Literature DB >> 25202567

Discovery of EST-derived microsatellite primers in the legume Lens culinaris (Fabaceae).

Neelu Jain1, H K Dikshit1, D Singh1, Akanksha Singh1, Harish Kumar1.   

Abstract

PREMISE OF THE STUDY: We developed microsatellite markers in the legume Lens culinaris from publicly available databases to enrich the limited marker resource available for the crop. • METHODS AND
RESULTS: Eighty-two primer sets were identified using expressed sequence sets of L. culinaris available in the National Center for Biotechnology Information (NCBI) database and were characterized in six species of Lens. Among them, 20 simple sequence repeat (SSR) primers produced no amplification product, 43 produced monomorphic products, and 19 were polymorphic. The primers amplified mono-, di-, tri-, tetra-, penta-, and hexanucleotide repeats with one to four alleles. These SSR loci successfully amplified in five related wild species, with a total of 61 primer pairs in L. nigricans and L. odemensis (98.39%), 59 in L. tomentosus (95.1%), and 60 in L. ervoides and L. orientalis (96.7%), respectively. •
CONCLUSIONS: The microsatellite markers discovered in this study will be useful in genetic mapping, marker-assisted breeding, and characterization of germplasm.

Entities:  

Keywords:  EST-SSRs; Fabaceae; Lens culinaris; microsatellites

Year:  2013        PMID: 25202567      PMCID: PMC4103130          DOI: 10.3732/apps.1200539

Source DB:  PubMed          Journal:  Appl Plant Sci        ISSN: 2168-0450            Impact factor:   1.936


Lentil (Lens culinaris Medik. subsp. culinaris) is a self-pollinated crop (2n = 2x = 14) belonging to the Vicieae tribe in the Fabaceae family. Lentil is a rich source of protein and micronutrients and is grown mainly in the Indian subcontinent, Middle East, North Africa, southern Europe, North and South America, Australia, and West Asia. Lentil has varied uses for consumption as a main dish, salads, or infant foods, and mixed with cereals to make bread and cakes. Although lentil is a highly nutritious food legume, its conservation and breeding potential is largely limited by a lack of molecular markers available for the crop. Microsatellites are well-known genetic markers because of their codominant inheritance, polymorphism, and abundant coverage. They have become the markers of choice for many crops for studying genetic relatedness, diversity analysis, and constructing framework genetic maps. A limited number of microsatellite markers (approx. 100) have been published in L. culinaris to date. Hamwieh et al. (2005) developed 35 simple sequence repeat (SSR) markers, but these have reported no amplification or limited polymorphism, creating a major bottleneck to gene tagging and mapping studies in this crop. Kaur et al. (2011) developed 51 SSRs in L. culinaris, but these are less polymorphic and not sufficient to be used for genetic studies or for marker-assisted selection. An effective strategy for enrichment of microsatellite markers is the screening of expressed sequence tags, thereby reducing the time and cost for microsatellite development. The objective of this study was to develop new microsatellite markers using this strategy and characterize them in 18 L. culinaris accessions. The amplification success of these markers was also investigated in five wild Lens Mill. species (L. nigricans (M. Bieb.) Godron, L. odemensis Ladiz., L. tomentosus Ladiz., L. ervoides (Brign.) Grande, L. orientalis Popow) for potential genetic application or improvement of cultivated lentil (L. culinaris).

