| Literature DB >> 27095276 |
Luciana Souto Mofatto1, Fernanda de Araújo Carneiro2, Natalia Gomes Vieira2, Karoline Estefani Duarte2, Ramon Oliveira Vidal1, Jean Carlos Alekcevetch2, Michelle Guitton Cotta2, Jean-Luc Verdeil3, Fabienne Lapeyre-Montes3, Marc Lartaud3, Thierry Leroy3, Fabien De Bellis3, David Pot3, Gustavo Costa Rodrigues4, Marcelo Falsarella Carazzolle1, Gonçalo Amarante Guimarães Pereira1, Alan Carvalho Andrade2,5, Pierre Marraccini6,7.
Abstract
BACKGROUND: Drought is a widespread limiting factor in coffee plants. It affects plant development, fruit production, bean development and consequently beverage quality. Genetic diversity for drought tolerance exists within the coffee genus. However, the molecular mechanisms underlying the adaptation of coffee plants to drought are largely unknown. In this study, we compared the molecular responses to drought in two commercial cultivars (IAPAR59, drought-tolerant and Rubi, drought-susceptible) of Coffea arabica grown in the field under control (irrigation) and drought conditions using the pyrosequencing of RNA extracted from shoot apices and analysing the expression of 38 candidate genes.Entities:
Keywords: Candidate gene; Coffee; Differential gene expression; Drought; RNA-Seq; Real-time PCR (RT-qPCR)
Mesh:
Substances:
Year: 2016 PMID: 27095276 PMCID: PMC4837521 DOI: 10.1186/s12870-016-0777-5
Source DB: PubMed Journal: BMC Plant Biol ISSN: 1471-2229 Impact factor: 4.215
Fig. 1Tissue dissection of plagiotropic buds. a The plagiotropic buds (including small leaves) were collected from plants during the 2011 dry season and used to extract RNA for qPCR expression analysis. b Meristem and leaf primordium dissected from plagiotropic buds harvested during the 2009 dry season and used to extract RNA for pyrosequencing. The dotted circles show the position of meristem and leaf primordium. The same scale (white bar = 1 mm) is used for both documents
Candidate genes and corresponding primers used for qPCR experiments
| Gene | Protein name |
| GB | ATP | SGN | Primer | Primer sequences | bp |
|---|---|---|---|---|---|---|---|---|
|
| Ubiquitin | Cc02_g31600 | GW488515 | 32782 | U637098 | BUBI-F | 5’ AAGACAGCTTCAACAGAGTACAGCAT 3’ | 104 |
|
| Putative aldose 1-epimerase | Cc07_g03170 | GT005185 | 716 | U637659 | 716-1 F | 5' CGGTGATGTCCTCTCTGATGAG 3’ | 75 |
|
| Chlorophyll a/b-binding protein | Cc09_g09030 | GT003492 | 33540 | U629601 | 48565-F | 5’ GTTCAAGGCTGGATCCCAAA 3’ | 100 |
|
| Class III chitinase | Cc11_g00410 | GT012279 | 32745 | U637166 | 50103-F | 5’ AATCAAGCGACCGTCCATTC 3’ | 70 |
|
| Putative chitinase | Cc00_g14300 | GT011845 | 32737 | U638035 | 53058-F | 5’ CCTGCTCGCGGTTTCTACAC 3’ | 70 |
|
| Chitinase-like protein | Cc03_g13720 | GW491433 | 32875 | U645893 | 23638-F | 5’ AAACGGCCCGTCCAGAA 3’ | 130 |
|
| Dirigent-like protein | Cc00_g27410 | GW477731 | 35149 | nf | 39577-F | 5’ TTGGTAGTCCGGCGAGAGAA 3’ | 70 |
|
| Early light-induced protein (ELIP) | Cc03_g04300 | GR985685 | 32771 | U631550 | 32771-F | 5’ TCGGTTGCCATGCAATCTT 3’ | 100 |
|
| Glucosyltransferase arbutin synthase | Cc02_g39100 | GT697284 | 3945 | U632419 | 632419-F | 5’ GCTGACGACGTTAGGATTGAGA 3’ | 101 |
|
| Glycin-rich protein | Cc00_g16260 | GW430980 | 32799 | U635030 | 53139-1 F | 5’ CACATATGCTGGTGAGCCAAA 3’ | 100 |
|
| Putative histone H2A | Cc01_g12440 | GT723387 | 33557 | U630412 | 53417-F | 5’ GCACTGGAGCTCCGGTCTAC 3’ | 80 |
|
| Heat schock protein (HSP) 70 kDa | Cc02_g08040 | GR982512 | 33197 | U636531 | 33197-1 F | 5’ GGCGTCTGGCAACACGAT 3’ | 100 |
