Skip to main content

Advertisement

Log in

Genome-wide patterns of genetic variation among silkworms

  • Original Paper
  • Published:
Molecular Genetics and Genomics Aims and scope Submit manuscript

Abstract

Although the draft genome sequence of silkworm is available for a decade, its genetic variations, especially structural variations, are far from well explored. In this study, we identified 1,298,659 SNPs and 9,731 indels, of which 32 % of SNPs and 92.2 % of indels were novel compared to previous silkworm re-sequencing analysis. In addition, we applied a read depth-based approach to investigate copy number variations among 21 silkworm strains at genome-wide level. This effort resulted in 562 duplicated and 41 deleted CNV regions, and among them 442 CNV were newly identified. Functional annotation of genes affected by these genetic variations reveal that these genes include a wide spectrum of molecular functions, such as immunity and drug detoxification, which are important for the adaptive evolution of silkworms. We further validated the predicted CNV regions using q-PCR. 94.7 % (36/38) of the selected regions show divergent copy numbers compared to a single-copy gene OR2. In addition, potential presence/absence variations are also observed in our study: 11 genes are present in the reference genome, but absent in other strains. Overall, we draw an integrative map of silkworm genetic variation at genome-wide level. The identification of genetic variations in this study improves our understanding that these variants play important roles in shaping phenotypic variations between wild and domesticated silkworms.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

References

  • Alkan C, Kidd JM, Marques-Bonet T, Aksay G, Antonacci F, Hormozdiari F, Kitzman JO, Baker C, Malig M, Mutlu O, Sahinalp SC, Gibbs RA, Eichler EE (2009) Personalized copy number and segmental duplication maps using next-generation sequencing. Nat Genet 41:1061–1067

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Bailey JA, Gu Z, Clark RA, Reinert K, Samonte RV, Schwartz S, Adams MD, Myers EW, Li PW, Eichler EE (2002) Recent segmental duplications in the human genome. Science 297:1003–1007

    Article  CAS  PubMed  Google Scholar 

  • Benson G (1999) Tandem repeats finder: a program to analyze DNA sequences. Nucleic Acids Res 27:573–580

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Bickhart DM, Hou Y, Schroeder SG, Alkan C, Cardone MF, Matukumalli LK, Song J, Schnabel RD, Ventura M, Taylor JF, Garcia JF, Van Tassell CP, Sonstegard TS, Eichler EE, Liu GE (2012) Copy number variation of individual cattle genomes using next-generation sequencing. Genome Res 22:778–790

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Cingolani P, Platts A, le Wang L, Coon M, Nguyen T, Wang L, Land SJ, Lu X, Ruden DM (2012) A program for annotating and predicting the effects of single nucleotide polymorphisms, SnpEff: SNPs in the genome of Drosophila melanogaster strain w1118; iso-2; iso-3. Fly Austin 6:80–92

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Clop A, Vidal O, Amills M (2012) Copy number variation in the genomes of domestic animals. Anim Genet 43:503–517

    Article  CAS  PubMed  Google Scholar 

  • Conesa A, Gotz S, Garcia-Gomez JM, Terol J, Talon M, Robles M (2005) Blast2GO: a universal tool for annotation, visualization and analysis in functional genomics research. Bioinformatics 21:3674–3676

    Article  CAS  PubMed  Google Scholar 

  • Conrad DF, Pinto D, Redon R, Feuk L, Gokcumen O, Zhang Y, Aerts J, Andrews TD, Barnes C, Campbell P, Fitzgerald T, Hu M, Ihm CH, Kristiansson K, Macarthur DG, Macdonald JR, Onyiah I, Pang AW, Robson S, Stirrups K, Valsesia A, Walter K, Wei J, Wellcome Trust Case Control C, Tyler-Smith C, Carter NP, Lee C, Scherer SW, Hurles ME (2010) Origins and functional impact of copy number variation in the human genome. Nature 464:704–712

