Plant Molecular Biology Reporter

, Volume 33, Issue 6, pp 1953–1966 | Cite as

Development of TRAP (Target Region Amplification Polymorphism) as New Tool for Molecular Genetic Analysis in Cassava

  • C. D. Carmo
  • D. B. Santos
  • L. B. Alves
  • G. A. F. Oliveira
  • E. J. Oliveira
Original Paper

Abstract

Cassava (Manihot esculenta Crantz) lacks molecular studies for use in breeding and germplasm bank maintenance. This work aimed to develop and validate TRAP (target region amplification polymorphism) markers for cassava and evaluate their potential for structuring the genetic diversity of this species. Preliminary analyses with 396 combinations found 64 % of combinations with a good amplification pattern and polymorphism. The 69 most polymorphic TRAP combinations were used to characterize 46 cassava genotypes, from which 606 alleles (range 3 to 18 with a mean of 8.8 alleles per combination) were identified. The polymorphic information content (PIC) ranged from 0.03 to 0.38 (average 0.23), while 31 combinations showed a PIC >0.25. The resolving power (Rp) parameter ranged from 0.10 to 6.30 (average 3.21). The primers that were related to starch and carotenoid biosynthesis, cyanogenic compounds, post-harvest physiological deterioration, root formation, and defense responses were the most polymorphic (>70 % of polymorphic fragments, PIC > 0.25, and Rp > 3.21). A total of 37 private alleles were identified in 20 accessions. Bayesian clustering as implemented in STRUCTURE revealed the presence of two major clusters (K = 2) and four subclusters (K = 4). The group differentiation based on the molecular variance analysis (AMOVA) showed that most of the genetic variation is within groups but with significant differences between groups. Therefore, TRAP primers have a high polymorphism for use as a molecular tool in cassava, in addition to the association with genetic regions that may increase the chances of obtaining functional markers.

Keywords

Molecular marker Genetic diversity Cassava Expressed sequence 

Notes

Acknowledgments

The authors thank Fundação de Amparo à Pesquisa do Estado da Bahia (Fapesb), Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES), and Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) for the financial assistance and scholarship support.

Supplementary material

11105_2015_887_MOESM1_ESM.xlsx (16 kb)
ESM 1 (XLSX 16 kb)

