Literature DB >> 25202594

In silico mining of microsatellites in coding sequences of the date palm (Arecaceae) genome, characterization, and transferability.

Frédérique Aberlenc-Bertossi1, Karina Castillo1, Christine Tranchant-Dubreuil1, Emira Chérif2, Marco Ballardini3, Sabira Abdoulkader4, Muriel Gros-Balthazard5, Nathalie Chabrillange1, Sylvain Santoni6, Antonio Mercuri3, Jean-Christophe Pintaud1.   

Abstract

PREMISE OF THE STUDY: To complement existing sets of primarily dinucleotide microsatellite loci from noncoding sequences of date palm, we developed primers for tri- and hexanucleotide microsatellite loci identified within genes. Due to their conserved genomic locations, the primers should be useful in other palm taxa, and their utility was tested in seven other Phoenix species and in Chamaerops, Livistona, and Hyphaene. • METHODS AND
RESULTS: Tandem repeat motifs of 3-6 bp were searched using a simple sequence repeat (SSR)-pipeline package in coding portions of the date palm draft genome sequence. Fifteen loci produced highly consistent amplification, intraspecific polymorphisms, and stepwise mutation patterns. •
CONCLUSIONS: These microsatellite loci showed sufficient levels of variability and transferability to make them useful for population genetic, selection signature, and interspecific gene flow studies in Phoenix and other Coryphoideae genera.

Entities:  

Keywords:  Arecaceae; Coryphoideae; Phoenix dactylifera; microsatellite/SSR mining; transferability

Year:  2014        PMID: 25202594      PMCID: PMC4123382          DOI: 10.3732/apps.1300058

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


The date palm (Phoenix dactylifera L.) is a monocotyledon species belonging to the Arecaceae family, and is widely cultivated in North Africa, the Sahel (from the Atlantic to the Red Sea), the Middle East, and eastward to the Indus Valley. The date palm is well adapted to cultivation in arid and semiarid areas, and it has been introduced in warm and dry regions worldwide. Mainly grown for its fruits, the date palm represents an important ecological and socioeconomic resource. Despite the increasing number of studies on date palm, there are still not enough molecular markers available for a number of applications. Most published microsatellite or simple sequence repeat (SSR) markers are dinucleotide loci from unknown noncoding regions of the genome, generally isolated from microsatellite-enriched DNA libraries (Billotte et al., 2004; Arabnezhad et al., 2012). The increasing amount of available genome sequence data offers new prospects for microsatellite marker development through in silico mining, a promising approach for date palm (Cherif et al., 2013), based on the recently published date palm genome sequence (Al-Dous et al., 2011) and expressed sequence tags (ESTs) (Zhao et al., 2012). Our aim was to develop new markers from coding sequences to ensure clear stepwise mutation patterns usable for genetic diversity, dating, and selection signature analyses, and also to facilitate transferability to other species.

METHODS AND RESULTS

In silico microsatellite mining and primer design were performed on the date palm genome draft sequence version 2 (Al-Dous et al., 2011), with the Perl script SSR_pipeline-v2.pl (Poncet et al., 2006), which incorporates three free software programs: Tandem Repeats Finder (Benson, 1999), Primer3 (Rozen and Skaletsky, 2000), and BLAST (Altschul et al., 1990). The multi-FASTA file of all 19,414 predicted genes (full and partial; PDK20.mRNA.fsa) and the multi-FASTA file with all scaffold sequences (PDK20.fsa) from version 2 of the date palm genome research program at Weill Cornell Medical College in Qatar were downloaded from http://qatar-weill.cornell.edu/research/datepalmGenome/download.html. The search identified 204 genes containing coding sequences with microsatellites, 150 of which were suitable for primer design, but only 103 had nonduplicated primer annealing sites. Among them, we retained loci having perfect trinucleotide motifs with six (excluding those without annotation) or more (with or without annotations) repeats, and hexanucleotide motifs with at least four repeats (with or without annotation). Of the 47 primer pairs finally retained, 33 generated expected PCR amplification patterns in a preliminary test with eight P. dactylifera individuals (Table 1). The 33 loci were further tested on 16 individuals representing P. dactylifera (7), P. reclinata Jacq. (2), P. roebelenii O’Brien (2), P. rupicola T. Anderson (2), P. theophrasti Greuter (2), and the interspecific hybrid P. canariensis × P. sylvestris (Table 2). Among these loci, 15 showed consistent amplification and promising polymorphisms across the sample and were further investigated in a variable number of individuals (80–1000) of the aforementioned species, including population samplings of P. dactylifera and P. reclinata. The transferability of 10 loci was also evaluated in Chamaerops humilis L., resulting in 100% positive amplification, with eight polymorphic loci displaying two to 12 alleles among seven to 51 individuals (Table 3). Moreover, the amplification of one Hyphaene thebaica Mart. individual and one Livistona carinensis (Chiov.) J. Dransf. & N.W. Uhl individual was tested for five loci, with both species giving positive amplification results in three loci (mPdIRD25, mPdIRD31, and mPdIRD33).
Table 1.