|
| Myo-inositol 1-phosphate synthase | Cc07_g15530 | GT003538 | 10496 | U632517 | 10496-1 F | 5’ AAGCAACCTGAATTTGGCTGAT 3’ | 100 |
|
| Jasmonate O-methyltransferase | Cc03_g07330 | GR989151 | 33008 | U631389 | 47327-F | 5’ CTGTGGCTGAACCCTTGCTT 3’ | 100 |
|
| Momilactone-A synthase | Cc00_g13640 | GW479615 | 33413 | nf | 33413-F | 5’ GGGCAGAGGCACGAAAAA 3’ | 60 |
|
| Putative phloem protein 2 (PP2) | Cc03_g13000 | GR995691 | 33207 | U633544 | 33207-F | 5’ GGTGTTGGCGATGTCGAGAT 3’ | 90 |
|
| Photosystem II CP47 (psbB)-like protein | nf | GW447378 | 22102 | U630312 | 55586-F | 5’ ATCGGAAATAATCCGGCAAA 3’ | 80 |
|
| S-adenosyl-methionine-methyltransferase | Cc03_g05630 | DV672716 | 754 | U629783 | 34318-F | 5’ AACGTTTGGGTGATGAATGTTG 3’ | 80 |
|
| S-adenosyl-L-methionine decarboxylase | Cc11_g11130 | GT002431 | 8508 | U629687 | 8508-1 F | 5’ CTCGATTCCTCCCATCCTGAA 3’ | 100 |
|
| Subtilisin-like protein | Cc00_g19100 | GW430663 | 1620 | nf | 7961-F | 5’ CCATCGTTCTCGGTGGTCTT 3’ | 80 |
|
| Hypothetical S/T protein kinase | Cc00_g18670 | GT687049 | 6301 | U631794 | 6301-1 F | 5’ CCACCCACAAGCTGTATTCTCA 3’ | 80 |
|
| Unknown protein 1 | Cc03_g08880 | DV689820 | 33062 | U614843 | 182052-F | 5’ TATAGTGTTTATGGTGTGGCTTTCAGT 3’ | 79 |
|
| Unknown protein 2 | Cc07_g01940 | DV708962 | 31492 | U637447 | 33353-F | 5’ GAACTTACAAACGCGCGTAACC 3’ | 80 |
|
| Unknown protein 3 | nf | nf | 22823 | nf | 22823-F | 5’ GGAAGCATGCACACAGAAAATAGA 3’ | 80 |
|
| Unknown protein 4 | Cc06_g11210 | GW465088 | 39984 | nf | 55677-F | 5’ GCTGTGGTTTTAAAGTTTTGATGGA 3’ | 81 |
|
| Unknown protein 5 | Cc08_g09510 | GW474926 | 4578 | nf | 4578-F | 5’ GGAGTTCCTGTCCGAAGTTGTT 3’ | 80 |
|
| Unknown protein 6 | Cc03_g06850 | GT002178 | 34993 | U632634 | 34993-F | 5’ AAGCCAATGCCGATCGATT 3’ | 100 |
|
| Unknown protein 7 | Cc03_g00560 | GW444736 | 33613 | U631416 | 25639-F | 5’ CGAGGAAGCTGAAGGAAAGGA 3’ | 61 |
|
| Unknown protein 8 | Cc00_g04970 | DV695331 | 33190 | U640780 | LP18101-F | 5’ CTCGCGTGGCCGAGATC 3’ | 100 |
|
| Unknown protein 9 | Cc03_g08920 | GT649500 | 32762 | U636808 | 30926-F | 5’ CGGAGGAGGCCATGGAGGT 3’ | 123 |
|
| Unknown protein 10 | nf | GT648004 | 14813 | U645073 | D18240-F | 5’ TAGCCTTGTTCTTTTAGGGAGTCTTATC 3’ | 134 |
|
| Unknown protein 11 | Cc03_g14330 | GR991912 | 8598 | U637116 | 32792-F | 5’ GCTGGGAAAGCTACAGAAACCA 3’ | 100 |
|
| Unknown protein 12 | Cc10_g12840 | nf | 53029 | nf | 53029-F | 5’ CTTCACACCATTCAGACAATCGA 3’ | 100 |
|
| Unknown protein 13 | Cc00_g17760 | GT673421 | 14198 | U639484 | 33980-F | 5’ ATTGCCCTGTTTGCATGCAT 3’ | 100 |
|
| Unknown protein 14 | Cc00_g16260 | GT672564 | 48325 | U635030 | 11524-F | 5’ GGCGGTTGTCATGGATACG 3’ | 119 |
|
| Unknown protein 15 | Cc00_g04970 | GR983286 | 33190 | U636790 | 05517-F | 5’ AAAATTTCACCACGGCAAGCT 3’ | 72 |
|
| Unknown protein 16 | nf | GW464209 | 9761 | U639049 | 18112-F | 5’ TGTGAACTGCCATCCCAAGA 3’ | 88 |
|
| Unknown protein 17 | Cc03_g08920 | GT685623 | 32762 | U636800 | 42747-F | 5’ AGGTGGCTGCCAAGTCAGTT 3’ | 71 |
|
| Non-specific lipid transfer protein (nsLTP) | Cc11_g09700 | HG008739 | 46897 | U632702 | LTP-R2 | 5’ CACCATTACATGGGAACGTTGC 3’ | 120 |
|
| Non-specific lipid transfer protein (nsLTP) | Cc04_g06890 | HG008741 | 33368 | U632702 | LTP-R1 | 5’ ATTCAACACCATTACTAGTTTTCGAGC 3’ | 113 |
|
| nf | - | U632702 | LTP-F100 | 5’ TGCAATTTTATCAAAGATCCAGC 3’ | 93 |