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Duan J, Zhang JG, Deng HW, Wang YP (2013) Comparative studies of copy number variation detection methods for next-generation sequencing technologies. PLoS One 8:e59128

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Eichler EE, Nickerson DA, Altshuler D, Bowcock AM, Brooks LD, Carter NP, Church DM, Felsenfeld A, Guyer M, Lee C, Lupski JR, Mullikin JC, Pritchard JK, Sebat J, Sherry ST, Smith D, Valle D, Waterston RH (2007) Completing the map of human genetic variation. Nature 447:161–165

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Gudbjartsson DF, Walters GB, Thorleifsson G, Stefansson H, Halldorsson BV, Zusmanovich P, Sulem P, Thorlacius S, Gylfason A, Steinberg S, Helgadottir A, Ingason A, Steinthorsdottir V, Olafsdottir EJ, Olafsdottir GH, Jonsson T, Borch-Johnsen K, Hansen T, Andersen G, Jorgensen T, Pedersen O, Aben KK, Witjes JA, Swinkels DW, den Heijer M, Franke B, Verbeek AL, Becker DM, Yanek LR, Becker LC, Tryggvadottir L, Rafnar T, Gulcher J, Kiemeney LA, Kong A, Thorsteinsdottir U, Stefansson K (2008) Many sequence variants affecting diversity of adult human height. Nat Genet 40:609–615

    Article  CAS  PubMed  Google Scholar 

  • Hach F, Hormozdiari F, Alkan C, Hormozdiari F, Birol I, Eichler EE, Sahinalp SC (2010) mrsFAST: a cache-oblivious algorithm for short-read mapping. Nat Methods 7:576–577

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Horton MW, Hancock AM, Huang YS, Toomajian C, Atwell S, Auton A, Muliyati NW, Platt A, Sperone FG, Vilhjalmsson BJ, Nordborg M, Borevitz JO, Bergelson J (2012) Genome-wide patterns of genetic variation in worldwide Arabidopsis thaliana accessions from the RegMap panel. Nat Genet 44:212–216

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Iafrate AJ, Feuk L, Rivera MN, Listewnik ML, Donahoe PK, Qi Y, Scherer SW, Lee C (2004) Detection of large-scale variation in the human genome. Nat Genet 36:949–951

    Article  CAS  PubMed  Google Scholar 

  • Jones P, Binns D, Chang HY, Fraser M, Li W, McAnulla C, McWilliam H, Maslen J, Mitchell A, Nuka G, Pesseat S, Quinn AF, Sangrador-Vegas A, Scheremetjew M, Yong SY, Lopez R, Hunter S (2014) InterProScan 5: genome-scale protein function classification. Bioinformatics 30:1236–1240

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Krieger J, Klink O, Mohl C, Raming K, Breer H (2003) A candidate olfactory receptor subtype highly conserved across different insect orders. J Comp Physiol A Neuroethol Sens Neural Behav Physiol 189:519–526

    Article  CAS  PubMed  Google Scholar 

  • Lacy RC (1997) Importance of genetic variation to the viability of mammalian populations. J Mammal 78:320

    Article  Google Scholar 

  • Lai J, Li R, Xu X, Jin W, Xu M, Zhao H, Xiang Z, Song W, Ying K, Zhang M, Jiao Y, Ni P, Zhang J, Li D, Guo X, Ye K, Jian M, Wang B, Zheng H, Liang H, Zhang X, Wang S, Chen S, Li J, Fu Y, Springer NM, Yang H, Wang J, Dai J, Schnable PS, Wang J (2010) Genome-wide patterns of genetic variation among elite maize inbred lines. Nat Genet 42:1027–1030