METHODS AND RESULTS

A total of 9513 L. culinaris expressed sequence tags (ESTs) were downloaded from the dbEST/GenBank database as of 15 January 2012 (http://www.ncbi.nlm.nih.gov). The ESTs were trimmed for poly(A) tails, and vector sequence contamination were removed using the SeqClean program (Masoudi-Nejad et al., 2006). The trimmed EST sequences were assembled into unigenes with the Cap3 program (Huang and Madan, 1999) to reduce redundancy. The unigenes containing 951 contigs and 3092 singletons produced a total of 251 putative SSRs using the software Troll (Martins et al., 2009). The fragments with inappropriate flanking sequences or with less than 500 bp were excluded and 82 SSRs were designed using Primer3 software (Rozen and Skaletsky, 2000). The newly identified microsatellite markers were screened on 32 individuals representing six Lens species including 18 accessions from cultivated species and 14 wild accessions comprising five species. Voucher specimens were sourced from the International Center for Agricultural Research in the Dry Areas (ICARDA), Aleppo, Syria, and the lentil breeding program at the Indian Agricultural Research Institute (IARI), New Delhi, India (Appendix 1). The genomic DNA from each individual was isolated using the cetyltrimethylammonium bromide (CTAB) method as described by Murray and Thompson (1980). PCR mixtures of 20 μL consisted of 2.0 μL 10× buffer (100 mM Tris-HCl, 500 mM KCl, 15 mM MgCl2, 0.01% gelatin), 200 μM each dNTP, 0.5 μM each of forward and reverse primers, 1 U Taq DNA polymerase (PCR reagents and primers procured from Sigma-Aldrich, St. Louis, Missouri, USA), and ∼40 ng DNA and were performed in a Veriti Thermal Cycler (Applied Biosystems, Life Technologies, Singapore). The PCR protocol consisted of one denaturation cycle at 94°C for 4 min followed by 30 cycles of 94°C for 1 min, annealing at 59–62°C (depending upon the primer) for 30 s, extension at 72°C for 1 min, and a final extension at 72°C for 8 min. The amplification fragments were separated on 3% MetaPhor Agarose gels (Lonza, Rockland, Maine, USA) and visualized by ethidium bromide staining. The band size was obtained in comparison to a 100-bp DNA ladder (MBI, Fermentas, Vilnius, Lithuania). Among these 82 SSRs, 62 amplified successfully in most of the species, providing an amplification success rate of 75.6%, and 19 of them showed more than two clear scorable bands in the Lens species (Table 1). Primer sequences and related information for 43 monomorphic EST-SSR primers are available as Appendix 2. The conservation of SSRs across species has been validated by sequencing one amplicon from each species. The EST-SSR markers amplified one to four alleles among the six species. The expected heterozygosity was determined on the basis of the number of genotypes amplified per species and ranged from 0 to 0.875 (Table 2). The putative functions of SSR-associated unigenes were determined by using BLASTX (Altschul et al., 1997) against the nonredundant GenBank database.
Appendix 1.

Voucher information for Lens species used for the EST-SSR polymorphism study.

SpeciesCountry of origin/sourceVoucher accession no.Specimens collected/maintained
Lens culinaris Medik.TurkeyIG-70208, IG-70211, IG-112, IG-115, IG-12ICARDA, Aleppo, Syria
EthiopiaIG-208, IG-69502, IG-69513, IG-69517, IG-69522, IG-70174ICARDA, Aleppo, Syria
IndiaL4149, PL08, L9-12, L830, L4603NBPGR and IARI, New Delhi, India
SyriaFLIP2004-7L, ILL4605ICARDA, Aleppo, Syria
L. nigricans (M. Bieb.) GodronSyriaILWL-111, ILWL-22, ILWL-445ICARDA, Aleppo, Syria
L. odemensis Ladiz.SyriaILWL-254, ILWL-35, ILWL-153ICARDA, Aleppo, Syria
L. tomentosus Ladiz.SyriaILWL-91, ILWL-93ICARDA, Aleppo, Syria
L. ervoides (Brign.) GrandeSyriaILWL-126, ILWL-206, ILWL-139, ILWL-393ICARDA, Aleppo, Syria
L. orientalis PopowSyriaILWL-7, ILWL-81ICARDA, Aleppo, Syria

Note: IARI = Indian Agricultural Research Institute; ICARDA = International Center for Agricultural Research in Dry Areas; NBPGR = National Bureau of Plant Genetic Resources.

Table 1.

Characteristics of the 19 polymorphic EST-SSRs identified in Lens culinaris.