References

  1. Aiemnaka P, Wongkaew A, Chanthaworn J, Nagashima SK, Boonma S, Authapun J, Jenweerawat S, Kongsila P, Kittipadakul P, Nakasathien S, Sreewongchai T, Wannarat W, Vichukit V, Lopez-Lavalle LAB, Ceballos H, Rojanaridpiched C, Phumichai C (2012) Molecular characterization of a spontaneous waxy starch mutation in cassava. Crop Sci 52:2121–2130CrossRefGoogle Scholar
  2. Akinbo O, Gedil M, Ekpo EJA, Oladele J, Dixon AGO (2007) Detection of RAPD markers-linked to resistance to cassava anthracnose disease. Afr J Biotechnol 6:677–682Google Scholar
  3. Alves-Pereira A, Peroni N, Abreu AG, Gribel R, Clement CR (2011) Genetic structure of traditional varieties of bitter manioc in three soils in Central Amazonia. Genetica 139:1259–1271PubMedCrossRefGoogle Scholar
  4. Alwala S, Kimbeng CA, Gravois KA, Bischoff KP (2006a) TRAP, a new tool for sugarcane breeding: comparison with AFLP and coefficient of parentage. Sugar Cane Intern 26:62–86Google Scholar
  5. Alwala S, Suman A, Arro JA, Veremis JC, Kimbeng CA (2006b) Target Region Amplification Polymorphism (TRAP) for assessing genetic diversity in sugarcane germplasm collections. Crop Sci 46:448–455CrossRefGoogle Scholar
  6. Asare PA, Galyuon IKA, Sarfo JK, Tetteh JP (2011) Morphological and molecular based diversity studies of some cassava (Manihot esculenta crantz) germplasm in Ghana. Afr J Biotechnol 10:13900–13908Google Scholar
  7. Barakat MN, Al-Doss AA, Elshafei AA, Ghazy AI, Moustafa KA (2013) Assessment of genetic diversity among wheat doubled haploid plants using TRAP markers and morpho-agronomic traits. Aust J Crop Sci 7:104–111Google Scholar
  8. Beeching JR, Marmey P, Gavalda M-C, Noirot M, Hayso HR, Hughes MA, Charrier A (1993) An assessment of genetic diversity within a collection of cassava (Manihot esculenta Crantz) germplasm using molecular markers. Ann Bot 72:515–520CrossRefGoogle Scholar
  9. Blair MW, Fregene MA, Beebe SE, Ceballos H (2007) Marker-assisted selection in common beans and cassava. In: Guimarães E, Ruane J, Scherf B, Sonnino A, Dargie A (eds) Marker-assisted selection. Current status and future perspectives in crops, livestock, forestry and fish. FAO, Rome, pp 81–116Google Scholar
  10. Chavarriaga-Aguirre P, Halsey M (2005) Cassava (Manihot esculenta Crantz): reproductive biology and practices for confinement of experimental field trials. Report prepared for the Program for Biosafety Systems. Program for Biosafety Systems, WashingtonGoogle Scholar
  11. Chen J, Hu J, Vick BA, Jan CC (2006) Molecular mapping of a nuclear male-sterility gene in sunflower (Helianthus annuus L.) using TRAP and SSR markers. Theor Appl Genet 113:122–127PubMedCrossRefGoogle Scholar
  12. Chen X, Xia Z, Fu Y, Lu C, Wang W (2010) Constructing a genetic linkage map using an F1 population of non-inbred parents in cassava (Manihot esculenta Crantz). Plant Mol Biol Report 28:676–683CrossRefGoogle Scholar
  13. Colombo C, Second G, Charrier A (2000) Diversity within American cassava germplasm based on RAPD markers. Genet Mol Biol 23:189–199CrossRefGoogle Scholar
  14. Deng Z, Goktepe F, Harbaugh BK (2007) Assessment of genetic diversity and relationships among Caladium cultivars and species using molecular markers. J Am Soc Hortic Sci 132:219–229Google Scholar
  15. Doyle JJ, Doyle JL (1987) Isolation of plant DNA from fresh tissue. Focus 12:13–15Google Scholar
  16. Elias M, Panaud O, Robert T (2000) Assessment of genetic variability in a traditional cassava (Manihot esculenta Crantz) farming system, using AFLP markers. Heredity 85:219–230PubMedCrossRefGoogle Scholar
