| Literature DB >> 32054447 |
Swati Saxena1, Sarika Sahu2, Tanvi Kaila1, Deepti Nigam1, Pavan K Chaduvla1, A R Rao2, Sandhya Sanand1, N K Singh1, Kishor Gaikwad3.
Abstract
BACKGROUND: Pigeon pea (Cajanus cajan L.) is the sixth major legume crop widely cultivated in the Indian sub-continent, Africa, and South-east Asia. Cytoplasmic male-sterility (CMS) is the incompetence of flowering plants to produce viable pollens during anther development. CMS has been extensively utilized for commercial hybrid seeds production in pigeon pea. However, the molecular basis governing CMS in pigeon pea remains unclear and undetermined. In this study transcriptome analysis for exploring differentially expressed genes (DEGs) between cytoplasmic male-sterile line (AKCMS11) and its fertility restorer line (AKPR303) was performed using Illumina paired-end sequencing.Entities:
Keywords: Cytoplasmic male-sterility; Differentially expressed genes; Illumina sequencing; Pigeon pea; Pollen; Transcriptome analysis
Year: 2020 PMID: 32054447 PMCID: PMC7020380 DOI: 10.1186/s12870-020-2284-y
Source DB: PubMed Journal: BMC Plant Biol ISSN: 1471-2229 Impact factor: 4.215
Fig. 1a Acetocarmine staining differentiating the pollens of AKCMS 11 (sterile line) and AKPR303 (fertile line). Fertile pollens are darkly stained whereas sterile pollens are almost colorless. b Phenotypic characterization of the sterile and fertile floral buds. A: Phenotype of sterile AKCMS11 buds; B: Phenotype of fertile AKPR303 buds
Fig. 2Systemic representation showing workflow of the analysis done
BUSCO completeness assessment conducted by using eukaryotic ortholog database (eukaryota_orthoDB9) and viridiplantae ortholog database (viridiplantae_orthoDB10)
| BUSCOs (Number of BUSCO units found) | ||
|---|---|---|
| eukaryotic ortholog database | viridiplantae ortholog database | |
| Complete BUSCOs | 297 | 402 |
| Complete and Single-Copy BUSCOs | 186 | 315 |
| Complete and duplicated BUSCOs | 111 | 87 |
| Fragmented BUSCOs | 6 | 25 |
| Missing BUSCOs | 0 | 3 |
| Total BUSCOs searched | 303 | 430 |
Summary of Illumina sequencing and de novo transcriptome
| Read processing | |||
|---|---|---|---|
| AKCMS11 (two replicates) | AKPR303 (two replicates) | Total | |
| Raw reads | 109,600,365 | 72,575,988 | 182,176,353 |
| Clean reads (after trimming) | 101,676,579 | 69,481,226 | 171,157,805 |
| Average read length (bp) | 100 | 100 | ˗ |
| Trinity based de novo assembly | |||
| No. of transcripts (n) | 1,98,587 | ||
| Percentage GC | 41.14 | ||
| Contig N10 (bp) | 3148 | ||
| Contig N20 (bp) | 2300 | ||
| Contig N30 (bp) | 1788 | ||
| Contig N40 (bp) | 1375 | ||
| Contig N50 (bp) | 1009 | ||
| L50 value | 6 | ||
| Median contig length | 357 | ||
| Average length | 641.34 | ||
| Total assembled bases | 127,362,415 | ||
| Total number of unigenes (n) | 1,71,095 | ||
| Average length (bp) | 561.66 | ||
| N50 length (bp) | 757 | ||
| Total assembled bases | 97,193,132 | ||
Fig. 3a Length distribution of the assembled unigenes. b Homology search and annotation statistics of pigeon pea unigenes. c) Similarity distribution of the BLASTX hits for each unigenes against nr database
Fig. 4a Transcription factors identified in the transcriptome data of Cajanus cajan. b Number of differentially expressed genes (DEGs) in sterile AKCMS11 and restorer AKPR303