    Article  CAS  PubMed  Google Scholar 

  • Lettre G, Jackson AU, Gieger C, Schumacher FR, Berndt SI, Sanna S, Eyheramendy S, Voight BF, Butler JL, Guiducci C, Illig T, Hackett R, Heid IM, Jacobs KB, Lyssenko V, Uda M, Diabetes Genetics I, Fusion Kora, Prostate LC, Ovarian Cancer Screening T, Nurses’ Health S, SardiNia Boehnke M, Chanock SJ, Groop LC, Hu FB, Isomaa B, Kraft P, Peltonen L, Salomaa V, Schlessinger D, Hunter DJ, Hayes RB, Abecasis GR, Wichmann HE, Mohlke KL, Hirschhorn JN (2008) Identification of ten loci associated with height highlights new biological pathways in human growth. Nat Genet 40:584–591

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Li R, Li Y, Kristiansen K, Wang J (2008) SOAP: short oligonucleotide alignment program. Bioinformatics 24:713–714

    Article  CAS  PubMed  Google Scholar 

  • Li R, Li Y, Fang X, Yang H, Wang J, Kristiansen K, Wang J (2009) SNP detection for massively parallel whole-genome resequencing. Genome Res 19:1124–1132

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Li S, Li R, Li H, Lu J, Li Y, Bolund L, Schierup MH, Wang J (2013) SOAPindel: efficient identification of indels from short paired reads. Genome Res 23:195–200

    Article  PubMed Central  PubMed  Google Scholar 

  • Luo R, Liu B, Xie Y, Li Z, Huang W, Yuan J, He G, Chen Y, Pan Q, Liu Y, Tang J, Wu G, Zhang H, Shi Y, Liu Y, Yu C, Wang B, Lu Y, Han C, Cheung DW, Yiu SM, Peng S, Xiaoqian Z, Liu G, Liao X, Li Y, Yang H, Wang J, Lam TW, Wang J (2012) SOAPdenovo2: an empirically improved memory-efficient short-read de novo assembler. Gigascience 1:18

    Article  PubMed Central  PubMed  Google Scholar 

  • Mace ES, Tai S, Gilding EK, Li Y, Prentis PJ, Bian L, Campbell BC, Hu W, Innes DJ, Han X, Cruickshank A, Dai C, Frere C, Zhang H, Hunt CH, Wang X, Shatte T, Wang M, Su Z, Li J, Lin X, Godwin ID, Jordan DR, Wang J (2013) Whole-genome sequencing reveals untapped genetic potential in Africa’s indigenous cereal crop sorghum. Nat Commun 4:2320

    PubMed Central  PubMed  Google Scholar 

  • Marques-Bonet T, Girirajan S, Eichler EE (2009a) The origins and impact of primate segmental duplications. Trends Genet 25:443–454

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Marques-Bonet T, Kidd JM, Ventura M, Graves TA, Cheng Z, Hillier LW, Jiang Z, Baker C, Malfavon-Borja R, Fulton LA, Alkan C, Aksay G, Girirajan S, Siswara P, Chen L, Cardone MF, Navarro A, Mardis ER, Wilson RK, Eichler EE (2009b) A burst of segmental duplications in the genome of the African great ape ancestor. Nature 457:877–881

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Mills RE, Walter K, Stewart C, Handsaker RE, Chen K, Alkan C, Abyzov A, Yoon SC, Ye K, Cheetham RK, Chinwalla A, Conrad DF, Fu Y, Grubert F, Hajirasouliha I, Hormozdiari F, Iakoucheva LM, Iqbal Z, Kang S, Kidd JM, Konkel MK, Korn J, Khurana E, Kural D, Lam HY, Leng J, Li R, Li Y, Lin CY, Luo R, Mu XJ, Nemesh J, Peckham HE, Rausch T, Scally A, Shi X, Stromberg MP, Stutz AM, Urban AE, Walker JA, Wu J, Zhang Y, Zhang ZD, Batzer MA, Ding L, Marth GT, McVean G, Sebat J, Snyder M, Wang J, Ye K, Eichler EE, Gerstein MB, Hurles ME, Lee C, McCarroll SA, Korbel JO, Genomes P (2011) Mapping copy number variation by population-scale genome sequencing. Nature 470:59–65

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Morgulis A, Gertz EM, Schaffer AA, Agarwala R (2006) WindowMasker: window-based masker for sequenced genomes. Bioinformatics 22:134–141

