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. 2014 Jan 7;2(1):apps.1300058. doi: 10.3732/apps.1300058

In silico mining of microsatellites in coding sequences of the date palm (Arecaceae) genome, characterization, and transferability1

Frédérique Aberlenc-Bertossi 2,8, Karina Castillo 2, Christine Tranchant-Dubreuil 2, Emira Chérif 2,3, Marco Ballardini 4, Sabira Abdoulkader 2,5, Muriel Gros-Balthazard 2,6, Nathalie Chabrillange 2, Sylvain Santoni 7, Antonio Mercuri 4, Jean-Christophe Pintaud 2
PMCID: PMC4123382  PMID: 25202594

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.

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


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.

Locus Primer sequences (5′–3′)a Repeat motif Size range (bp)b Scaffold ID Start Stop Gene annotation E-value Organism
mPdIRD01 F: CTCGGAAGGGTATGGACAAA (AAG)3 200 PDK_20s1306691 24393 24401 Putative pectinesterase/pectinesterase inhibitor 28 4.00E-87 Arabidopsis thaliana
R: TTGCCTTCGACGTGGTAGTA
mPdIRD03 F: CATTGATCCAACACCACCAC (CCT)6 192–198 PDK_20s1315791 3431 3448 Cysteine-rich receptor-like protein kinase 2 1.00E-166 Arabidopsis thaliana
R: GCCAAAACCAGCTCTGGTAAC
mPdIRD04 F: TTGGTGGCCTTTCTCAGAGT (AGC)6 255–261 PDK_20s13282911 9405 9422 S-adenosylmethionine synthase 10 6.00E-77 Oryza sativa
R: TGGGATCAAAGTAGGGTTGG
mPdIRD05 F: CTATCAGGATGGGGGTGATG (GAT)6 301–302 PDK_20s1366071 11666 11683 DEAD-box ATP-dependent RNA helicase ISE2, chloroplastic 3.00E-09 Arabidopsis thaliana
R: ACCCATCTGCATAGCTCCAG
mPdIRD07 F: TGCAATACGATGGCAGAGTC (TGG)6 182–212 PDK_20s1387131 3737 3754 No hit
R: CCTTGCAAGTTTTCCACACC
mPdIRD08 F: CTATTGGGTCCCTTGGTGAG (GAT)6 202 PDK_20s1402051 10945 10962 No hit
R: TGACTGCTCGTCATCAGGTC
mPdIRD10 F: ATGCGTTCATCTCCCTTGAG (CAG)6 194–214 PDK_20s1405881 31976 31993 No hit
R: GCTGCAAACATCATCCTCAC
mPdIRD11 F: GAGTTGGAGGCAAAACCAGA (GAT)6 309–317 PDK_20s1422271 4385 4402 Two-component response regulator-like APRR9 5.00E-18 Arabidopsis thaliana
R: CCACAAAACCCTTGTCTTCC
mPdIRD13 F: GCGGAGACAGGAGATGGTAA (CAC)6 198–227 PDK_20s1496731 12538 12555 Trihelix transcription factor GT-2 8.00E-62 Arabidopsis thaliana
R: CTTGACTGCTTCTGCTGCTG
mPdIRD14 F: GAGGGGTTCACGTTTGTGTC (GCG)6 163 PDK_20s1505351 9121 9138 Probable ascorbate-specific transmembrane electron transporter 1 1.00E-82 Oryza sativa
R: GCACCAAGCACAAGAGCAAT
mPdIRD15 F: CCGAGTCTGGCGAAGTAAAC (GAA)6 406–408 PDK_20s1507261 2378 2395 Eukaryotic translation initiation factor 2 subunit beta 1.00E-22 Wheat
R: CTCCCCTTCCTCATCCTCTC
mPdIRD16 F: CTGTCCGATCGAATTCTGC (CAG)6 197–214 PDK_20s1521921 7038 7055 Probable WRKY transcription factor 41 3.00E-47 Arabidopsis thaliana
R: GGACATCTCTTTGCGGTCAT
mPdIRD17 F: GTGGGAGAAACCCGAAGAAT (AGC)6 199–202 PDK_20s1549911 54838 54855 Flowering time control protein FCA 3.00E-38 Arabidopsis thaliana
R: CTGCTGCCTCATCTGCATT
mPdIRD20 F: TTGAATGGTCCCCTGTAGGT (AGT)6 341–373 PDK_20s1640771 6702 6719 Transcription factor bHLH62 7.00E-57 Arabidopsis thaliana