Fig. 5GO enrichment analysis of the DEGs. X-axis represents the sub-categories; Y-axis represents number of genes in each sub-category. Blue and green indicates down-regulated and up-regulated genes in a sub-category
Fig. 6Significantly over-represented GO terms in down-regulated DEGs
Fig. 7Significantly over-represented GO terms in up-regulated DEGs
Fig. 8Top 25 significantly enriched KEGG pathways. a For down-regulated DEGs. b For up-regulated DEGs
Fig. 9Overview of differentially expressed genes (DEGs) involved in diverse metabolic pathways. DEGs were selected for the metabolic pathways using MapMan software. The colored red and green boxes indicate down-regulated and up-regulated genes, respectively. The scale bar represent fold change values
Fig. 10Heat map of expression profiles of some of the focused genes related to cytoplasmic male-sterility. Color from red to green, indicated that the FPKM values were small to large, red color indicates low level of gene expression and green color indicates high level of gene expression
Pigeon pea differentially expressed genes (DEGs) homologous to Arabidopsis male-sterility/reproduction genes
| aQuery ID | bLog2FC | cSubject Id | E-value | Score | Symbol | Gene annotation |
|---|---|---|---|---|---|---|
| | −6.21 | AT3G12830.1 | 1.68E-10 | 55.8 | ARF72 | auxin-responsive factor 72 ( |
| | −4.53 | AT5G07280.1 | 7.10E-21 | 86.3 | EMS1 | leucine-rich repeat receptor protein kinase |
| | −9.15 | AT5G60490.1 | 7.72E-05 | 32 | FLA11 | Fasciclin-like arabinogalactan protein 11 |
| | −5 | AT1G54860.1 | 1.32E-35 | 128 | GPI-anchored-like proteins | |
| | −4.27 | AT1G77250.1 | 2.17E-33 | 120 | PHD finger like transcription factor ( | |
| | −5.45 | AT1G06490.2 | 2.42E-04 | 38.5 | CALS7 | callose synthase 7 |
| | −6.38 | AT3G14570.2 | 0 | 1100 | CALS8 | callose synthase 8 |
| | −8.85 | AT1G02790.1 | 2.75E-98 | 303 | PGA3 | Polygalacturonase (PG) |
| | −4.87 | AT2G44480.5 | 5.12E-38 | 130 | BGLU17 | endo-1,3-beta glucosidase 17 |
| | −2.20 | AT2G27500.1 | 0 | 524 | BGLU14 | endo-1,3-beta-glucosidase 14 |
| | −4.55 | AT1G05990.1 | 7.56E-47 | 157 | CML7 | calmodulin-like protein 7 |
| | −7.53 | AT4G00330.2 | 1.71E-93 | 285 | CRCK2 | calmodulin-binding receptor-like protein 2 |
| | −6.59 | AT2G38110.1 | 1.18E-05 | 41.6 | GPAT6 | glycerol-3-phosphate acyltransferase 6 (GPAT6) |
| | −6.27 | AT1G06520.1 | 1.15E-11 | 58.5 | GPAT1 | glycerol-3-phosphate acyltransferase 1 (GPAT1) |
| | −8.53 | AT2G27110.3 | 1.48E-20 | 91.7 | FAR3 | fatty acid reductase 3 (FAR3) |
| | −2.33 | AT1G61370.2 | 3.66E-11 | 57 | S-locus lectin protein kinase family protein | |
| | −4.57 | AT1G32560.1 | 3.64E-11 | 60.1 | LEA6 | Late embryogenesis abundant protein 6 |
| | −4.61 | AT2G20635.1 | 2.68E-154 | 447 | MAD1 | mitotic spindle assembly checkpoint protein (MAD1) |
| | −5.86 | AT4G33270.1 | 4.07E-73 | 228 | CDC20–1 | Cell division cycle protein 20.1 |
| | −6.60 | AT2G38110.1 | 1.18E-05 | 41.6 | GPAT6 | Glycerol-3-phosphate 2-O-acyltransferase 6 |
| | −7.14 | AT2G43140.1 | 1.30E-20 | 90.5 | Basic helix-loop-helix (bHLH) DNA-binding protein | |
| | −2.09 | AT1G10610.1 | 6.30E-16 | 70.5 | BHLH90 | Transcription factor bHLH90 |
| | −3.53 | AT3G19740.1 | 0 | 1237 | P-loop containing nucleoside triphosphate hydrolases | |
| | −2.33 | AT1G61370.2 | 3.66E-11 | 57 | S-locus lectin protein kinase family protein | |
| | 7.25 | AT1G54860.1 | 1.32E-35 | 128 | GPI-anchored-like proteins | |