    Article  CAS  PubMed  Google Scholar 

  • Morgulis A, Coulouris G, Raytselis Y, Madden TL, Agarwala R, Schaffer AA (2008) Database indexing for production MegaBLAST searches. Bioinformatics 24:1757–1764

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Nakagawa T, Sakurai T, Nishioka T, Touhara K (2005) Insect sex-pheromone signals mediated by specific combinations of olfactory receptors. Science 307:1638–1642

    Article  CAS  PubMed  Google Scholar 

  • Nijkamp JF, van den Broek MA, Geertman JM, Reinders MJ, Daran JM, de Ridder D (2012) De novo detection of copy number variation by co-assembly. Bioinformatics 28:3195–3202

    Article  CAS  PubMed  Google Scholar 

  • Rubin CJ, Zody MC, Eriksson J, Meadows JR, Sherwood E, Webster MT, Jiang L, Ingman M, Sharpe T, Ka S, Hallbook F, Besnier F, Carlborg O, Bed’hom B, Tixier-Boichard M, Jensen P, Siegel P, Lindblad-Toh K, Andersson L (2010) Whole-genome resequencing reveals loci under selection during chicken domestication. Nature 464:587–591

    Article  CAS  PubMed  Google Scholar 

  • Sakudoh T, Nakashima T, Kuroki Y, Fujiyama A, Kohara Y, Honda N, Fujimoto H, Shimada T, Nakagaki M, Banno Y, Tsuchida K (2011) Diversity in copy number and structure of a silkworm morphogenetic gene as a result of domestication. Genetics 187:965–976

    Article  PubMed Central  PubMed  Google Scholar 

  • Sebat J, Lakshmi B, Malhotra D, Troge J, Lese-Martin C, Walsh T, Yamrom B, Yoon S, Krasnitz A, Kendall J, Leotta A, Pai D, Zhang R, Lee YH, Hicks J, Spence SJ, Lee AT, Puura K, Lehtimaki T, Ledbetter D, Gregersen PK, Bregman J, Sutcliffe JS, Jobanputra V, Chung W, Warburton D, King MC, Skuse D, Geschwind DH, Gilliam TC, Ye K, Wigler M (2007) Strong association of de novo copy number mutations with autism. Science 316:445–449

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Simpson JT, Wong K, Jackman SD, Schein JE, Jones SJ, Birol I (2009) ABySS: a parallel assembler for short read sequence data. Genome Res 19:1117–1123

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Smit AFA, Hubley R, Green P (1996) RepeatMasker Open-3.0. http://www.repeatmasker.org. Accessed 15 Jan 2014

  • Springer NM, Ying K, Fu Y, Ji T, Yeh CT, Jia Y, Wu W, Richmond T, Kitzman J, Rosenbaum H, Iniguez AL, Barbazuk WB, Jeddeloh JA, Nettleton D, Schnable PS (2009) Maize inbreds exhibit high levels of copy number variation (CNV) and presence/absence variation (PAV) in genome content. PLoS Genet 5:e1000734

    Article  PubMed Central  PubMed  Google Scholar 

  • Stanke M, Morgenstern B (2005) AUGUSTUS: a web server for gene prediction in eukaryotes that allows user-defined constraints. Nucleic Acids Res 33:W465–W467

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Sudmant PH, Kitzman JO, Antonacci F, Alkan C, Malig M, Tsalenko A, Sampas N, Bruhn L, Shendure J, Genomes P, Eichler EE (2010) Diversity of human copy number variation and multicopy genes. Science 330:641–646

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Sun W, Shen YH, Yang WJ, Cao YF, Xiang ZH, Zhang Z (2012) Expansion of the silkworm GMC oxidoreductase genes is associated with immunity. Insect Biochem Mol Biol 42:935–945