Characteristics of 33 microsatellite markers developed for Phoenix species. The putative annotation was done using the BLASTX program and the UniProtKB/Swiss-Prot protein database with an E-value cutoff of 10−5.

LocusPrimer sequences (5′–3′)aRepeat motifSize range (bp)bScaffold IDStartStopGene annotationE-valueOrganism
mPdIRD01F: CTCGGAAGGGTATGGACAAA(AAG)3200PDK_20s13066912439324401Putative pectinesterase/pectinesterase inhibitor 284.00E-87Arabidopsis thaliana
R: TTGCCTTCGACGTGGTAGTA
mPdIRD03F: CATTGATCCAACACCACCAC(CCT)6192–198PDK_20s131579134313448Cysteine-rich receptor-like protein kinase 21.00E-166Arabidopsis thaliana
R: GCCAAAACCAGCTCTGGTAAC
mPdIRD04F: TTGGTGGCCTTTCTCAGAGT(AGC)6255–261PDK_20s1328291194059422S-adenosylmethionine synthase 106.00E-77Oryza sativa
R: TGGGATCAAAGTAGGGTTGG
mPdIRD05F: CTATCAGGATGGGGGTGATG(GAT)6301–302PDK_20s13660711166611683DEAD-box ATP-dependent RNA helicase ISE2, chloroplastic3.00E-09Arabidopsis thaliana
R: ACCCATCTGCATAGCTCCAG
mPdIRD07F: TGCAATACGATGGCAGAGTC(TGG)6182–212PDK_20s138713137373754No hit
R: CCTTGCAAGTTTTCCACACC
mPdIRD08F: CTATTGGGTCCCTTGGTGAG(GAT)6202PDK_20s14020511094510962No hit
R: TGACTGCTCGTCATCAGGTC
mPdIRD10F: ATGCGTTCATCTCCCTTGAG(CAG)6194–214PDK_20s14058813197631993No hit
R: GCTGCAAACATCATCCTCAC
mPdIRD11F: GAGTTGGAGGCAAAACCAGA(GAT)6309–317PDK_20s142227143854402Two-component response regulator-like APRR95.00E-18Arabidopsis thaliana
R: CCACAAAACCCTTGTCTTCC
mPdIRD13F: GCGGAGACAGGAGATGGTAA(CAC)6198–227PDK_20s14967311253812555Trihelix transcription factor GT-28.00E-62Arabidopsis thaliana
R: CTTGACTGCTTCTGCTGCTG
mPdIRD14F: GAGGGGTTCACGTTTGTGTC(GCG)6163PDK_20s150535191219138Probable ascorbate-specific transmembrane electron transporter 11.00E-82Oryza sativa
R: GCACCAAGCACAAGAGCAAT
mPdIRD15F: CCGAGTCTGGCGAAGTAAAC(GAA)6406–408PDK_20s150726123782395Eukaryotic translation initiation factor 2 subunit beta1.00E-22Wheat
R: CTCCCCTTCCTCATCCTCTC
mPdIRD16F: CTGTCCGATCGAATTCTGC(CAG)6197–214PDK_20s152192170387055Probable WRKY transcription factor 413.00E-47Arabidopsis thaliana
R: GGACATCTCTTTGCGGTCAT
mPdIRD17F: GTGGGAGAAACCCGAAGAAT(AGC)6199–202PDK_20s15499115483854855Flowering time control protein FCA3.00E-38Arabidopsis thaliana
R: CTGCTGCCTCATCTGCATT
mPdIRD20F: TTGAATGGTCCCCTGTAGGT(AGT)6341–373PDK_20s164077167026719Transcription factor bHLH627.00E-57Arabidopsis thaliana
R: GTCCCAGCATGATTGCAGTA
mPdIRD22F: GGCTGTATGGGAAAGACCTG(GAA)6231–271PDK_20s172654128782895Probable peptide/nitrate transporter At1g597404.00E-40Arabidopsis thaliana
R: CCTGCTGCATATTCTTCGTG