| | 8.3 | AT1G13710.1 | 9.73E-132 | 387 | CYP78A5 | Cytochrome P450-like 78A5 |
| | 8.23 | AT3G26300.1 | 3.88E-54 | 181 | CYP71B34 | Cytochrome P450-like 71B34 |
| | 8.81 | AT5G05690.3 | 2.13E-06 | 45.4 | CYP90A1 | cytochrome P450 90A1-like |
| | 6.36 | AT1G50560.1 | 1.1E-18 | 80.5 | CYP705A25 | cytochrome P450 705A25-like |
| | 10.42 | AT1G05840.1 | 2.7E-161 | 471 | aspartic protease | |
| | 9 | AT5G47230.1 | 7.34E-42 | 148 | ERF5 | ethylene-responsive transcription factor 5 ( |
| | 8.99 | AT4G24470.3 | 8.66E-75 | 241 | ZIM | GATA transcription factor 25-like |
| | 2.55 | AT5G49880.1 | 0 | 757 | MAD1 | mitotic spindle assembly checkpoint protein (MAD1) |
| | 10.05 | AT2G38470.1 | 2.07E-39 | 142 | WRKY33 | WRKY transcription factor 33 ( |
aQueryId for homologue search using Blast
bLog2FC ≥ 2 represented up-regulated and Log2FC ≤ −2 were represented down-regulated
cArabidopsis male-sterility/male-reproduction related genes in TAIR database (http://www.arabidopsis.org)
KEGG pathways enriched of differentially expressed genes (DEGs) between sterile AKCMS11 and fertile AKPR303
| Query ID | Subject Id | Gene Annotation | aLog2FC | bRegulation | c |
|---|---|---|---|---|---|
| Ccajan_36409_c0_g2_i1 | AT4G37870.1 | Phosphoenolpyruvate carboxykinase | −2.33 | down | 0.04335 |
| Ccajan_34307_c0_g1_i1 | AT1G08650.1 | Phosphoenolpyruvate carboxykinase | −2.23 | down | 0.043091 |
| Ccajan_37543_c0_g2_i4 | AT3G30841.2 | Phosphoglyceratemutase | −2 | down | 0.003866 |
| Ccajan_34880_c0_g2_i1 | AT1G43670.1 | Fructose-1,6-bisphosphatase | 2.57 | up | 0.0418388 |
| Ccajan_39910_c0_g1_i1 | AT1G23190.1 | phosphoglucomutase | −7.33 | down | 0.00156436 |
| Ccajan_88886_c0_g1_i1 | AT4G00570.1 | NAD-dependent malic enzyme 2 | 2.28 | up | 0.04124277 |
| Ccajan_36483_c0_g1_i4 | AT2G37770.2 | aldo-keto reductase family 4 | −8.54 | down | 0.00872853 |
| Ccajan_32476_c1_g2_i1 | AT5G62420.1 | Aldo/keto reductase family protein | 8.47 | up | 0.0292025 |
| Ccajan_30463_c0_g1_i1 | AT3G18660.3 | UDP-glucuronosyltransferase 1 | 8.83 | up | 0.0111043 |
| Ccajan_18517_c0_g1_i1 | AT1G22360.1 | UDP-glycosyltransferase 85A2 | −3.28 | down | 0.00017461 |
| Ccajan_35958_c0_g1_i1 | AT3G16520.2 | UDP-glycosyltransferase 88A1 | −8.17 | down | 0.00053557 |
| Ccajan_38121_c2_g1_i5 | AT3G53150.1 | UDP-glucosyl transferase 73D1 | 4.24 | up | 0.0002212 |
| Ccajan_64232_c0_g1_i1 | AT1G79750.1 | Malate dehydrogenase | −6.46 | down | 0.001118 |
| Ccajan_35485_c0_g1_i1 | AT2G20420.1 | Succinate-CoA synthetase | 2.30 | up | 0.00176114 |
| Ccajan_7875_c0_g1_i1 | AT2G27500.1 | Glucan endo-1,3-beta-glucosidase 14 | −2.20 | down | 0.01872407 |
| Ccajan_61890_c0_g1_i1 | AT2G44480.5 | beta glucosidase 17 | −4.87 | down | 0.02273399 |
| Ccajan_25458_c0_g1_i1 | AT3G51840.1 | Acyl-coenzyme A oxidase 4 | 3.47 | up | 0.02874461 |
| Ccajan_34619_c0_g1_i1 | AT4G38920.1 | Vacuolar H+-ATPase subunit C1 | −9.93 | down | 1.84E-05 |
| Ccajan_36113_c2_g1_i1 | AT4G11150.1 | Vacuolar H+-ATPase subunit E1 | −10.69 | down | 0.001949 |
| Ccajan_34619_c0_g3_i1 | AT4G38920.1 | Vacuolar H+-ATPase subunit C1 | 10.2 | up | 7.45E-05 |
| Ccajan_36113_c2_g3_i2 | AT4G11150.1 | Vacuolar H+-ATPase subunit E | 3.365 | down | 0.015683 |
| Ccajan_58593_c0_g1_i1 | AT5G21430.1 | NADH dehydrogenase subunit B2 | −6.28 | down | 0.001759 |
| Ccajan_41295_c0_g1_i1 | ATMG01360.1 | Cytochrome c oxidase subunit 1 | −6.46 | down | 0.00170655 |
