Gene profile and differential expression study
Gene profile study of CC, CI, RC and RI samples were acquired by Illumina NextSeq500 platform. Overall a total of 16,831,988 (2 x 150 bp), 15,407,625 (2 x 150 bp), 15,742,730 (2 x 150 bp) and 14,563,773 (2 x 150 bp) high quality reads were retained for CC, CI, RC and RI sample respectively. Further, differential gene expression analysis was carried out between the samples. Transcriptomic analysis was conducted between CC vs CI (Supplementary table 1), CI vs RI (Supplementary table 2) and RC vs RI (Supplementary table 3). In CC vs CI differentially expressed genes in both the conditions were 12,764 (79%), 429 (3%) genes were observed exclusively in CC, whereas 239 (1%) genes were identified exclusively in CI. Out of them 567 (4%) were significantly upregulated and 1399 (9%) genes were downregulated. For the RC vs RI 14, 333 (79%) genes were expressed in both inoculated plants and control plants. 346 (2%) genes were exclusive in RC whereas 359 (2%) genes were exclusive in RI. Out of them 1575 (9%) genes were significantly upregulated and 892 (5%) genes were significantly down regulated. When we compared CI vs RI 13,662 (72%) genes were identified to be commonly expressed. Further, 280 (1%) genes were exclusive in CI and 532 (3%) genes were exclusive in CI. A total of 2438 (13%) genes were observed to be significantly upregulated whereas 750 (4%) genes were observed to be down regulated (Table 1, Fig. 1 and Fig. 2).
Table 1
Statistics of differential expression analysis of CC and CI, CI vs RI and RC vs RI
Sample name | No. of genes Expressed in Both | Exclusive in CC | Exclusive in CI | Up Regulated | Down Regulated | Up Regulated FDR Value | Down Regulated FDR Value |
CC Vs CI | 12,764 | 429 | 239 | 567 | 1,399 | 183 | 549 |
| | Exclusive in CI | Exclusive in RI | | | | |
CI Vs RI | 13,662 | 280 | 532 | 2,438 | 750 | 913 | 333 |
| | Exclusive in RC | Exclusive in RI | | | | |
RC Vs RI | 14,333 | 346 | 359 | 1,575 | 892 | 327 | 268 |
The genes showing significant expression were considered for establishing relation with the rice cultivars’ response to pathogen. In the resistant cultivar, C101A51 the expression of defense related genes such as lipoxygenase, transcription factor WRKY, UDP glucosyltransferase were mostly upregulated whereas, a number of chloroplastic genes (sedoheptulose-1, 7 bisphosphotase, fructose-1,6 bisphosphatase) were downregulated. However, in the susceptible cultivar Rasi expression of the genes mixed expression were observed for defense genes where genes like, disease resistant RPP 13, sialyl transferase, glutamate receptor, sulfotransferase, RGA2, protein kinase, beta glucanase, etc.) were upregulated whereas TAO1-like, cysteine proteinase inhibitor were down regulated (Fig. 3; Supplementary table 2A). Whereas, genes related to glycin rich wall structural protein 2-like (LOC4348767, BGIOSGA030193), sulfite exporter Tau/SalE family protein 3(loc4345475), gdsl esterase/lipase At5g3337U (LOC4348826), glyoxylate aminotransferase (LOC4345962), CASP-like protein 2c1 (LOC4341716), WAT1- related protein At4g08290 ( LOC4329749), ribulose biphosphate carboxylase small chain, chloroplastic like (LOC4352021), kinesin like protein kin12a (loc4335552) were more expressed in RI (Fig. 3; (Supplementary table 2A).
Gene Ontology Study
Gene Ontology analysis revealed GO representation in CC and CI sample. A total of 295, 160, 389, 141, and 11 significant GO terms obtained in commonly expressed genes, upregulated, downregulated, exclusive expressed genes in CC and CI sample respectively based on Singular Enrichment Analysis (SEA) and Hypergeometric test with Hochberg FDR was performed using agriGO (Supplementary table 4). Gene Ontology analysis revealed GO representation in CI and RI sample. A total of 267, 499, 177, 11 and 144 significant GO terms obtained in commonly expressed genes, upregulated, downregulated, exclusively expressed genes in CI and RI sample respectively based on Singular Enrichment Analysis (SEA) and Hypergeometric test with Hochberg FDR was performed using agriGO (Supplementary table 5). Gene Ontology enrichment analysis revealed GO representation in RC and RI sample. A total of 249, 466, 250, 16, and 14 significant GO terms obtained in commonly expressed genes, upregulated, downregulated, exclusively (Supplementary table 6). Some of the GO IDs commonly present in all the treatments related to host pathogen interactions were GO:0004601 (Peroxidase), GO:0009507 (Chloroplast), GO:0006952 (Defense response) GO:0015979 (Photosynthesis), GO:0003700 (Transcription factor), GO:0009611 (Response to wounding). Maximum no. of these ids were observed in the treatments CI vs. RI followed by RC vs RI and CC vs. CI (Table 2). Gene ontology analysis showed functions related to defence response (GO:0006952), regulation of plant hypersensitive type response (GO:0010363), Potassium ion transmembrane activity (GO:0015079), chloroplast (GO:0009507), response to wounding (GO:0009611), xylan biosynthetic process (GO:0045492) were upregulated in resistant genotype C101A51 under inoculated conditions. GO IDs GO:0009733 (Response to auxins), GO:0015079 (Potassium ion transmembrane activity), GO:0006506 (GPI anchor biosynthetic process), were observed only under inoculated conditions. GO IDs GO:0045492 (Xylan biosynthetic process) and GO:0008146 (Sulfotransferase activity) was observed more in number) in susceptible genotype Rasi (17, 6 respectively) compared to resistant genotype C101A51 (5, 3 respectively).