mPdIRD24F: GCTCCTGCAGAACCTGAAAC(AAG)6184PDK_20s176267151945211Probable nucleolar protein 5-12.00E-46Arabidopsis thaliana
R: GGACATCACCGTCCAATTCT
mPdIRD25F: CACTGGAAATTCAGGGCCTA(AGG)6193–205PDK_20s183176146924709Heat stress transcription factor A-2c8.00E-135Oryza sativa
R: CCCAATTTCTCAGCCAAGAC
mPdIRD26F: CCTCCAGTTCATGCTTCTCC(ACC)7189–192PDK_20s1300941141344113461Protein transport protein Sec24-like At3g071004.00E-99Arabidopsis thaliana
R: GAGCAGACCCGACAGACAAT
mPdIRD28F: GAAACGGTATCGGGATGATG(TGA)7299–306PDK_20s13274312875328773Nuclear cap-binding protein subunit 23.00E-82Arabidopsis thaliana
R: TTAACGACGCCGTTTCCT
mPdIRD29F: GGCTCCACCATCATTGACA(CCA)7205–217PDK_20s1359471804824Putative pectinesterase 141.00E-34Arabidopsis thaliana
R: AACAGCATCGACTGCCTTCT
mPdIRD30F: GCAGATGGTTGAAAGCTCCT(TCA)7218–224PDK_20s13985811535315373No hit
R: CCCCATTAACAGGATCAACG
mPdIRD31F: GCAGGTGGACTGCAAAATCT(CCA)7343–372PDK_20s14192612907229092Flowering time control protein FY4.00E-76Arabidopsis thaliana
R: CTATTGGGGTGCTGATCCAT
mPdIRD32F: AAGAAGACATTCCGGCTGGT(ATC)7148–163PDK_20s145734131723192Probable alpha-glucosidase Os06g06757000.0Oryza sativa
R: GCGGGTGTGTGATATTGATG
mPdIRD33F: GGAGCATACAGTGGGTTTGC(CAG)7189–213PDK_20s156928152065226Putative clathrin assembly protein At4g259406.00E-133Arabidopsis thaliana
R: CAGCCTGGGAATGAGGATAG
mPdIRD35F: CAGCCCCTTACTCAGACTGG(GCA)7209PDK_20s169051150565076No hit
R: CCCATAAGCTGATTGTGCTG
mPdIRD36F: GACACGTTGACGATGTGGAA(TCA)8162–177PDK_20s145734132103233Probable alpha-glucosidase Os06g06757000.0Oryza sativa
R: CCATTGCTGTTGAGGAGGAG
mPdIRD37F: TTTCCTGCTCGAAAGACACC(AGC)9171–191PDK_20s15217811559315619Hydroxyphenylpyruvate reductase3.00E-71Solenostemon scutellarioides
R: CTTAGCCAGCCTCCACACTC
mPdIRD40F: GAGAGATGCGTCAGGGAATC(CCAGTG)4175–211PDK_20s13274011619316216No hit
R: CCAGAATCTTCCAAGCAAGC
mPdIRD42F: GAGGCAAAACTATGGGAAGC(CCAGCA)482–86PDK_20s13971711378913812Histone-lysine N-methyltransferase SUVR26.00E-04Arabidopsis thaliana
R: TTCACTGGAGCAAGGGTAGG
mPdIRD43F: GCAGCCATTGCTTACAGTGA(AACCCT)4202–208PDK_20s141110128622885Chaperone protein ClpB12.00E-05Arabidopsis thaliana
R: TAAACTGCTGCCTTCCTTGG
mPdIRD44F: CAGATCCGGGAGATGATGAA(TGGTGC)4263PDK_20s146720131213144Two-component response regulator ARR22.00E-06Arabidopsis thaliana
R: AGCAGGAGCAGCTGCATAA
mPdIRD45F: TAGCCTGTGCATGTTCGTTG(AGCATC)4197PDK_20s14732811378813811No hit
R: AACAGCAGCTGATGGTGATG
mPdIRD46F: ATGGGTCCATTGGAGGAACT(CAGGCA)4173–197PDK_20s167787139834006Protein spotted leaf 110.0Oryza sativa
R: GACGGAGACCTTGACTGCTC

Annealing temperature for all primers is 60°C.