No.EST-SSR locusGenBank EST no. (Probe DB_id)Primer sequences (5′–3′)Repeat motifTa (°C)Allele size range (bp)Putative function (organism)BLASTX E-value
1PLC5GT626272 (16537804)F: CATTGCAGCTTATTCTCACAGC(CAATGG)560320–360Auxin-induced protein  5NG4-like (Glycine max)2E-41
R: TGACCCATCCTCATCCTTAAAT
2PLC10GT62175 (16581945)F: TGCAACAAAGGACACTAGAGGTT(AT)659279–328Predicted aspartic proteinase  nepenthesin-1 like protein  (Glycine max)1E-157
R: ATTTCTTTCTCCCTAACCAGCC
3PLC16GT627608 (16581946)F: CGTTTGATCTTCTAAGCCCCTA(T)1059255–270Uncharacterized protein  (Glycine max)2E-10
R: AAGGGAAAGGATGTTTGACTTG
4PLC17GT624932 (16581947)F: AAGCTGAAGGAAATCAAAGTGG(TCTTT)359315–335Peptidyl prolyl cis-trans  isomerase (Arabidopsis  thaliana)1E-118
R: TCAACACACTCCATGTTTAGAGC
5PLC21GT626993 (16581949)F: AACTCGCATCCTCTTCACAACT(TTC)660264–286Glutathione peroxidase  (Medicago truncatula)5E-112
R: GGACCTTTCCCTTGTAGTCACC
6PLC22GT626865 (16581950)F: TACACTGAAGGAGATGCACTGG(T)1160279–290DNA-directed RNA polymerase  I, II, and III subunits  (Medicago truncatula)1E-43
R: TAACAACAAAACACAGCTTCGC
7PLC30GT625366 (16581951)F: TTGGTCAGGTTCTCAATCCTCT(T)1061243–257Uncharacterized protein  (Glycine max)3E-39
R: ACGGATGAACGCTTGTAAAGAA
8PLC35GT619232 (16581952)F: TTGCTTCCTCCTCTTCTCACTC(T)1060260–277GDP-l-galactose phosphorylase-1  like (Glycine max)7E-141
R: AGCCTCAGTACCCTCCTCTTTT
9PLC38GT626497 (16581953)F: CCTGGAGAAGTCTGTGGAAGAT(TTTGT)359309–334LEA protein (Medicago  truncatula)4E-65
R: AGCTCTAGCATTTTGCATGTGA
10PLC39GT624018 (16581954)F: CAGAGAAATCCCCTGCTGAG(AAG)562158–1785′-adenylylsulfate reductase  3 (Glycine max)1E-177
R: CATGATTCCCATAGCCTTGC
11PLC42GT626865 (16581955)F: AACCAATCATGGCTTCTGCT(GA)860183–210BZIP transcription factor  ATB2 (Medicago truncatula)6E-78
R: TTTCACCGTCTTTATGAACCA
12PLC46GT624901 (16581956)F: CAAACTGGAAGATGCTGCTG(CAATGG)361192–220Auxin-induced protein  5NG4-like (Medicago  truncatula)2E-71
R: TGACCCATCCTCATCCTTAAA
13PLC51GT624642 (16581957)F: CCATGATGAGCCTTGAATGA(GAA)1062125–143Peroxidase (Medicago  truncatula)0.0
R: TCTTCAATCTCCAGGAACACTTT
14PLC60GT624076 (16581958)F: TGCTTGGACCCTAAATTTGC(TA)660130–145Cysteine proteinase inhibitor  (Medicago truncatula)4E-131
R: AAGAAAAGGGCAACCACTGA
15PLC63GT619353 (16581959)F: TTGATGGCTATGGGAGTGGT(TTA)860175–189Early nodulin-like protein  (Medicago truncatula)1E-51
R: TGGTCCCAACAAAATACCAA
16PLC70GT618700 (16581960)F: CATCTCTTCGTGGCGTAAT(GTT)960179–195Albumin-2 (Pisum sativum)6E-159
R: AGCAAACAACAGCACACATA
17PLC74GT624794 (16581961)F: GATTTACCGATGGATCTTCA(TTA)661168–191Xylose isomerase  (Medicago truncatula)5E-68
R: CTAAGGGAGAGAAAGAAAAGG
18PLC81GT621832 (16581962)F: GGGTAGAGTATTATTGAAGGTGG(TA)661182–209Chromo-domain–containing  protein LHP1 (Medicago  truncatula)8E-34
R: AGAATCGCTAGTTTAGAGCAAG
19PLC82GT621329 (16581963)F: CACCAATCTTCACTTCACTTTC(GAA)460178–200Legumin protein (garden pea)5E-121
R: CAAGTACAAGGACTGACTAGGG

Note: Ta = annealing temperature.

Appendix 2.

Primer sequences and characteristics of the 43 monomorphic EST-SSR markers in Lens.

