This is an Open Access article distributed under the terms of the Creative Commons Attribution License (
We established a bioinformatics pipeline to identify putative TF genes in
High-throughput qRT-PCR using a 384-well plate format enables rapid, flexible, and sensitive quantification of all predicted Medicago transcription factor mRNAs. This resource has been utilized recently by several groups in Europe, Australia, and the USA, and we expect that it will become the 'gold-standard' for TF transcript profiling in
Legumes are second only to grasses in agricultural importance [
The importance of TFs in plant biology is reflected by the fact that approximately 5% of all plant genes encode such proteins [
Transcript profiling can help to uncover the functions of TF genes/proteins by revealing where and when in a plant TF genes are expressed. This information can help direct our attention to particular organs, developmental stages, or conditions under which aberrant phenotypes might become apparent in a TF mutant of interest.
TF protein families are generally defined by the type(s) of DNA-binding domain they contain and putative TF genes are often identified on the basis of DNA sequences that encode known DNA-binding domains [
Classification of putative transcription factors of Medicago into families and sub-families
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| MYB/HD-like | 76 | IPR001005, IPR009057 | D | Myb, DNA-binding; homeodomain like |
| MYB | 58 | IPR001005 | D | Myb, DNA-binding |
| C2H2 (Zn) | 64 | IPR007087 | NA | Zn-finger, C2H2 type |
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| BHLH | 49 | IPR001092 | D | Basic helix-loop-helix dimerisation region bHLH |
| HD-like | 50 | IPR009057 | D | Homeodomain like |
| HD family | IPR001356 | D | Homeobox | |
| HD | 25 | |||
| HD-ZIP | 5 | IPR006712 | P | HD-ZIP protein, N terminus |
| HD-PHD finger | 2 | IPR001965 | P | Zn-finger like, PHD-finger |
| MADS | 48 | IPR002100 | D | TF, MADS-box |
| BZIP | 41 | IPR004827 | D | Basic Leu zipper (bZIP) TF |
| PHD | 34 | IPR001965 | P | Zn-finger like, PHD-finger |
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| C3H-type1(Zn) | 27 | IPR000571 | D | Zn-finger, C-x8-C-x5-C-x3-H type |
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| JUMONJI | 20 | IPR003347 | D | TF jumonji, jmjC |
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| HMG | 15 | IPR000637 | D | HMG-I and HMG-Y, DNA binding |
| AS2 | 14 | IPR004883 | P | Lateral organ boundaries |
| C2C2 (Zn) | ||||
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| GATA | 7 | IPR000679 | D | Zn-finger, GATA type |
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| CCAAT-HAP3 type | 12 | IPR003958 | D | TF CBF/NF-Y/archaeal histone |
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| LIM | 7 | IPR001781 | P | Zn-binding protein, LIM |
| SNF2 | 6 | IPR000330 | D | SNF2 family N-terminal domain |
| E2F/DP | 5 | IPR003316 | D | TF E2F/dimerisation partner (TDP) |
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| ARID | 4 | IPR001606 | D | AT-rich interaction region |
| HSF | 4 | IPR000232 | D | Heat shock factor (HSF)-type, DNA binding |
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| TUB | 3 | IPR000007 | D | Tubby |
| ZIM | 3 | IPR010399 | D | ZIM |
| DDT | 3 | IPR004022 | D | DDT |
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| CCHC (Zn) | 112 | IPR001878 | NA | Zn-finger, CCHC-type |
| RR | 16 | IPR001789, IPR011006 | RD | Response regulator receiver |
| DHHC (Zn) | 14 | IPR001594 | D or P | Zn-finger, DHHC-type |
| HTH | ||||
| FIS | 11 | IPR002197 | D | Helix-turn-helix, Fis-type |
| AraC | 2 | IPR000005 | D | Helix-turn-helix, AraC type |
| BTB/POZ | 7 | IPR000210 | P | BTB |