    Article  CAS  PubMed  Google Scholar 

  • Turner DJ, Miretti M, Rajan D, Fiegler H, Carter NP, Blayney ML, Beck S, Hurles ME (2008) Germline rates of de novo meiotic deletions and duplications causing several genomic disorders. Nat Genet 40:90–95

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wang J, Wang W, Li R, Li Y, Tian G, Goodman L, Fan W, Zhang J, Li J, Zhang J, Guo Y, Feng B, Li H, Lu Y, Fang X, Liang H, Du Z, Li D, Zhao Y, Hu Y, Yang Z, Zheng H, Hellmann I, Inouye M, Pool J, Yi X, Zhao J, Duan J, Zhou Y, Qin J, Ma L, Li G, Yang Z, Zhang G, Yang B, Yu C, Liang F, Li W, Li S, Li D, Ni P, Ruan J, Li Q, Zhu H, Liu D, Lu Z, Li N, Guo G, Zhang J, Ye J, Fang L, Hao Q, Chen Q, Liang Y, Su Y, San A, Ping C, Yang S, Chen F, Li L, Zhou K, Zheng H, Ren Y, Yang L, Gao Y, Yang G, Li Z, Feng X, Kristiansen K, Wong GK, Nielsen R, Durbin R, Bolund L, Zhang X, Li S, Yang H, Wang J (2008) The diploid genome sequence of an Asian individual. Nature 456:60–65

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Weedon MN, Lango H, Lindgren CM, Wallace C, Evans DM, Mangino M, Freathy RM, Perry JR, Stevens S, Hall AS, Samani NJ, Shields B, Prokopenko I, Farrall M, Dominiczak A, Diabetes Genetics I, Wellcome Trust Case Control C, Johnson T, Bergmann S, Beckmann JS, Vollenweider P, Waterworth DM, Mooser V, Palmer CN, Morris AD, Ouwehand WH, Cambridge GEMC, Zhao JH, Li S, Loos RJ, Barroso I, Deloukas P, Sandhu MS, Wheeler E, Soranzo N, Inouye M, Wareham NJ, Caulfield M, Munroe PB, Hattersley AT, McCarthy MI, Frayling TM (2008) Genome-wide association analysis identifies 20 loci that influence adult height. Nat Genet 40:575–583

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Wright D, Boije H, Meadows JR, Bed’hom B, Gourichon D, Vieaud A, Tixier-Boichard M, Rubin CJ, Imsland F, Hallbook F, Andersson L (2009) Copy number variation in intron 1 of SOX5 causes the Pea-comb phenotype in chickens. PLoS Genet 5:e1000512

    Article  PubMed Central  PubMed  Google Scholar 

  • Wu TD, Watanabe CK (2005) GMAP: a genomic mapping and alignment program for mRNA and EST sequences. Bioinformatics 21:1859–1875

    Article  CAS  PubMed  Google Scholar 

  • Xia Q, Zhou Z, Lu C, Cheng D, Dai F, Li B, Zhao P, Zha X, Cheng T, Chai C, Pan G, Xu J, Liu C, Lin Y, Qian J, Hou Y, Wu Z, Li G, Pan M, Li C, Shen Y, Lan X, Yuan L, Li T, Xu H, Yang G, Wan Y, Zhu Y, Yu M, Shen W, Wu D, Xiang Z, Yu J, Wang J, Li R, Shi J, Li H, Li G, Su J, Wang X, Li G, Zhang Z, Wu Q, Li J, Zhang Q, Wei N, Xu J, Sun H, Dong L, Liu D, Zhao S, Zhao X, Meng Q, Lan F, Huang X, Li Y, Fang L, Li C, Li D, Sun Y, Zhang Z, Yang Z, Huang Y, Xi Y, Qi Q, He D, Huang H, Zhang X, Wang Z, Li W, Cao Y, Yu Y, Yu H, Li J, Ye J, Chen H, Zhou Y, Liu B, Wang J, Ye J, Ji H, Li S, Ni P, Zhang J, Zhang Y, Zheng H, Mao B, Wang W, Ye C, Li S, Wang J, Wong GK, Yang H, Biology Analysis G (2004) A draft sequence for the genome of the domesticated silkworm (Bombyx mori). Science 306:1937–1940