R: GTCCCAGCATGATTGCAGTA
mPdIRD22 F: GGCTGTATGGGAAAGACCTG (GAA)6 231–271 PDK_20s1726541 2878 2895 Probable peptide/nitrate transporter At1g59740 4.00E-40 Arabidopsis thaliana
R: CCTGCTGCATATTCTTCGTG
mPdIRD24 F: GCTCCTGCAGAACCTGAAAC (AAG)6 184 PDK_20s1762671 5194 5211 Probable nucleolar protein 5-1 2.00E-46 Arabidopsis thaliana
R: GGACATCACCGTCCAATTCT
mPdIRD25 F: CACTGGAAATTCAGGGCCTA (AGG)6 193–205 PDK_20s1831761 4692 4709 Heat stress transcription factor A-2c 8.00E-135 Oryza sativa
R: CCCAATTTCTCAGCCAAGAC
mPdIRD26 F: CCTCCAGTTCATGCTTCTCC (ACC)7 189–192 PDK_20s130094114 13441 13461 Protein transport protein Sec24-like At3g07100 4.00E-99 Arabidopsis thaliana
R: GAGCAGACCCGACAGACAAT
mPdIRD28 F: GAAACGGTATCGGGATGATG (TGA)7 299–306 PDK_20s1327431 28753 28773 Nuclear cap-binding protein subunit 2 3.00E-82 Arabidopsis thaliana
R: TTAACGACGCCGTTTCCT
mPdIRD29 F: GGCTCCACCATCATTGACA (CCA)7 205–217 PDK_20s1359471 804 824 Putative pectinesterase 14 1.00E-34 Arabidopsis thaliana
R: AACAGCATCGACTGCCTTCT
mPdIRD30 F: GCAGATGGTTGAAAGCTCCT (TCA)7 218–224 PDK_20s1398581 15353 15373 No hit
R: CCCCATTAACAGGATCAACG
mPdIRD31 F: GCAGGTGGACTGCAAAATCT (CCA)7 343–372 PDK_20s1419261 29072 29092 Flowering time control protein FY 4.00E-76 Arabidopsis thaliana
R: CTATTGGGGTGCTGATCCAT
mPdIRD32 F: AAGAAGACATTCCGGCTGGT (ATC)7 148–163 PDK_20s1457341 3172 3192 Probable alpha-glucosidase Os06g0675700 0.0 Oryza sativa
R: GCGGGTGTGTGATATTGATG
mPdIRD33 F: GGAGCATACAGTGGGTTTGC (CAG)7 189–213 PDK_20s1569281 5206 5226 Putative clathrin assembly protein At4g25940 6.00E-133 Arabidopsis thaliana
R: CAGCCTGGGAATGAGGATAG
mPdIRD35 F: CAGCCCCTTACTCAGACTGG (GCA)7 209 PDK_20s1690511 5056 5076 No hit
R: CCCATAAGCTGATTGTGCTG
mPdIRD36 F: GACACGTTGACGATGTGGAA (TCA)8 162–177 PDK_20s1457341 3210 3233 Probable alpha-glucosidase Os06g0675700 0.0 Oryza sativa
R: CCATTGCTGTTGAGGAGGAG
mPdIRD37 F: TTTCCTGCTCGAAAGACACC (AGC)9 171–191 PDK_20s1521781 15593 15619 Hydroxyphenylpyruvate reductase 3.00E-71 Solenostemon scutellarioides
R: CTTAGCCAGCCTCCACACTC
mPdIRD40 F: GAGAGATGCGTCAGGGAATC (CCAGTG)4 175–211 PDK_20s1327401 16193 16216 No hit
R: CCAGAATCTTCCAAGCAAGC
mPdIRD42 F: GAGGCAAAACTATGGGAAGC (CCAGCA)4 82–86 PDK_20s1397171 13789 13812 Histone-lysine N-methyltransferase SUVR2 6.00E-04 Arabidopsis thaliana
R: TTCACTGGAGCAAGGGTAGG
mPdIRD43 F: GCAGCCATTGCTTACAGTGA (AACCCT)4 202–208 PDK_20s1411101 2862 2885 Chaperone protein ClpB1 2.00E-05 Arabidopsis thaliana
R: TAAACTGCTGCCTTCCTTGG
mPdIRD44 F: CAGATCCGGGAGATGATGAA (TGGTGC)4 263 PDK_20s1467201 3121 3144 Two-component response regulator ARR2 2.00E-06 Arabidopsis thaliana
R: AGCAGGAGCAGCTGCATAA
mPdIRD45 F: TAGCCTGTGCATGTTCGTTG (AGCATC)4 197 PDK_20s1473281 13788 13811 No hit
R: AACAGCAGCTGATGGTGATG
mPdIRD46 F: ATGGGTCCATTGGAGGAACT (CAGGCA)4 173–197 PDK_20s1677871 3983 4006 Protein spotted leaf 11 0.0 Oryza sativa
R: GACGGAGACCTTGACTGCTC
a