No.EST-SSR locusPrimer sequences (5′–3′)Repeat motifTa (°C)Allele size (bp)Putative function (organism)BLASTX E-value
1PLC2F: TTGACTGTTCTGGCGTTTTCTA(T)1956330Peptidyl-prolyl cis-trans isomerase  (Medicago truncatula)5E-101
R: TGCACCATCTTTTGCCTACATA
2PLC4F: CCTATCGGGAAACTACATGGAA(GGCAGC)358359Calnexin-like protein (Zea mays)1E-157
R: TCTGCATTGGTCTTCTTCTCAA
3PLC6F: ATCAAGTTAGGGACGATTGGAA(GTA)656185Hypothetical protein MTR_5g092090  (Medicago truncatula)2E-65
R: TGGTTGTAGTCTTTTAGGGTTTGC
4PLC7F: GCTTTTATGATCTTCTCGTGGT(GAAT)456184Chitinase domain-containing protein  1-like (Glycine max)6E-17
R: CGAGGATTACTTTTCAATGGTC
5PLC8F: CTCCTTCCATTTCTCTTTCTGC(TTC)658158Uncharacterized protein (Glycine max)1E-108
R: TCCTGAACGACACCAACACTAC
6PLC9F: ATGTGGATACGTCAGAAACCCT(TATCTA)456348Glycinin subunit G7 (Glycine max)8E-56
R: TCGAGAACTGGGAGAGTCAAAT
7PLC11F: GTTTGTTTGGTTTGACTGGGAT(TTA)658185Histone H1 (Pisum sativum)1E-35
R: TTAGGAACGGTGTCGAGTACAA
8PLC12F: GGAAGCAAGATGGAAGAAGTTG(T)1160146Heat-shock protein  (Medicago truncatula)2E-49
R: GCGCCATTAGTGCAGAGTAAAT
9PLC13F: TCACCATTTTGGGTTATCTTCC(T)1356211Hydrophobic protein LTI6B-like  (Cicer arietinum)1E-17
R: AGCTTCACACTATCAATTCCACAC
10PLC14F: TCTGGAAGAGGGTTTGTACCAT(T)1256210Uncharacterized protein  (Cicer arietinum)1E-66
R: GCAGTTAGATCACAGCTACCAAAA
11PLC15F: CCAGTAAAAGAGCTTGCATTCC(A)1058345Vicilin precursor (Vicia faba)1E-179
R: AGAAAAGAGTTGCAGAGAAGCG
12PLC18F: GGACCATCAACTAGCACATGAC(GAA)656382Peroxidase (Medicago truncatula)1E-91
R: TCACATCATCAACATGCTCAAC
13PLC25F: GTTGCAGAAAATGTAACTGCGT(A)1256396Uncharacterized mRNA  (Glycine max)8E-44
R: ACAATGAGAGGCCAGTGCTTA
14PLC28F: CAAGGTTGGAAAAGACAAGAGG(A)186039860S ribosomal protein L36  (Medicago truncatula)2E-68
R: TTTGGAGCTAGACTTCGCATTT
15PLC40F: CAACTCGCATCCTCTTCACA(TTC)660163Glutathione peroxidase  (Medicago truncatula)2E-108
R: CAAAGGGGTTGGAGTCGTAA
16PLC41F: TTTGTTGATGTTGTTGGCGT(T)1260164Arabinogalactan peptide 16-like  (Cicer arietinum)1E-12
R: CTCCTCCGCGTTCTACAAAC
17PLC48F: TGTGGTACATGCACACCAAAT(ACC)558168Proline-rich protein  (Medicago truncatula)1E-27
R: GGTGGTAGCAGTGGTGGAGT
18PLC49F: TTGTTTTGAGAACCTTCCCC(T)2858200Hypothetical protein  PRUPE_ppa010183mg (Prunus persica)3E-35
R: TTTTGCAAGGGTATTTCTTTTTG
19PLC50F: CGATTGGTCTTATATGGTTCTG(ATGTA)460172Peptide transporter PTR3-A  (Medicago truncatula)9E-41
R: AAGCTACCTGCATACTTGGTC
20PLC52F: CGTTTGATCTTCTAAGCCCC(T)1058198Uncharacterized protein (Glycine max)3E-10
R: TCGGCACATTGTTGAAAAGA
21PLC53F: TCGTGATAAAAACGGGGAAG(GAA)556200BRI1-KD interacting protein  (Medicago truncatula)2E-94
R: TATCTTTGCCACTGCCTCCT