Table 2
GO enrichment analysis of the genes responsible in host pathogen interaction
GO: ID | Function | CI VS RI | RC vs RI | CC vs CI |
| | Up-regulated | Down-regulated | Up-regulated | Down-regulated | Up-regulated | Down-regulated |
GO:0004601 | Peroxidase | 17 | 19 | 12 | 9 | 10 | 5 |
GO:0006952 | Defense response | 54 | 12 | 40 | 18 | 9 | 18 |
GO:0006950 | Response to stress | 3 | 9 | 3 | 6 | 3 | 6 |
GO:0008061 | Defense to fungus | 2 | 2 | 3 | 0 | 3 | 0 |
GO:0010363 | Regulation of plant hypersensitive type response | 12 | 0 | 0 | 11 | 1 | 1 |
GO:0003700 | Transcription factor | 38 | 36 | 26 | 21 | 23 | 21 |
GO:0010279 | Indole-3-acetamide synthetase activity | 0 | 2 | 0 | 0 | 2 | 0 |
GO:0015079 | Potassium ion transmembrane activity | 4 | 0 | 5 | 0 | 2 | 0 |
GO:0009733 | Response to auxins | 5 | 2 | 3 | | 3 | |
GO:0009507 | Chloroplast | 143 | 19 | 63 | 123 | 11 | 124 |
GO:0008146 | Sulfotransferase activity | 1 | | 3 | 3 | 0 | 3 |
GO:0009611 | Response to wounding | 15 | 3 | 13 | 7 | 2 | 7 |
GO:0006506 | GPI anchor biosynthetic process | 3 | 0 | 3 | 0 | 3 | 0 |
GO:0008299 | Isoflavonoid biosynthetic process | 2 | 1 | 0 | 2 | 1 | 2 |
GO:0045492 | Xylan biosynthetic process | 10 | 1 | 8 | 9 | 2 | 3 |
GO:0010223 | Secondary shoot formation | 0 | 1 | 0 | 0 | 0 | 0 |
GO:0009826 | Undimensional cell growth | 2 | 5 | 1 | 1 | 4 | 1 |
GO:0015979 | Photosynthesis | 35 | 0 | 7 | 35 | 0 | 35 |
GO:0019748 | Secondary metabolic process | 3 | 0 | 0 | 4 | 0 | 4 |
Pathway Analysis
Commonly expressed genes were classified into 22 functional Pathway categories (Fig. 4).
CC vs CI
Genes related to extracellular region part structural molecule, cellular component biogenesis, cellular component organization; establishment of localization were exclusively expressed in CC whereas genes related to membrane enclosed lumen, enzyme regulator, immune system process, multi organism process were exclusively regulated in CI (Supplementary table 7).
CI vs RI
Genes related nutrient reservoir immune system processes were exclusively expressed in CI. Further, genes related to envelope, enzyme regulator, structural molecule, anatomical structural formation, cellular component biogenesis, cellular component organization, growth, reproduction, reproductive process were exclusively expressed in RI (Supplementary table 8).
RC vs. RI
Genes with function of membrane enclosed lumen, electron carrier, molecular transducers, biological adhesion, death were exclusively up regulated while genes related to nutrient reservoir translation regulator were exclusively down regulated in RI compared to RC (Supplementary table 9).
Commonly up regulated
Overall no. of hits related to aging and cell growth and death observed were more in susceptible genotype compared to resistant one.
Validation Of Differentially Expressed Genes Through Real Time Pcr
Expression of genes like CTP synthase were observed more at 7 days of inoculation in resistant genotype, whereas its expression decreased after 10 days and significantly increased expression of CTP synthase was observed at 10 days after inoculation. Genes like disease resistance protein TAO1-like, putative disease resistance protein RGA3, and putative NBS-LRR disease resistance protein, miniribonuclease 3 were expressed more at early days after inoculation and expression of these genes reduced after 10 days of inoculation. Expression of β-glucanase was more at 10 days of after inoculation in resistant genotype. Further, expression of WRKY transcription factor 33, was observed more at 7 and 10 days of inoculation in resistant genotype. Expression pattern of genes related to glucose and ribitol dehydrogenase and TBC domain family member 8B was increased along with the days of inoculation in both the genotypes and it was expressed maximum at 30 days after inoculation in genotype Rasi (Fig. 5).