  17. Emanuelli F, Lorenzi S, Grzeskowiak L, Catalano V, Stefanini M, Troggio M, Myles S, Martinez-Zapater JM, Zyprian E, Moreira FM, Grando ME (2013) Genetic diversity and population structure assessed by SSR and SNP markers in a large germplasm collection of grape. BMC Plant Biol 13:39PubMedPubMedCentralCrossRefGoogle Scholar
  18. Evanno G, Regnaut S, Goudet J (2005) Detecting the number of clusters of individuals using the software STRUCTURE: a simulation study. Mol Ecol 14:2611–2620PubMedCrossRefGoogle Scholar
  19. Falush D, Stephens M, Pritchard JK (2003) Inference of population structure using multilocus genotype data: linked loci and correlated allele frequencies. Genetics 164:1567–1587PubMedPubMedCentralGoogle Scholar
  20. Falush D, Stephens M, Pritchard JK (2007) Inference of population structure using multilocus genotype data: dominant markers and null alleles. Mol Ecol Notes 7:574–578PubMedPubMedCentralCrossRefGoogle Scholar
  21. FAO - Food and Agriculture Organization of the United Nations. FAOSTAT database. Disponível em http://faostat3.fao.org/faostat-gateway/go/to/download/Q/QC/E. Acesso em: 31 Junho 2014
  22. Ferguson ME, Hearne SJ, Close TJ, Wanamaker S, Moskal WA, Town CD, de Young J, Marri PR, Rabbi IY, de Villiers EP (2012) Identification, validation and high-throughput genotyping of transcribed gene SNPs in cassava. Theor Appl Genet 124:685–695PubMedCrossRefGoogle Scholar
  23. Foster JT, Allan GJ, Chan AP, Rabinowicz PD, Ravel J, Jackson PJ, Keim P (2010) Single nucleotide polymorphisms for assessing genetic diversity in castor bean (Ricinus communis). BMC Plant Biol 10:13PubMedPubMedCentralCrossRefGoogle Scholar
  24. Fregene M, Angel F, Gomez R, Rodriguez F, Chavarriaga P, Roca W, Tohme J, Bonierbale M (1997) A molecular genetic map of cassava (Manihot esculenta Crantz). Theor Appl Genet 95:431–441CrossRefGoogle Scholar
  25. Fregene M, Bernal A, Duque M, Dixon A, Tohme J (2000) AFLP analysis of African cassava (Manihot esculenta Crantz.) germplasm resistant to the Cassava Mosaic Disease (CMD). Theor Appl Genet 100:678–685CrossRefGoogle Scholar
  26. Fregene MA, Suarez M, Mkumbira J, Kulembeka H, Ndedya E, Kulaya A, Mitchel S, Gullberg U, Rosling H, Ago D, Kresovich S (2003) Simple sequence repeat marker diversity in cassava landraces: genetic diversity and differentiation in an asexually propagated crop. Theor Appl Genet 107:1083–1093PubMedCrossRefGoogle Scholar
  27. Gibbons A (1990) New view of early Amazonia. Science 248:1488–1490PubMedCrossRefGoogle Scholar
  28. Gowda M, Zhao Y, Würschum T, Longin CFH, Miedaner T, Ebmeyer E, Schachschneider R, Kazman E, Schacht J, Martinant J-P, Mette MF, Reif JC (2014) Relatedness severely impacts accuracy of marker-assisted selection for disease resistance in hybrid wheat. Heredity 112:552–561PubMedPubMedCentralCrossRefGoogle Scholar
  29. Hazekamp T (2002) The potential role of passport data in the conservation and use of plant genetic resources. In: Engels JMM, Ramanatha Rao V, Brown AHD, Jackson MT (eds) Managing Plant Genetic Diversity. IPGRI, Rome, pp 185–194Google Scholar
  30. Hu J, Vick BA (2003) Target region amplification polymorphism: a novel marker technique for plant genotyping. Plant Mol Biol Report 2:289–294CrossRefGoogle Scholar
  31. Hu J, Beiquan M, Vick BA (2007) Genetic diversity of 38 spinach (Spinacia oleracea L.) germplasm accessions and 10 commercial hybrids assessed by TRAP markers. Genet Resour Crop Evol 54:1667–1674CrossRefGoogle Scholar
  32. Hubisz MJ, Falush D, Stephens M, Pritchard JK (2009) Inferring weak population structure with the assistance of sample group information. Mol Ecol Res 9:1322–1332CrossRefGoogle Scholar