22PLC54F: GTAAACGAAGCTCAGAGCCG(GGA)556200Glycine-rich RNA-binding protein  (Medicago truncatula)3E-48
R: CATATCCACGATCCCTGCTT
23PLC55F: AGACACCGGCATCAAATCAT(A)1060173Acylamino-acid-releasing enzyme  (Medicago truncatula)3E-111
R: CATATTCAAATATTCAGTGTCATGTTC
24PLC57F: GGAAGTGATTGTGGTTTTTAATCA(A)1760182WD repeat-containing protein 26-like  (Glycine max)8E-45
R: ATTGCTCATTCCCACCAAAG
25PLC58F: TGGAAGAAAGAGAAGGGCAA(T)1260138Putative zinc finger protein  (Arabidopsis thaliana)1E-102
R: CACAGCTACCAAAAATCAGTTCC
26PLC59F: TTGTTTAGCTGGTGTGGTTTTC(A)1856180F-box protein SKP2B-like  (Glycine max)1E-46
R: CTACAGCACGTTTGCAAGGA
27PLC61F: ACTAGGAAAGGAAAACGGCG(TC)2656145No significant similarity
R: GAGTGACACGTGAATGGTGG
28PLC62F: GCAAAGAACAAGAATAACGTGG(AAAC)456126Beta-1,3-galactosyltransferase 2-like  isoform 1 (Glycine max)1E-91
R: CAAACCGAAGAATAAGAGAGGG
29PLC64F: CAAACTCTTCACCGACACGC(TCTTC)560181Bcr-associated protein (BAP) putative  (Ricinus communis)4E-83
R: AACGAGGGTTAGGATGAGAAGC
30PLC65F: TGTTGCAATGCTTTTAGCCT(A)115616540S ribosomal protein SA  (Medicago truncatula)3E-110
R: CAGAAGCTTTTCGGTGTTCC
31PLC66F: ATTTGGAGCAAAGATGCAGG(A)1056200d-tyrosyl-tRNATyr deacylase-like  (Glycine max)1E-69
R: GGATCGACCTCCAATCAAGA
32PLC67F: GCATAATCAGTTTGTTTTTGCG(A)2358190Cyclin-dependent kinases regulatory  subunit 1-like (Cicer arietinum)3E-45
R: TTCTGCAAAAGCTTCTGGGT
33PLC68F: AAAAAGAGGCCATCATGTTCA(A)1856156Ferritin (Pisum sativum)1E-48
R: CAGCAGTGACGGCAATTTTA
34PLC69F: CGCTCTACCAACAGCATAA(CT)1956195No significant similarity
R: GAGGTCTCTTTTGTTCTTCACT
34PLC71F: AGTGAGCAAGGAATAAAACG(AG)3858276Legumin J acidic chain  (Pisum sativum)0.0
R: GAGTAGCAAGGAAAGTGAAAAC
36PLC72F: TATGATGAAAGCCAGGACA(TAT)858142Aminocyclopropane-1-carboxylate  oxidase (Pisum sativum)9E-180
R: GACTGCACAATCTTAAACACC
37PLC73F: GAAAGGAAAGGTTTTAGCTG(AG)136019840S ribosomal protein S18  (Medicago truncatula)8E-91
R: CTTTGATTGAGGTAAGAGCA
38PLC75F: TCGTTCCATATCTGTGTTCA(AATC)356195Xylose isomerase  (Medicago truncatula)5E-68
R: GTAGCGAGATTCATACCTATCC
39PLC76F: AGGAAGGTGGAGTTACGG(CT)5256160Cyclin-like F-box  (Medicago truncatula)6E-164
R: AAACCTAGAAGTAAAGGGGAAG
40PLC77F: GGAAAGAGCCAAGAAGTTG(CAATGG)556230Auxin-induced protein 5NG4-like  (Glycine max)8E-70
R: ACCCATCCTCATCCTTAAAT
41PLC78F: CTATGACTGCTCAAACTCAAGA(GAT)656150Nascent polypeptide-associated complex  subunit alpha-like (Medicago truncatula)1E-115
R: CCTTCTACATCATCATCTTCCT
42PLC79F: AATTTCTGGTGTTTCTGGTG(GAT)758165Translational elongation factor 1 subunit  beta (Pisum sativum)2E-94
R: TCTTCTCTTCCTCAGTCTCTTC
43PLC80F: GCTAACAAACAACACCATGA(GAA)1058150Peroxidase (Arabidopsis thaliana)3E-176
R: GCATCTAAGTTCTTCAATCTCC