| Ccajan_13673_c0_g1_i1 | AT1G22450.1 | cytochrome c oxidase subunit 6b | −5.98 | down | 0.000415 |
| Ccajan_35344_c0_g3_i4 | AT5G06720.1 | peroxidase 53 | −3.05 | down | 0.005337 |
| Ccajan_12688_c0_g1_i1 | AT5G05340.1 | peroxidase 52 | −8.62 | down | 8.82E-05 |
| Ccajan_20878_c0_g1_i1 | AT1G65980.1 | peroxiredoxin-2B-like | −4.41 | down | 0.045412 |
| Ccajan_68963_c0_g2_i1 | AT3G10920.2 | superoxide dismutase | −11.65 | down | 1.44E-11 |
| Ccajan_34224_c0_g1_i2 | AT5G21105.1 | ascorbate oxidase | 8.35 | up | 0.03753425 |
| Ccajan_90965_c0_g1_i1 | AT4G31870.1 | glutathione peroxidase 7 | −5.20 | down | 0.02719158 |
| Ccajan_36196_c0_g2_i3 | AT2G30870.1 | glutathione s-transferase F10 | 2.41 | up | 0.02883 |
| Ccajan_12449_c0_g1_i1 | AT5G18600.1 | Monothiol glutaredoxin-S2 | −2.23 | down | 0.02449176 |
| Ccajan_18941_c0_g2_i1 | AT4G15680.1 | Monothiol glutaredoxin-S4 (GRXS4) | −8.66 | down | 0.00724279 |
| Ccajan_20878_c0_g1_i1 | AT1G65980.1 | Peroxiredoxin-2B | −4.41 | down | 0.04541246 |
| Ccajan_37604_c0_g1_i5 | AT3G62930.1 | Monothiol glutaredoxin-S6 (GRXS6) | −4.45 | down | 0.00130434 |
| Ccajan_82144_c0_g1_i1 | AT5G39950.1 | Thioredoxin H2 | −6.43 | down | 0.00129587 |
| Ccajan_18941_c0_g3_i1 | AT4G15680.1 | Monothiol glutaredoxin-S4 (GRXS4) | 9.04 | up | 0.00570316 |
| Ccajan_24088_c0_g1_i1 | AT4G33040.1 | Glutaredoxin-C6 | 4.08 | up | 0.04803176 |
| Ccajan_37604_c0_g1_i3 | AT3G62930.1 | Monothiol glutaredoxin-S6 (GRXS6) | 10.06 | up | 0.01361605 |
aLog2FC ≥ 2 represented up-regulated and Log2FC ≤ −2 were represented down-regulated
bRegulation direction of the DEGs, AKPR303 restorer was the control
cp-value of ≤0.05 was considered statistically significant
Fig. 11qRT-PCR validation of differentially expressed unigenes. S denotes the sterile AKCMS11 and F denotes the fertile AKPR303. The primary vertical axis represents qRT-PCR expression values and secondary vertical axis represents RNA-Seq expression values
Confirmation of the expression profiles of selected genes by qRT-PCR
| Gene Id | Description | Fold change | |
|---|---|---|---|
| RNA-Seq | qRT-PCR | ||
| callose synthase 7-like | −5.4 | −4.4 | |
| phosphoenolpyruvate carboxykinase | −2.2 | −1.7 | |
| Polygalacturonase ( | −8.9 | −6.6 | |
| aspartic protease | 10.4 | 8.2 | |
| Late embryogenesis abundant protein 6 ( | −4.5 | −6.3 | |
| uncharacterized mitochondrial protein | −12.3 | −8.1 | |
| glutathione s-transferase F10 | 2.41 | 2.0 | |
| calmodulin binding receptor-like protein | −7.5 | −5.8 | |
| mitotic spindle assembly checkpoint protein ( | −4.6 | −3.9 | |
| pentatricopeptide repeat-containing protein | −2.5 | −1.2 | |
Fold change refers to expression in sterile AKCMS11 in comparison to restorer AKPR303; Negative value refers down-regulated expression in sterile AKCMS11
Fig. 12Linear regression analysis of the fold change of the gene expression ratios between DEG data and qRT-PCR. 10 primers were selected for qRT-PCR analysis to confirm the accuracy and reproducibility of the Illumina expression. Scatterplots were generated by the log2 expression ratios from DGE sequencing data (x- axis) and qRT-PCR data (y-axis)
Fig. 13Some of the candidate differentially expressed genes (DEGs) involved in cytoplasmic male-sterility sterility in pigeon pea. The upper arrows indicate up-regulation of the DEGs, and the down arrows represent down-regulation of the DEGs. Each color box depicts an individual metabolism