol Evol. 2012;29:219-27

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