Note : T a = annealing temperature.

Only polymorphic primers were submitted to GenBank, therefore GenBank IDs for monomorphic markers are not available.

Table 2.

Total number of alleles (A) and expected heterozygosity (He) of EST-SSRs in six Lens species.

EST-SSR locusL. culinaris Medik. (n = 18)L. nigricans (M. Bieb.) Godron (n = 3)L. odemensis Ladiz. (n = 3)L. tomentus Ladiz. (n = 2)L. ervoides (Brign.) Grande (n = 4)L. orientalis Popow (n = 2)
AHeAHeAHeAHeAHeAHe
PLC530.49420.44410.00020.50020.68820.500
PLC1030.58620.44420.44410.00020.37510.000
PLC1640.79920.44410.00020.50020.50010.000
PLC1720.19820.44420.44410.00020.37520.500
PLC2140.72210.00020.44410.00020.37510.000
PLC2230.66720.44420.44420.50030.62520.500
PLC3030.64820.44410.00010.00020.50010.000
PLC3540.66720.44410.00020.50020.37520.500
PLC3840.72220.44420.44410.00020.37520.500
PLC3930.53720.44430.66710.50020.50020.500
PLC4230.64820.44410.00010.00020.37520.500
PLC4630.04630.66740.22220.50030.43810.000
PLC5130.27820.44430.66720.50020.37520.500
PLC6040.74720.44420.44410.00020.62510.000
PLC6340.62330.66710.00020.50030.37510.000
PLC7020.44410.00020.87510.000
PLC7440.74730.66710.00020.50030.62520.500
PLC8140.38620.77830.66710.00010.00010.000
PLC8240.57420.44420.44410.00030.62510.000

Note: — = no amplification; n = number of accessions used for each species.

Characteristics of the 19 polymorphic EST-SSRs identified in Lens culinaris. Note: Ta = annealing temperature. Total number of alleles (A) and expected heterozygosity (He) of EST-SSRs in six Lens species. Note: — = no amplification; n = number of accessions used for each species.

CONCLUSIONS

The EST-SSR markers identified and characterized in this study have enriched the limited microsatellite marker resources in Lens species. The markers developed will be helpful in saturating Lens genetic maps and for tagging and mapping of genes and quantitative trait loci associated with important traits to be further used in marker-assisted breeding for enhancing productivity and quality. These markers would also be helpful in studying genetic diversity and detecting interspecies polymorphisms for marker-based introgression of genes from related species.
  8 in total

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Authors:  X Huang; A Madan
Journal:  Genome Res       Date:  1999-09       Impact factor: 9.043

2.  Primer3 on the WWW for general users and for biologist programmers.

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Review 3.  Gapped BLAST and PSI-BLAST: a new generation of protein database search programs.

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Journal:  Nucleic Acids Res       Date:  1997-09-01       Impact factor: 16.971

4.  A genetic linkage map of Lens sp. based on microsatellite and AFLP markers and the localization of fusarium vascular wilt resistance.

Authors:  A Hamwieh; S M Udupa; W Choumane; A Sarker; F Dreyer; C Jung; M Baum
Journal:  Theor Appl Genet       Date:  2005-01-14       Impact factor: 5.699

5.  Rapid isolation of high molecular weight plant DNA.

Authors:  M G Murray; W F Thompson
Journal:  Nucleic Acids Res       Date:  1980-10-10       Impact factor: 16.971

6.  Transcriptome sequencing of lentil based on second-generation technology permits large-scale unigene assembly and SSR marker discovery.

Authors:  Sukhjiwan Kaur; Noel O I Cogan; Luke W Pembleton; Maiko Shinozuka; Keith W Savin; Michael Materne; John W Forster
Journal:  BMC Genomics       Date:  2011-05-25       Impact factor: 3.969

7.  WebSat--a web software for microsatellite marker development.

Authors:  Wellington Santos Martins; Divino César Soares Lucas; Kelligton Fabricio de Souza Neves; David John Bertioli
Journal:  Bioinformation       Date:  2009-01-12

8.  EGassembler: online bioinformatics service for large-scale processing, clustering and assembling ESTs and genomic DNA fragments.

Authors:  Ali Masoudi-Nejad; Koichiro Tonomura; Shuichi Kawashima; Yuki Moriya; Masanori Suzuki; Masumi Itoh; Minoru Kanehisa; Takashi Endo; Susumu Goto
Journal:  Nucleic Acids Res       Date:  2006-07-01       Impact factor: 16.971

  8 in total
  9 in total

1.  Molecular mapping of aluminium resistance loci based on root re-growth and Al-induced fluorescent signals (callose accumulation) in lentil (Lens culinaris Medikus).