| TTF-type (Zn) | 6 | IPR006580 | D | Zn-finger, TTF-type |
| BD | 6 | IPR001487 | P | Bromodomain |
| Lambda-DB | 3 | IPR010982 | D | Lambda_DNA_bd |
| TrpR | 3 | IPR010921 | D | Trp repressor/replication initiator |
| TPR | 3 | IPR001440 | P | Tetratricopeptide TPR_1 |
| KRAB-box | 2 | IPR001909 | P | KRAB box |
| NRs | 2 | IPR008946 | LBD | Steroid nuclear receptor, ligand binding |
| R3H | 2 | IPR001374 | NA | Single-stranded nucleic acid binding R3H |
| YEATS | 2 | IPR005033 | TA | YEATS |
| U1-type (Zn) | 2 | IPR003604 | NA | Zn-finger, U1-type |
| A20-like | 2 | IPR002653 | P | Zn-finger, A20-type |
| Euk_TF | 1 | IPR008917 | D | Euk_TF, DNA binding |
| NGN | 1 | IPR006645 | D | NGN |
| p53-like | 1 | IPR008967 | D | p53-like TF, DNA binding |
| SSB protein | 1 | IPR011344 | D | Single-strand binding protein |
| ssDB TR | 1 | IPR009044 | D | Single-strand DNA binding transcriptional regulator |
| TCoAp15 | 1 | IPR003173 | D | Transcriptional coactivator p15 |
| BED-type (Zn) | 1 | IPR003656 | D | Zn-finger, BED-type predicted |
| TCoA | 1 | IPR009255 | TA | Transcriptional coactivation |
| Tc/PD | 1 | IPR001533 | TA | Transcriptional coactivator |
IMGAG (International Medicago Gene Annotation Group)-proteins were classified as putative TFs if they contained characteristic DNA-binding or other characteristic TF domains and if annotations of matching proteins obtained by BLAST searches were consistent with such a classification. TF families previously identified in plants are presented in the first part of the table while potentially novel plant TF families, which were identified by the presence of domains associated with TFs and other transcriptional regulators outside the plant kingdom, are presented in the latter part of the table. D = DNA binding domain; P = protein-protein interaction domain; NA = nucleic acid (DNA and RNA) binding domain; RD = receiver domain; LBD = ligand binding; transcriptional co-activator. Plant-specific TF families and sub-families are indicated in bold (according to [
To ensure maximum specificity and efficiency during PCR amplification of TF cDNA under a standard set of reaction conditions, a stringent set of criteria was used for primer design. This included predicted melting temperatures (
PCR primers were tested on Medicago cDNA free of genomic DNA contamination as follows. First, total RNA was extracted from various organs using Trizol reagent (Invitrogen GmbH, Karlsruhe, Germany), which yielded high quality RNA as judged by gel electrophoresis and by Agilent 2100 BioAnalyser using RNA 6000 Nano Chips (Agilient Technologies, Waldbronn, Germany). Typical RNA yields ranged from 0.5–1.0 μg RNA/mg fresh mass for nodules and leaves, respectively. Isolated RNA was treated with DNAse I (Ambion, product number 1907) to remove all contaminating genomic DNA, and this was always confirmed by PCR using primers to non-coding regions of the
Specificity of PCR primers was assessed in three ways: by melting curve analysis of PCR reaction products; by separating the products of all reactions via electrophoresis in 3% agarose gels; and by sequencing a sub-set of PCR reaction products (Figure
Ideally, PCR results in an exact doubling of the amount of dsDNA after each temperature cycle. In practice, however, this is generally not the case because the reactions are less than 100% efficient. Primer sequences can affect PCR efficiency, so we determined the efficiency of each TF primer pair from amplification plots, using LinRegPCR software [
Reference genes with stable expression/transcript levels throughout development and in the face of environmental challenge are crucial for the normalization of expression data of other genes. Potentially useful reference genes were chosen based on published data for Medicago (e.g.