Size ranges were compiled from all amplification experiments conducted on seven Phoenix species.

Table 2.

Test of functionality of the 33 loci across the Phoenix genus.

LocusPdac (7)Prec (2)Proe (2)Prup (2)Pthe (2)Phyb (1)All (16)SMbLocus comment
mPdIRD01MMMMMMM100% amplification, monomorphic
mPdIRD03PMMMFailedFailedP3Partial amplification, intra- or interspecific polymorphism
mPdIRD04MMMMMMP3100% amplification, interspecific polymorphism
mPdIRD05MMMMMMPNo100% amplification, interspecific polymorphism
mPdIRD07MMMMPMP3Partial amplification, intra- or interspecific polymorphism
mPdIRD08MFailedFailedFailedFailedFailedMPartial amplification, monomorphic
mPdIRD10PPMFailedMFailedP3Partial amplification, intra- or interspecific polymorphism
mPdIRD11PPPMMMP3100% amplification, intra- or interspecific polymorphism
mPdIRD13PPPMPMP3100% amplification, intra- or interspecific polymorphism
mPdIRD14MFailedFailedFailedFailedFailedMPartial amplification, monomorphic
mPdIRD15MMMMMPPNo100% amplification, interspecific polymorphism
mPdIRD16PMMMMMP3100% amplification, intra- or interspecific polymorphism
mPdIRD17MMMMMPP3100% amplification, interspecific polymorphism
mPdIRD20MPMMPMP3100% amplification, intra- or interspecific polymorphism
mPdIRD22MMMPMMP3100% amplification, intra- or interspecific polymorphism
mPdIRD24MMMMMMM100% amplification, monomorphic
mPdIRD25PPMMMMP3100% amplification, intra- or interspecific polymorphism
mPdIRD26PMMMMMP3Partial amplification, intra- or interspecific polymorphism
mPdIRD28PMPMMMPNo100% amplification, intra- or interspecific polymorphism
mPdIRD29PPMFailedFailedFailedP3Partial amplification, intra- or interspecific polymorphism
mPdIRD30PPFailedFailedMFailedP3Partial amplification, intra- or interspecific polymorphism
mPdIRD31PPMMMMP3100% amplification, intra- or interspecific polymorphism
mPdIRD32MPMMMPP3100% amplification, intra- or interspecific polymorphism
mPdIRD33PPMMMMP3100% amplification, intra- or interspecific polymorphism
mPdIRD35MMMMMMM100% amplification, monomorphic
mPdIRD36MPMMMPP3100% amplification, intra- or interspecific polymorphism
mPdIRD37PPPPMPP3Partial amplification, intra- or interspecific polymorphism
mPdIRD40PPMMPPP3100% amplification, intra- or interspecific polymorphism
mPdIRD42PFailedFailedFailedFailedFailedPNoPartial amplification, intra- or interspecific polymorphism
mPdIRD43PMMMMMP6100% amplification, intra- or interspecific polymorphism
mPdIRD44PFailedFailedFailedFailedFailedPNoPartial amplification, intra- or interspecific polymorphism
mPdIRD45MFailedFailedFailedFailedFailedMPartial amplification, monomorphic
mPdIRD46PPPPPPP6100% amplification, intra- and interspecific polymorphism

Note: M = monomorphic; P = polymorphic; Pdac = Phoenix dactylifera; Prec = Phoenix reclinata; Proe = Phoenix roebelenii; Prup = Phoenix rupicola; Pthe = Phoenix theophrasti; Phyb = Phoenix canariensis × Phoenix sylvestris; SM = stepwise mutation pattern.