Authors:  Chandan Kumar Singh; Dharmendra Singh; Ram Sewak Singh Tomar; Sourabh Karwa; K C Upadhyaya; Madan Pal
Journal:  Mol Biol Rep       Date:  2018-09-14       Impact factor: 2.316

2.  Association of functional markers with flowering time in lentil.

Authors:  Jitendra Kumar; Sunanda Gupta; Revanappa S Biradar; Priyanka Gupta; Sonali Dubey; Narendra Pratap Singh
Journal:  J Appl Genet       Date:  2017-12-11       Impact factor: 3.240

3.  Discerning morpho-anatomical, physiological and molecular multiformity in cultivated and wild genotypes of lentil with reconciliation to salinity stress.

Authors:  Dharmendra Singh; Chandan Kumar Singh; Shanti Kumari; Ram Sewak Singh Tomar; Sourabh Karwa; Rajendra Singh; Raja Bahadur Singh; Susheel Kumar Sarkar; Madan Pal
Journal:  PLoS One       Date:  2017-05-25       Impact factor: 3.240

4.  Association mapping unveils favorable alleles for grain iron and zinc concentrations in lentil (Lens culinaris subsp. culinaris).

Authors:  Akanksha Singh; Vinay Sharma; Harsh Kumar Dikshit; Muraleedhar Aski; Harish Kumar; Nepolean Thirunavukkarasu; Basavanagouda S Patil; Shiv Kumar; Ashutosh Sarker
Journal:  PLoS One       Date:  2017-11-21       Impact factor: 3.240

5.  Evaluation of cultivated and wild genotypes of Lens species under alkalinity stress and their molecular collocation using microsatellite markers.

Authors:  Dharmendra Singh; Chandan Kumar Singh; Yash Pal Singh; Vijayata Singh; Rajendra Singh; Ram Sewak Singh Tomar; Satish Kumar Sanwal; Sourabh Karwa; Vinay Kumar Mishra; Susheel Kumar Sarkar; Madan Pal; Arun Kumar; Rajendra Kumar Yadav; Parbodh Chander Sharma
Journal:  PLoS One       Date:  2018-08-13       Impact factor: 3.240

6.  Morphological, Molecular, and Biochemical Characterization of a Unique Lentil (Lens culinaris Medik.) Genotype Showing Seed-Coat Color Anomalies Due to Altered Anthocyanin Pathway.

Authors:  Gyan P Mishra; Muraleedhar S Aski; Mechiya Tomuilim Tontang; Priti Choudhary; Kuldeep Tripathi; Ajeet Singh; Ranjeet Ranjan Kumar; Vinutha Thimmegowda; Tsering Stobdan; Atul Kumar; Rakesh Bhardwaj; Shelly Praveen; Devendra Kumar Yadava; Shiv Kumar; Harsh Kumar Dikshit
Journal:  Plants (Basel)       Date:  2022-07-10

7.  Genetic Diversity in Lens Species Revealed by EST and Genomic Simple Sequence Repeat Analysis.

Authors:  Harsh Kumar Dikshit; Akanksha Singh; Dharmendra Singh; Muraleedhar Sidaram Aski; Prapti Prakash; Neelu Jain; Suresh Meena; Shiv Kumar; Ashutosh Sarker
Journal:  PLoS One       Date:  2015-09-18       Impact factor: 3.240

8.  Molecular Scanning and Morpho-Physiological Dissection of Component Mechanism in Lens Species in Response to Aluminium Stress.

Authors:  Dharmendra Singh; Madan Pal; Chandan Kumar Singh; Jyoti Taunk; Priyanka Jain; Ashish Kumar Chaturvedi; Sadhana Maurya; Sourabh Karwa; Rajendra Singh; Ram Sewak Singh Tomar; Rita Nongthombam; Nandini Chongtham; Moirangthem Premjit Singh
Journal:  PLoS One       Date:  2016-07-28       Impact factor: 3.240

9.  Molecular Assortment of Lens Species with Different Adaptations to Drought Conditions Using SSR Markers.

Authors:  Dharmendra Singh; Chandan Kumar Singh; Ram Sewak Singh Tomar; Jyoti Taunk; Ranjeet Singh; Sadhana Maurya; Ashish Kumar Chaturvedi; Madan Pal; Rajendra Singh; Sarawan Kumar Dubey
Journal:  PLoS One       Date:  2016-01-25       Impact factor: 3.240

  9 in total

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