  33. Hurtado P, Olsen KM, Buitrago C, Ospina C, Marin J, Duque M, De Vicente C, Wongtiem P, Wenzel P, Killian A, Adeleke M, Fregene M (2008) Comparison of simple sequence repeat (SSR) and diversity array technology (DArT) markers for assessing genetic diversity in cassava (Manihot esculenta Crantz). Plant Genet Res 6:208–214CrossRefGoogle Scholar
  34. Kawuki RS, Ferguson M, Labuschagne M, Herselman L, Kim DJ (2009) Identification, characterisation and application of single nucleotide polymorphisms for diversity assessment in cassava (Manihot esculenta Crantz). Mol Breed 23:669–684CrossRefGoogle Scholar
  35. Kunkeaw S, Tangphatsornruang S, Smith DR, Triwitayakorn K (2010) Genetic linkage map of cassava (Manihot esculenta Crantz) based on AFLP and SSR markers. Plant Breed 129:112–115CrossRefGoogle Scholar
  36. Kunkeaw S, Yoocha T, Sraphet S, Boonchanawiwat A, Boonseng O, Lightfoot DA, Triwitayakorn K, Tangphatsornruang S (2011) Construction of a genetic linkage map using simple sequence repeat markers from expressed sequence tags for cassava (Manihot esculenta Crantz). Mol Breed 27:67–75CrossRefGoogle Scholar
  37. Kwon SJ, Hu J, Coyne CJ (2010) Genetic diversity and relationship among Faba bean (Vicia faba L.) germplasm entries as revealed by TRAP markers. Plant Genet Res 8:204–213CrossRefGoogle Scholar
  38. Lado B, Matus I, Rodriquez A, Inostroza L, Poland J, Belzile F, del Pozo A, Quincke M, von Zitzewitz, J (2013) Increased genomic prediction accuracy through spatial adjustment of field trial data. G3 3:2105–2114. doi: 10.1534/g3.113.007807
  39. Laurentin HE, Karlovsky P (2006) Genetic relationship and diversity in a sesame (Sesamum indicum L.) germplasm collection using amplified fragment length polymorphism (AFLP). BMC Genet 7:10PubMedPubMedCentralCrossRefGoogle Scholar
  40. Li G, Quiros CF (2001) Sequence-related amplified polymorphism (SRAP), a new marker system based on a simple PCR reaction: its application to mapping and gene tagging in Brassica. Theor Appl Genet 103:455–461CrossRefGoogle Scholar
  41. Lokko Y, Anderson JV, Rudd S, Raji A, Horvath D, Mikel MA, Kim R, Liu L, Hernandez A, Dixon AG, Ingelbrecht IL (2007) Characterization of an 18,166 EST dataset for cassava (Manihot esculenta Crantz) enriched for drought-responsive genes. Plant Cell Rep 26:1605–1618PubMedCrossRefGoogle Scholar
  42. Lopez C, Jorge V, Piegu B, Mba C, Cortes D, Restrepo S, Soto M, Laudié M, Berger C, Cooke R, Delseny M, Tohme J, Verdier V (2004) A unigene catalogue of 5700 expressed genes in cassava. Plant Mol Biol 56:541–554PubMedCrossRefGoogle Scholar
  43. Luo C, Zhang F, Zhang QL, Guo DY, Luo ZR (2013) Characterization and comparison of EST-SSR and TRAP markers for genetic analysis of the Japanese persimmon Diospyros kaki. Genet Mol Res 12:2841–2851PubMedGoogle Scholar
  44. Marmey P, Beeching J, Hamon S, Charrier A (1993) Evaluation of cassava (Manihot esculenta Crantz.) germplasm using RAPD markers. Euphytica 74:203–209Google Scholar
  45. Marsjan PA, Oldenbroek JK (2007) Molecular markers, a tool for exploring genetic diversity. In: The state of the world’s animal genetic resources for food and agriculture. FAO Research report, Rome, 359–379Google Scholar
  46. Menzo V, Giancaspro A, Giove S, Nigro D, Zacheo S, Colasuonno P, Marcotuli I, Incerti O, Blanco A, Gadaleta A (2013) TRAP molecular markers as a system for saturation of the genetic map of durum wheat. Euphytica 194:151–160CrossRefGoogle Scholar
  47. Mezette TF, Blumer CG, Veasey EA (2013) Morphological and molecular diversity among cassava genotypes. Pesq Agrop Brasileira 48:510–518CrossRefGoogle Scholar