Gene names were assigned based on the best BLAST hit obtained by comparing the coffee ESTs with public databases. C. canephora means coffee sequences that aligned with the candidate genes using BLASTx searches against NR/NCBI and filtration (http://coffee-genome.org [59]). GenBank (GB: http://blast.ncbi.nlm.nih.gov/Blast.cgi), ATP (http://www.lge.ibi.unicamp.br/cirad/) and SGN (Sol Genomics Network, http://solgenomics.net/) accession numbers of coffee ESTs are also given, as well as the length of base pairs (bp) of amplicons. nf: no-hits found (SGN: tools/blast/SGN Clusters [current version] / Coffee species Clusters, GB: BLASTn/Nucleotide collection [nr/nt]). The size of amplicons is based on the unigene. (a): candidate genes (n = 20) identified during this study. (b): orphan genes (n = 14) previously described [35] and analysed in this study. (c): orphan genes (n = 3) with expression already been studied in leaves of DT and DS clones of C. canephora conilon [10, 11, 36]. (d): LTP-encoding genes were previously described [37]
Fig. 2Predawn leaf water potentials (Ψ pd) measured in plants of C. arabica. Rubi (RUB, triangle) and IAPAR59 (I59, square) cultivars were grown under control (C, open symbols) and drought (D, black symbols) conditions. Ψ pd values (expressed in mega-Pascal, MPa) were measured once a week during the 2009 dry season (23-month-old plants) (a). The time scale is in days and months (dd/mm, from 20/05 to 02/10). Vertical bars are standard deviations (n = 9 leaves) and the dashed vertical line (20/08) represents the harvest point of plagiotropic buds for RNA extraction for 454 sequencing and leaves for microscopic analyses. b Ψ pd of Rubi and IAPAR59 plants (47-month-old plants) measured at the end of the 2011dry season. In this case, Ψ pd values ranged from -0.1 to -0.2 MPa for the control conditions, but were below (< -4.0 MPa = severe drought) the range of use of a Scholander-type pressure chamber for drought conditions
Characteristics of reads used in this work
| Libraries | Total reads | Trimmed reads | Average length of reads |
|---|---|---|---|
| Public Sanger database | 195,110 | 151,403 | 518 |
| I59-C | 135,304 | 66,641 | 325 |
| I59-D | 282,213 | 112,518 | 351 |
| RUB-C | 230,064 | 101,394 | 360 |
| RUB-D | 345,751 | 153,572 | 342 |
| Total | 1,188,442 | 585,528 | 379.2 |
Statistics of all reads used in this work: public Sanger reads and 454 sequenced reads from two cultivars under two conditions. Cultivars (RUB: Rubi and I59: IAPAR59) of C. arabica and treatments (C control and D drought) are indicated. The number of total reads, trimmed reads and average read length (in bp) are indicated
Reads showing differential expression between cultivars and/or treatments
| Libraries | EdgeR DEG (% of total clusters) | DEseq DEG (% of total clusters) | Total DEG (% of total clusters) | Up-regulated clusters (% of total clusters) | Down-regulated clusters (% of total clusters) |
|---|---|---|---|---|---|
| I59-D/I59-C | 209 (0.49 %) | 176 (0.41 %) | 226 (0.52 %) | 165 (0.38 %) | 61 (0.14 %) |
| RUB-D/RUB-C | 323 (0.75 %) | 306 (0.71 %) | 343 (0.80 %) | 251 (0.58 %) | 92 (0.21 %) |
| RUB-C/I59-C | 173 (0.40 %) | 169 (0.39 %) | 184 (0.43 %) | 104 (0.24 %) | 80 (0.19 %) |
| RUB-D/I59-D | 392 (0.91 %) | 433 (1.00 %) | 490 (1.14 %) | 320 (0.74 %) | 170 (0.39 %) |
Differentially expressed genes (DEG) were obtained with the R/Bioconductor packages DEseq and EdgeR. Total DEG values mean the union of DEseq and EdgeR results. The calculation of percentage was based on total of clusters (43,087 clusters). Cultivars (RUB Rubi and I59: IAPAR59) of C. arabica and treatments (C control and D drought) are indicated