Species abbreviations are presented with the number of samples tested in parentheses. Herbarium voucher information: Pdac = dac1: cultivated, Kew, United Kingdom, MWC 1395 (K); dac2: cultivated, Elche, Spain, cv. ‘Zahidi’, MWC 1800/Barrow 77 (K); dac3: cultivated, Kew, MWC 1891 (K); dac4: cultivated, Kew, MWC 1398/Kew 1987-3379 (K); dac5: cultivated, Kew, MWC 1164 (K); dac6: feral, Gran Canaria, Pintaud 636 (G); dac7: cultivated Faisalabad, Pakistan, cv. ‘Khadrawy’, Pintaud 648 (G); Prec = rec1: Djibouti, Pintaud 642 (G); rec2: Zimbabwe, MWC 1874/Wilkin 724 (K); Proe = roe1: cultivated, Thailand, MWC 1161/Barrow 26 (K); roe2: cultivated, United Kingdom, MWC 1400/Kew 1987-530; Prup = rup1: cultivated, United Kingdom (from India), Pintaud 586 (G); rup2: Samchi, Bhutan, MWC 1162/Grierson and Long 3414 (K); Pthe = the1: cultivated, Sanremo, Italy, Pintaud 646 (G); Phyb = cultivated, Sanremo, Italy, no. 91005.

In cases where stepwise mutation occurs, the number of base pairs of the repeat unit is given.

Table 3.

Polymorphism characterization for 15 loci in Phoenix and 10 loci in Chamaerops.

Phoenix all/Pdac/PrecPhoenix dactyliferaChamaerops humilis
LocusNAHoHeFISNA
mPdIRD1118/9/22/2/2
mPdIRD13700/560/2510/2/474
mPdIRD16100/87/23/2/172
mPdIRD20100/87/25/1/275
mPdIRD22100/87/25/1/1
mPdIRD25300/108/605/4/20.290.420.31*513
mPdIRD28184/108/159/4/30.060.440.85*
mPdIRD3083/28/154/3/20.110.10−0.04
mPdIRD31850/573/8512/4/40.190.200.03513
mPdIRD32186/108/156/1/4512
mPdIRD331000/618/8512/4/80.190.230.16*5112
mPdIRD36186/108/155/1/3511
mPdIRD401000/645/8511/8/60.470.530.11*512
mPdIRD43100/87/22/2/171
mPdIRD4680/32/56/3/3

Note: A = number of alleles; FIS = fixation index for inbreeding within populations; He = expected heterozygosity; Ho = observed heterozygosity; N = number of individuals tested; Pdac = Phoenix dactylifera; Phoenix all = all individuals of seven Phoenix species; Prec = Phoenix reclinata.

*Significant departure from Hardy–Weinberg equilibrium.