Annealing temperature for all primers is 60°C.

b

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.a

Locus Pdac (7) Prec (2) Proe (2) Prup (2) Pthe (2) Phyb (1) All (16) SMb Locus comment
mPdIRD01 M M M M M M M 100% amplification, monomorphic
mPdIRD03 P M M M Failed Failed P 3 Partial amplification, intra- or interspecific polymorphism
mPdIRD04 M M M M M M P 3 100% amplification, interspecific polymorphism
mPdIRD05 M M M M M M P No 100% amplification, interspecific polymorphism
mPdIRD07 M M M M P M P 3 Partial amplification, intra- or interspecific polymorphism
mPdIRD08 M Failed Failed Failed Failed Failed M Partial amplification, monomorphic
mPdIRD10 P P M Failed M Failed P 3 Partial amplification, intra- or interspecific polymorphism
mPdIRD11 P P P M M M P 3 100% amplification, intra- or interspecific polymorphism
mPdIRD13 P P P M P M P 3 100% amplification, intra- or interspecific polymorphism
mPdIRD14 M Failed Failed Failed Failed Failed M Partial amplification, monomorphic
mPdIRD15 M M M M M P P No 100% amplification, interspecific polymorphism
mPdIRD16 P M M M M M P 3 100% amplification, intra- or interspecific polymorphism
mPdIRD17 M M M M M P P 3 100% amplification, interspecific polymorphism
mPdIRD20 M P M M P M P 3 100% amplification, intra- or interspecific polymorphism
mPdIRD22 M M M P M M P 3 100% amplification, intra- or interspecific polymorphism
mPdIRD24 M M M M M M M 100% amplification, monomorphic
mPdIRD25 P P M M M M P 3 100% amplification, intra- or interspecific polymorphism
mPdIRD26 P M M M M M P 3 Partial amplification, intra- or interspecific polymorphism
mPdIRD28 P M P M M M P No 100% amplification, intra- or interspecific polymorphism
mPdIRD29 P P M Failed Failed Failed P 3 Partial amplification, intra- or interspecific polymorphism
mPdIRD30 P P Failed Failed M Failed P 3 Partial amplification, intra- or interspecific polymorphism
mPdIRD31 P P M M M M P 3 100% amplification, intra- or interspecific polymorphism
mPdIRD32 M P M M M P P 3 100% amplification, intra- or interspecific polymorphism
mPdIRD33 P P M M M M P 3 100% amplification, intra- or interspecific polymorphism
mPdIRD35 M M M M M M M 100% amplification, monomorphic
mPdIRD36 M P M M M P P 3 100% amplification, intra- or interspecific polymorphism
mPdIRD37 P P P P M P P 3 Partial amplification, intra- or interspecific polymorphism
mPdIRD40 P P M M P P P 3 100% amplification, intra- or interspecific polymorphism
mPdIRD42 P Failed Failed Failed Failed Failed P No Partial amplification, intra- or interspecific polymorphism
mPdIRD43 P M M M M M P 6 100% amplification, intra- or interspecific polymorphism
mPdIRD44 P Failed Failed Failed Failed Failed P No Partial amplification, intra- or interspecific polymorphism
mPdIRD45 M Failed Failed Failed Failed Failed M Partial amplification, monomorphic
mPdIRD46 P P P P P P P 6 100% 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.

a

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.

b

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/Prec Phoenix dactylifera Chamaerops humilis
Locus N A Ho He FIS N A
mPdIRD11 18/9/2 2/2/2
mPdIRD13 700/560/25 10/2/4 7 4
mPdIRD16 100/87/2 3/2/1 7 2
mPdIRD20 100/87/2 5/1/2 7 5
mPdIRD22 100/87/2 5/1/1
mPdIRD25 300/108/60 5/4/2 0.29 0.42 0.31* 51 3
mPdIRD28 184/108/15 9/4/3 0.06 0.44 0.85*
mPdIRD30 83/28/15 4/3/2 0.11 0.10 −0.04
mPdIRD31 850/573/85 12/4/4 0.19 0.20 0.03 51 3
mPdIRD32 186/108/15 6/1/4 51 2
mPdIRD33 1000/618/85 12/4/8 0.19 0.23 0.16* 51 12
mPdIRD36 186/108/15 5/1/3 51 1
mPdIRD40 1000/645/85 11/8/6 0.47 0.53 0.11* 51 2
mPdIRD43 100/87/2 2/2/1 7 1
mPdIRD46 80/32/5 6/3/3

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.

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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