    Article  PubMed  Google Scholar 

  • Xia Q, Guo Y, Zhang Z, Li D, Xuan Z, Li Z, Dai F, Li Y, Cheng D, Li R, Cheng T, Jiang T, Becquet C, Xu X, Liu C, Zha X, Fan W, Lin Y, Shen Y, Jiang L, Jensen J, Hellmann I, Tang S, Zhao P, Xu H, Yu C, Zhang G, Li J, Cao J, Liu S, He N, Zhou Y, Liu H, Zhao J, Ye C, Du Z, Pan G, Zhao A, Shao H, Zeng W, Wu P, Li C, Pan M, Li J, Yin X, Li D, Wang J, Zheng H, Wang W, Zhang X, Li S, Yang H, Lu C, Nielsen R, Zhou Z, Wang J, Xiang Z, Wang J (2009) Complete resequencing of 40 genomes reveals domestication events and genes in silkworm (Bombyx). Science 326:433–436

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Xia Q, Li S, Feng Q (2014) Advances in silkworm studies accelerated by the genome sequencing of Bombyx mori. Annu Rev Entomol 59:513–536

    Article  CAS  PubMed  Google Scholar 

  • Xu X, Liu X, Ge S, Jensen JD, Hu F, Li X, Dong Y, Gutenkunst RN, Fang L, Huang L, Li J, He W, Zhang G, Zheng X, Zhang F, Li Y, Yu C, Kristiansen K, Zhang X, Wang J, Wright M, McCouch S, Nielsen R, Wang J, Wang W (2012) Resequencing 50 accessions of cultivated and wild rice yields markers for identifying agronomically important genes. Nat Biotechnol 30:105–111

    Article  CAS  Google Scholar 

  • Ye J, Fang L, Zheng H, Zhang Y, Chen J, Zhang Z, Wang J, Li S, Li R, Bolund L, Wang J (2006) WEGO: a web tool for plotting GO annotations. Nucleic Acids Res 34:W293–W297

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Zhang Y, Dong Z, Liu S, Yang Q, Zhao P, Xia Q (2012) Identification of novel members reveals the structural and functional divergence of lepidopteran-specific Lipoprotein_11 family. Funct Integr Genomics 12:705–715

    Article  CAS  PubMed  Google Scholar 

  • Zhao M, Wang Q, Wang Q, Jia P, Zhao Z (2013a) Computational tools for copy number variation (CNV) detection using next-generation sequencing data: features and perspectives. BMC Bioinform 14(Suppl 11):S1

    Article  Google Scholar 

  • Zhao Q, Zhu Z, Kasahara M, Morishita S, Zhang Z (2013b) Segmental duplications in the silkworm genome. BMC Genom 14:521

    Article  Google Scholar 

  • Zhao Q, Han MJ, Sun W, Zhang Z (2014) Copy number variations among silkworms. BMC Genom 15:251

    Article  Google Scholar 

  • Zheng LY, Guo XS, He B, Sun LJ, Peng Y, Dong SS, Liu TF, Jiang S, Ramachandran S, Liu CM, Jing HC (2011) Genome-wide patterns of genetic variation in sweet and grain sorghum (Sorghum bicolor). Genome Biol 12:R114

    Article  CAS  PubMed Central  PubMed  Google Scholar 

Download references

Acknowledgments

The research was supported by the National Basic Research Program of China (No. 2012CB114600) and Fundamental Research Funds for the Central Universities (No. XDJK2013C043).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Qingyou Xia.

Additional information

Communicated by S. Hohmann.

Electronic supplementary material

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhang, X., Nie, M., Zhao, Q. et al. Genome-wide patterns of genetic variation among silkworms. Mol Genet Genomics 290, 1575–1587 (2015). https://doi.org/10.1007/s00438-015-1017-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00438-015-1017-7

Keywords

Navigation