Characteristics of 33 microsatellite markers developed for Phoenix species. The putative annotation was done using the BLASTX program and the UniProtKB/Swiss-Prot protein database with an E-value cutoff of 10−5. Annealing temperature for all primers is 60°C. Size ranges were compiled from all amplification experiments conducted on seven Phoenix species. Test of functionality of the 33 loci across the Phoenix genus. Note: M = monomorphic; P = polymorphic; Pdac = Phoenix dactylifera; Prec = Phoenix reclinata; Proe = Phoenix roebelenii; Prup = Phoenix rupicola; Pthe = Phoenix theophrasti; Phyb = Phoenix canariensis × Phoenix sylvestris; SM = stepwise mutation pattern. Species abbreviations are presented with the number of samples tested in parentheses. Herbarium voucher information: Pdac = dac1: cultivated, Kew, United Kingdom, MWC 1395 (K); dac2: cultivated, Elche, Spain, cv. ‘Zahidi’, MWC 1800/Barrow 77 (K); dac3: cultivated, Kew, MWC 1891 (K); dac4: cultivated, Kew, MWC 1398/Kew 1987-3379 (K); dac5: cultivated, Kew, MWC 1164 (K); dac6: feral, Gran Canaria, Pintaud 636 (G); dac7: cultivated Faisalabad, Pakistan, cv. ‘Khadrawy’, Pintaud 648 (G); Prec = rec1: Djibouti, Pintaud 642 (G); rec2: Zimbabwe, MWC 1874/Wilkin 724 (K); Proe = roe1: cultivated, Thailand, MWC 1161/Barrow 26 (K); roe2: cultivated, United Kingdom, MWC 1400/Kew 1987-530; Prup = rup1: cultivated, United Kingdom (from India), Pintaud 586 (G); rup2: Samchi, Bhutan, MWC 1162/Grierson and Long 3414 (K); Pthe = the1: cultivated, Sanremo, Italy, Pintaud 646 (G); Phyb = cultivated, Sanremo, Italy, no. 91005. In cases where stepwise mutation occurs, the number of base pairs of the repeat unit is given. Polymorphism characterization for 15 loci in Phoenix and 10 loci in Chamaerops. Note: A = number of alleles; FIS = fixation index for inbreeding within populations; He = expected heterozygosity; Ho = observed heterozygosity; N = number of individuals tested; Pdac = Phoenix dactylifera; Phoenix all = all individuals of seven Phoenix species; Prec = Phoenix reclinata. *Significant departure from Hardy–Weinberg equilibrium. DNA from these individuals was extracted from freeze-dried or silica-dried leaf tissue. Samples were reduced into a fine powder using either an IKA A10 analytical grinder (IKA-Werke, Staufen, Germany) or a QIAGEN TissueLyser and QIAGEN DNeasy Plant Mini, Maxi, or 96-well kits (QIAGEN, Courtaboeuf, France). PCR reactions were performed in a thermocycler (Biometra GmbH, Göttingen, Germany, or Eppendorf AG, Hamburg, Germany) in a total reaction mixture of 25 μL, containing: 10 ng of total genomic DNA, 1× PCR buffer, 2 mM MgCl2, 200 μM dNTP, 0.5 U of Taq DNA polymerase, 0.4 pmol of the forward primer labeled with a 5′ M13 tail, 2 pmol of the reverse primer, and 2 pmol of the fluorochrome-marked M13 tail, plus sterile water to reach the final volume. The fluorochromes used were either 6-FAM, HEX, or TAMRA. The PCR parameters were as follows: denaturation for 2 min at 94°C; followed by six cycles at 94°C for 45 s, 60°C for 1 min, and 72°C for 1 min; then 30 cycles at 94°C for 45 s, 55°C for 1 min, and 72°C for 1.5 min; then 10 cycles at 94°C for 45 min, 53°C for 1 min, 72°C for 1.5 min; and a final elongation step at 72°C for 10 min. The PCR products were processed on an ABI 3130XL Genetic Analyzer (Applied Biosystems, Foster City, California, USA). Allele size scoring was performed with respect to a noncommercial ladder using GeneMapper version 3.7 software (Applied Biosystems). Genetic analyses (number of alleles, observed and expected heterozygosities, Wright’s fixation index [FIS] and its significance calculated using the permutation test) were conducted with GENETIX version 4.05 software (Belkhir et al., 2004). Each of the 15 loci tested were polymorphic in at least one Phoenix species (Tables 2 and 3). The loci mPdIRD25, mPdIRD30, mPdIRD31, mPdIRD33, and mPdIRD40 were particularly suitable in P. dactylifera with three to eight alleles, having a clear stepwise mutation pattern in accordance with the microsatellite motif (tri- or hexanucleotide), and showing little to moderate heterozygosity deficit. The loci mPdIRD13, mPdIRD25, mPdIRD31, and mPdIRD33 were useful in Chamaerops humilis with three to 12 alleles, confirming good intergeneric transferability. In addition, mPdIRD25, mPdIRD31, and mPdIRD33 were amplified in Livistona carinensis and Hyphaene thebaica.

CONCLUSIONS

The loci described here are a useful addition to previously published microsatellite markers for palms. Their interspecific allelic differentiation makes them particularly suitable for hybrid and gene flow analysis within Phoenix. The most polymorphic loci can be added to other SSR loci to create marker sets for genetic diversity analysis in P. dactylifera and other species. Their transferability within the Coryphoideae subfamily will facilitate the study of species with limited molecular resources, such as Chamaerops humilis.
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7.  Microsatellite markers: what they mean and why they are so useful.

Authors:  Maria Lucia Carneiro Vieira; Luciane Santini; Augusto Lima Diniz; Carla de Freitas Munhoz
Journal:  Genet Mol Biol       Date:  2016-08-04       Impact factor: 1.771

8.  A new resource for the development of SSR markers: Millions of loci from a thousand plant transcriptomes.

Authors:  Richard G J Hodel; Matthew A Gitzendanner; Charlotte C Germain-Aubrey; Xiaoxian Liu; Andrew A Crowl; Miao Sun; Jacob B Landis; M Claudia Segovia-Salcedo; Norman A Douglas; Shichao Chen; Douglas E Soltis; Pamela S Soltis
Journal:  Appl Plant Sci       Date:  2016-06-16       Impact factor: 1.936

9.  Genome-wide characterization of simple sequence repeats in Palmae genomes.

Authors:  Manee M Manee; Badr M Al-Shomrani; Mohamed B Al-Fageeh
Journal:  Genes Genomics       Date:  2020-04-03       Impact factor: 1.839

  9 in total

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