  48. Moyib OK, Mkumbira J, Odunola AO, Dixon AG (2012) Gene diversity and identification of putative hybridizing parents for root rot resistance in cassava using simple sequence repeats. Int J Biotechnol Mol Biol Res 4:47–56CrossRefGoogle Scholar
  49. Mühlen GS, Martins PS, Ando A (2000) Variabilidade genética de etnovariedades de mandioca, avaliada por marcadores de DNA. Sci Agric 57:319–328CrossRefGoogle Scholar
  50. Olsen KM (2004) SNPs, SSRs and inferences on cassava’s origin. Plant Mol Biol 6:517–526CrossRefGoogle Scholar
  51. Olsen KM, Schaal BA (2001) Microsatellite variation in cassava (Manihot esculenta, Euphorbiaceae) and its wild relatives: further evidence for a Southern Amazonian origin of domestication. Am J Bot 88:131–142PubMedCrossRefGoogle Scholar
  52. Paliwal R, Singh R, Singh AK, Kumar S, Kumar A, Majumdar RS (2013) Molecular characterization of Giloe (Tinospora cordifolia Willd. Miers ex Hook. F. and Thoms.) accessions using Start Codon Targeted (SCoT) markers. Int J Med Arom Plants 3:413–422Google Scholar
  53. Pariyo A, Tukamuhabwa P, Baguma Y, Kawuki RS, Alicai T, Gibson P, Kanju E, Wanjala BW, Harvey J, Nzuki I, Rabbi IY, Ferguson M (2013) Simple sequence repeat (SSR) diversity of cassava in South, East and Central Africa in relation to resistance to cassava brown streak disease. Afr J Biotechnol 12:4453–4464CrossRefGoogle Scholar
  54. Peakall R, Smouse PE (2012) GenAlEx 6.5: genetic analysis in Excel. Population genetic software for teaching and research-an update. Bioinformatics 28:2537–2539PubMedPubMedCentralCrossRefGoogle Scholar
  55. Pérez-de-Castro AM, Vilanova S, Cañizares J, Pascual L, Blanca JM, Díez MJ, Prohens J, Picó B (2012) Application of genomic tools in plant breeding. Curr Genomics 13:179–195PubMedPubMedCentralCrossRefGoogle Scholar
  56. Pluthero FG (1993) Rapid purification of high-activity Taq DNA polymerase. Nucleic Acids Res 21:4850–4851PubMedPubMedCentralCrossRefGoogle Scholar
  57. Prevost A, Wilkinson MJ (1999) A new system of comparing PCR primers applied to ISSR fingerprinting of potato cultivars. Theor Appl Genet 98:107–112CrossRefGoogle Scholar
  58. Pritchard JK, Stephens M, Donnelly P (2000) Inference of population structure using multilocus genotype data. Genetics 155:945–959PubMedPubMedCentralGoogle Scholar
  59. Rabbi IY, Kulembeka HP, Masumba E, Marri PR, Ferguson M (2012) An EST-derived SNP and SSR genetic linkage map of cassava (Manihot esculenta Crantz). Theor Appl Genet 125:329–342PubMedCrossRefGoogle Scholar
  60. Raji AA, Anderson JV, Kolade OA, Ugwu CD, Dixon AGO, Ingelbrecht IL (2009a) Gene-based microsatellites for cassava (Manihot esculenta Crantz): prevalence, polymorphisms, and cross-taxa utility. BMC Plant Biol 9:1–11CrossRefGoogle Scholar
  61. Raji AAJ, Fawole I, Gedill M, Dixon AGO (2009b) Genetic differentiation analysis of African cassava (Manihot esculenta) landraces and elite germplasm using amplified fragment length polymorphism and simple sequence repeat markers. Ann Appl Biol 155:187–199CrossRefGoogle Scholar
  62. Ramanatha R, Hodgkin T (2002) Genetic diversity and conservation and utilization of plant genetic resources. Plant Cell Tissue Organ Cult 68:1–19CrossRefGoogle Scholar
  63. Roa AC, Maya MM, Duque MC, Tohme J, Allem A, Bonierbale MW (1997) AFLP analysis of relationships among cassava and other Manihot species. Theor Appl Genet 95:745–750CrossRefGoogle Scholar
  64. Rodriguez-Ramilo ST, Toro MA, Caballero A, Fernandez J (2007) The accuracy of a heritability estimator using molecular information. Conserv Genet 8:1189–1198CrossRefGoogle Scholar