Fig. 3Gene ontology (GO) enrichment analysis on a list of differentially expressed genes up- and down-regulated under four conditions. The calculation of fold change was based on the ratio of: (a) I59-D/I59-C; (b) RUB-D/RUB-C; (c) RUB-C/I59-C; and (d) RUB-D/I59-D. The Y axis indicates the number of genes normalized by the total number of genes used in each comparison from each library. Cultivars (RUB: Rubi and I59: IAPAR59) of C. arabica and treatments (C: control and D: drought) are indicated
Fig. 4Expression profiles of genes up-regulated under drought conditions. Gene expression was analysed in plagiotropic buds of Rubi (RUB) and IAPAR59 (I59) cultivars of C. arabica grown under control (white isobars) and drought (black isobars) conditions. The gene names are indicated in the histograms. Transcript abundances were normalized using the expression of the CaUBQ10 gene as the endogenous control. Results are expressed using RUB-C as the reference sample (Relative expression = 1). Values of three technical replications are presented as mean ± SD (bar)
Fig. 5Expression of nsLTP genes. Expression of CaLTP1-CaLTP2 (CaCe: white isobars), CaLTP3 (CaCc: grey isobars) and all (CaLTP1, CaLTP2 and CaLTP3: black isobars) genes was analysed by qPCR in plagiotropic buds of Rubi (RUB) and IAPAR59 (I59) cultivars of C. arabica grown under control (C) and drought (D) conditions, using the LTP-FT/LTP-R2, LTP-FT/LTP-R1 and LTP-F100/LTP-R100 primer pairs, respectively [37]. Expression levels are expressed in arbitrary units (AU) of nsLTP genes using the expression of the CaUBQ10 gene as the endogenous control and RUB-C (with LTP100 primers) as the reference sample (Relative expression = 1). Values of three technical replications are presented as mean ± SD (bar)
Fig. 6Comparative analysis of leaf histological cross sections of IAPAR59 (a and b) and Rubi (c and d) cultivars of C. arabica under control (irrigation: a and c) and drought (b and d) conditions. Samples were double stained with Schiff and NBB and observed under wide field (at the bottom left of each image) and fluorescent microscopy (A4 filter). LE = Lower (abaxial) epidermis. The white arrows indicate the fluorescent cuticle. Values of leaf cuticle thickness are given in Table 4. Bars = 20 μm
Influence of drought on leaf cuticle thickness
| Cuticle thickness (μm) | ||
|---|---|---|
| Treatment | IAPAR59 | Rubi |
| Control | 1.49 ± 0.19(a) | 1.75 ± 0.15(b) |
| Drought | 1.98 ± 0.19(c) | 1.73 ± 0.28(b) |
Leaves of IAPAR59 and Rubi cultivars of C. arabica grown under control (irrigation) and drought conditions were analysed to measure the cuticle thickness of the abaxial faces. Values (in μm) correspond to the average calculated from 11 independent measurements. Those marked with different letters are significantly different (Student-Newman-Keuls mean comparison test, P < 0.05)
Fig. 7Expression profiles of genes down-regulated under drought conditions. Gene expression was analysed in plagiotropic buds of Rubi (RUB) and IAPAR59 (I59) cultivars of C. arabica grown under control (white isobars) and drought (black isobars) conditions. The gene names are indicated in the histograms. Transcript abundances were normalized using the expression of the CaUBQ10 gene as the endogenous control. Results are expressed using RUB-C as the reference sample (Relative expression = 1). Values of three technical replications are presented as mean ± SD (bar)