Medicago reference genes and primers for qRT-PCR
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| β Tubulin | TC106341 | N | TTTGCTCCTCTTACATCCCGTG / GCAGCACACATCATGTTTTTGG | 100 | 1.08 | 1.00 |
| PPRrep | TC96273 | N | GGAAAACTGGAGGATGCACGTA / ACAAGCCCTCGACACAAAACC | 100 | 0.93 | 1.00 |
| PDF 2 | TC107161 | N | GTGTTTTGCTTCCGCCGTT / CCAAATCTTGCTCCCTCATCTG | 100 | 0.99 | 1.00 |
| bHLH | CX538576 | N | TAGCGAGTACCATGATGCCAGA / GCGCCTCTTTTGTTTTCAGC | 100 | 0.89 | 1.00 |
| UBC | AW686873 | N | CTGACAGCCCACTGAATTGTGA / TTTTGGCATTGCTGCAAGC | 100 | 0.96 | 1.00 |
| PTB | TC111751 | N | CGCCTTGTCAGCATTGATGTC / TGAACCAGTGCCTGGAATCCT | 100 | 0.85 | 1.00 |
| Ubiquitin | TC102473 | AC137828_19.4 | GCAGATAGACACGCTGGGA / AACTCTTGGGCAGGCAATAA | 100 | 0.95 | 1.00 |
| UBC9 | TC106312 | AC137602_2.4 | GGTTGATTGCTCTTCTCTCCCC / AAGTGATTGCTCGTCCAACCC | 100 | 1.13 | 0.99 |
| Helicase | CB892427 | N | GTACGAGGTCGGTGCTCTTGAA / GCAACCGAAAATTGCACCATAC | 100 | 0.91 | 1.00 |
| ELF1α | EST317575 | N | GACAAGCGTGTGATCGAGAGATT / TTTCACGCTCAGCCTTAAGCT | 100 | 0.68 | 0.98 |
| UPL7 | TC111218 | N | CCAGTTGTTCTCGTGGTCCATT / CCTCCAATTGTCGCCCAAA | 100 | 0.93 | 1.00 |
| GAPDH | MtC00030_GC | CT573421_3.4 | TGCCTACCGTCGATGTTTCAGT / TTGCCCTCTGATTCCTCCTTG | 100 | 1.04 | 0.99 |
| Actin2 | TC107326 | AC137836_27.5 | TCAATGTGCCTGCCATGTATGT / ACTCACACCGTCACCAGAATCC | 100 | 1.12 | 0.99 |
| MSC27 | X63872 ( |
N | GTTGAAGTAGACATTGGTGCTAACG / AGCTGAGTCATCAACACCCTCAT | 100 | 0.76 | 0.99 |
Mean PCR efficiency (E) was determined from three biological replicates of each of six organs, using LinRegPCR [
To get an overview of TF gene expression in
Organ-enhanced TF genes
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| AC140721_12.1 | 121.5 | 320.1 | 1623.4 | 2676.5 |
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161.2b | 144.5b | 219.2b | 158.1b | 99.9 | Mtr.50075.1.S1_s_at |
| AC135101_25.1 | 312.2 | 438.0 | 291.6 | 787.0 |
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n | n | n | n | n | n |
| AC140721_14.1 | 1204.9 | 751.2 | 956.6 | 6296.6 |
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n | n | n | n | n | n |
| AC140031_3.1 | 275.4 | 1157.3 | 923.4 | 258916.9a |
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0.4 | 0.7 | 0.8 | 0.9 | 2.2 | Mtr.47227.1.S1_s_at |
| AC140721_13.1 | 39.9a | 179.8 | 614.8 | 935.1a |
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35.9 | 48.1b | 41.2 | 44.2b | 39.5 | Mtr.50074.1.S1_at |
| AC140031_7.1 | 360.2a | 830.6 | 1542a | 6868.8 |
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0.7b | 1b | 1.1b | 1b | 0.9b | Mtr.47229.1.S1_at |
| AC146574_6.1 | 1095.7 |
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48.8 | 51.8 | 88.8 | 1.2b | 1.1b | 1.3b | 1.1b | 1.2b | Mtr.40781.1.S1_s_at |
| AC125478_13.7 | 1117.4 | 7008.0 | 3264.9a | 7256.6 |
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211.5b | 248.8b | 296.4b | 228.7b | 45.3 | Mtr.15416.1.S1_at |
| AC125478_7.2 | 1052.3 | 503.3 | 938.4a | 2754.5 |
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n | n | n | n | n | n |
| AC122726_21.111 | 50.0 | 48.0 | 20943.9 | 2658.6 |
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74.3b | 76.4b | 72.8b | 82.8b | 26.6 | Mtr.15568.1.S1_s_at |
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| AC148816_3.2 | 9966.7 | 1826.2 | 6262.9 | 21709.1 |
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434.6b | 516.8b | 455b | 521.7b | 551.4b | Mtr.14503.1.S1_at |
| AC147774_3.2 |