  65. Rozen S, Skaletsky HJ (2000) Primer 3 on the WWW for general users and for biologist programmers. In: Krawetz S, Misener S (eds) Bioinformatics methods and protocols: Methods in molecular biology. P Humana Press, Totowa, pp 365–386Google Scholar
  66. Sakurai T, Plata G, Rodriguez-Zapata F, Seki M, Salcedo A, Atsushi T, Ishiwata A, Tohme J, Sakaki Y, Shinozaki K, Ishitani M (2007) Sequencing analysis of 20,000 full-length cDNA clones from cassava reveals lineage specific expansions in gene families related to stress response. BMC Plant Biol 7:66PubMedPubMedCentralCrossRefGoogle Scholar
  67. Schreier AD, Mahardja B, May B (2012) Hierarchical patterns of population structure in the endangered Fraser River white sturgeon (Acipenser transmontanus) and implications for conservation. Can J Fish Aquat Sci 69:1968–1980CrossRefGoogle Scholar
  68. Silva RM, Bandel G, Martins OS (2003) Mating system in an experimental garden composed of cassava (Manihot esculenta Crantz) ethnovarieties. Euphytica 134:127–135CrossRefGoogle Scholar
  69. Sraphet S, Boonchanawiwat A, Thanyasiriwat T, Boonseng O, Tabata S, Sasamoto S, Shirasawa K, Isobe S, Lightfoot DA, Tangphatsornruang S, Triwitayakorn K (2011) SSR and EST-SSR-based genetic linkage map of cassava (Manihot esculenta Crantz). Theor Appl Genet 122:1161–1170PubMedCrossRefGoogle Scholar
  70. Suman A, Ali K, Arro J, Parco AS, Kimbeng CA, Baisakh N (2012) Molecular diversity among members of the saccharum complex assessed using TRAP markers based on lignin-related. Genes Bio Energy Res 5:197–205Google Scholar
  71. Twito T, Weigend S, Blum S, Granevitze Z, Feldman M, Perl-Treves R, Lavi U, Hillel J (2007) Biodiversity of 20 chicken breeds assessed by SNPs located in gene regions. Cytogenet Genome Res 117:319–326PubMedCrossRefGoogle Scholar
  72. Vieira EA, Fialho JF, Faleiro FG, Bellon G, Fonseca KG, Carvalho LJCB, Silva MS (2010) Caracterização molecular e variabilidade genética de acessos elite de mandioca para fins industriais. Cienc Rural 40:2467–2471CrossRefGoogle Scholar
  73. Wang Z, Kang M, Liu H, Gao J, Zhang Z, Li L, Wu R, Pang X (2014) High-level genetic diversity and complex population structure of siberian apricot (Prunus sibirica L.) in China as revealed by nuclear SSR markers. PLoS ONE 9:2Google Scholar
  74. Weir BS (1990) Genetic data analysis: methods for discrete population genetic data. Sinauer Associates, SunderlandGoogle Scholar
  75. Xia L, Peng K, Yang S, Wenzl P, de Vicente MC, Fregene M, Kilian A (2005) DArT for high-throughput genotyping of Cassava (Manihot esculenta) and its wild relatives. Theor Appl Genet 110:1092–1098PubMedCrossRefGoogle Scholar
  76. Zacarias A, Botha A, Labuschagne M, Benesi I (2004) Characterisation and genetic distance analysis of cassava (Manihot esculenta Crantz.) germplasm from Mozambique using RAPD fingerprinting. Euphytica 138:49–53CrossRefGoogle Scholar
  77. Zhang N, Yuan S, Yang W, Liu D (2010) Identification of Lr24 with targeted region amplified polymorphism (TRAP) analysis in wheat. Front Agric China 4:18–23CrossRefGoogle Scholar
  78. Zou M, Xia Z, Ling P, Zhang Y, Chen X, Wei Z, Bo W, Wang W (2011) Mining EST-derived SSR markers to assess genetic diversity in cassava (Manihot esculenta Crantz). Plant Mol Biol 29:961–971CrossRefGoogle Scholar

Copyright information

© Springer Science+Business Media New York 2015

Authors and Affiliations

  • C. D. Carmo
    • 1
  • D. B. Santos
    • 1
  • L. B. Alves
    • 1
  • G. A. F. Oliveira
    • 1
  • E. J. Oliveira
    • 2
  1. 1.Universidade Federal do Recôncavo da Bahia (UFRB)Cruz das AlmasBrazil
  2. 2.Embrapa Mandioca e Fruticultura (CNPMF)Cruz das AlmasBrazil

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