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466.7 | 726.3 | 881.2 | 498.5 | 17.7b | 16b | 17.8b | 19.1b | 16.1b | Mtr.19554.1.S1_at |
| AC138056_33.241 | 43.9 | 93.2 | 18.3 | 17.3 |
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0.9b | 0.8b | 0.8b | 1.1b | 1.1b | Mtr.17993.1.S1_at |
| AC124214_39.2 | 121.8 | 92.1 | 44.8 | 64.9 |
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n | n | n | n | n | n |
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| AC143340_4.7 | 154.1 |
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173.3 | 180.3a | 407.3 | 1.6b | 1.8b | 1.7b | 1.7b | 1.7b | Mtr.17931.1.S1_at |
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| AC129092_13.1 |
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383.3 | 65.1 | 1683.9 | 318.1 | 24.2 | 47.1b | 38.2 | 45.4b | 55.1b | Mtr.16432.1.S1_at |
| AC148485_10.1 | 476.2 | 203.7 |
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174.6 | 44.5 | 36.5b | 32.9b | 22.0 | 34.7b | 29.7b | Mtr.20392.1.S1_at |
| AC140915_20.1 | 169.5 | 101.1 |
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481.0 | 178.7 | 1.4b | 1.4b | 1.3b | 1.3b | 1.6b | Mtr.51688.1.S1_at |
| AC141107_50.2 | 38.2 | 33.0 |
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114.0 | 97.4 | n | n | n | n | n | n |
| AC144731_15.21 | 64.4 | 44.3 | 33.6 | 61.5 |
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0.6b | 0.6b | 0.8b | 0.8b | 0.8b | Mtr.19093.1.S1_at |
| AC150978_12.1 | 235.3 | 198.5 | 48.4 |
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16.9 | n | n | n | n | n | n |
| AC141107.5.61 | 261.1 | 127.8 |
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96.4 | 71.5 | 0.9b | 0.9b | 0.8b | 0.1b | 1.1b | Mtr.51651.1.S1_at |
| AC157472_19.1 | 60.2a | 92.1 |
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61.5a | 113.6 | n | n | n | n | n | n |
| AC148527_19.141 | 188.4 | 42.1 | 17.3 | 26.5 |
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n | n | n | n | n | n |
| AC144726_6.1 | 254.7 | 55.2 |
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112.7a | 754.7 | 59.2 | 73.7b | 7.6 | 89.2 | 97.9b | Mtr.19024.1.S1_at |
| AC157488_16.1 | 7053.2a | 141.1 | 18.7 | 81.8 |
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n | n | n | n | n | n |
| AC123899_15.181 |
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92.2 | 19.1 | 62.8 | 24.9 | 0.9b | 0.5b | 0.8b | 0.1b | 0.8b | Mtr.52015.1.S1_at |
A TF gene was considered organ-enhanced if transcript levels for that gene were more than 10-fold higher in one organ than in any other organ. Transcript ratios were calculated using the mean of three biological replicates for each organ. Data from qRT-PCR are compared with data for the same RNA samples obtained from Affymetrix Gene chips [
We have established a flexible platform for high-throughput qRT-PCR analysis of Medicago TF gene expression that is based on gene-specific primers arrayed in 384-well plates and SYBR® Green detection of gene-specific PCR amplicons. Currently, the platform has primer pairs for 1045 TF genes and we have plans to extend this to all predicted Medicago TF genes as genome sequencing progresses. At this stage, the resource has been utilized by several groups in Europe, Australia, and the USA, and we expect it will become the 'gold-standard' for TF transcript profiling in
Vegetative organs (leaves, stems, roots, and nodules) were harvested 28 days after planting. Leaf material did not include petioles and stems did not include buds. Roots consisted of the entire root system with laterals. Several plants grown at the same time were pooled for each of the three biological replicates. Biological replicates were planted on separate days. Nodules were harvested from plants inoculated with
Total RNA was extracted using Trizol reagent [
First-strand complementary DNA was synthesized by priming with oligo-dT12–18 (Qiagen, Hilden, Germany), using SuperScript III reverse transcriptase (Invitrogen GmbH, Karlsruhe, Germany) following the instructions of the provider. To assess cDNA synthesis efficiency, qPCR was used to amplify segments in the 5' and 3' regions of
The primer design pipeline was implemented in object-oriented PERL modules supported by a MySQL relational database. Primers iterated through three phases before approval: design, specificity, and selection.
The design phase interrogated TF genes with a sliding window 250 bp across that stepped 50 bp along the entire target sequence, generating primer candidates at each window. Experimental conditions, as outlined in the Results section above, were enforced by the following MIT Primer3 parameters: PRIMER_MIN_TM 58, PRIMER_OPT_TM 60, PRIMER_MAX_TM 61, PRIMER_SELF_ANY 6, PRIMER_SELF_END 2, PRIMER_MAX_POLY_X 3, and PRIMER_PRODUCT_SIZE_RANGE '100–150' [
PCR reactions were carried out in an ABI PRISM® 7900 HT Sequence Detection System (Applied Biosystems, Foster City, CA, USA). SYBR® Green was used to quantify dsDNA synthesis. Reactions (5 μl total volume) were performed in an optical 384-well plate containing 2.5 μl 2 × SYBR® Green Power Master Mix reagent (Applied Biosystems, Warringen, UK), 5 ng cDNA and 200 n
Data analysis was performed with the SDS 2.2.1 software (Applied Biosystems). To determine the threshold cycle value (CT) for each PCR reaction, the threshold (Δ
The authors declare that they have no competing interests.
KK performed the experimental work and helped draft the manuscript. W-RS, TC, and MS helped to conceive the project and provided practical advice. MW, FC, and CDT carried out bioinformatic analysis of Medicago TFs, and HW designed gene-specific primers. JCR and YX were responsible for the sequencing and analysis of the PCR products. IT carried out qRT-PCR and TG performed statistical analyses. MU designed and coordinated the project and wrote the manuscript.
Complete list of TF genes, primer sequences and corresponding PCR efficiencies. The TF primer platform was established based on the data for the gene models according to SA, specific amplification; NA, no amplification; NS, non-specific amplification. RT-PCR products of primer sequences indicated in bold were sequenced.
Click here for file
Complete list of TF genes, gene families and experimental data. Shown are the Medicago gene Accession Numbers (TIGR) in ascending order, the TC number if available, as well as the transcription factor family and the subfamily names. The next columns show experimental results for the real-time RT-PCR reactions performed on six different organs of Medicago in three indipendent biological replicates, as explained in the manuscript. CT = not normalized CT value, ΔCT = CT value normalized against the geometric mean of 4 house keeping genes; ΔΔCT = power(PCReff;-ΔCT); log2 ΔΔCT = logarithmus of ΔCT.
Click here for file
This work was supported in part by the European Commission FP6 Framework Programme Grain Legume Integrated Project (FOOD-CT-2004-506223), the Max Planck Society, the National Research Initiative (NRI) Plant Genome Program of the USDA Cooperative State Research, Education and Extension Service (CSREES), and the Samuel Roberts Noble Foundation.