Data Processing
A total of 157,323,048 paired-end raw reads were obtained in this study, with an average of 19,665,381 reads per sample. After filtering with Phred score ≥ 20 and minimal length > 35 bp, preserving an average of 79% of the total raw reads (Table S1). Read alignments had an overall alignment between 50.37% and 80.53% of the filtered reads (Table S2).
Expression profile of differentially expressed genes in pepper roots
Genes considerably up-regulated and down-regulated by Pi-deficient conditions were identified using the statistical package DESeq2 (Table S3). After 3 h of low phosphorus stress in pepper roots, a total of 62 genes were differentially expressed, of which 56 genes were up-regulated (Table 1) and 6 genes were down-regulated (Table 1) (Fig. 1). Also, cluster analysis showed different transcriptomic profiles between the control and the Pi deficiency samples (Fig. 2).
GO‑term analysis of DEGs
The identified DEGs were aligned with the GO database in order to be classified into functional categories in this study. Twenty-six GO categories were identified for the down-regulated genes (Fig. S1). Of these, 3 were related to cellular component (CC), 5 GO terms were associated to molecular function (MF), and 18 GO terms were related to biological process (BP). In the MF category, catalytic activity and union were the prevailing GO terms, while the predominant GO terms for the BP category were cellular process, metabolic process, and reproduction. Cellular anatomical entity, intracellular and protein-containing complex were the GO terms associated with CC. On the other hand, 22 GO categories were identified for the up-regulated genes (Fig. S2), in which cellular process, metabolic process and response to stimulus were the leading GO terms between the 11 terms in the BP category. Regarding the CC category, 3 GO terms were identified, including intracellular, protein-containing complex and cellular anatomical entity. Finally, in the MF category, 8 GO terms were determined, catalytic activity and binding were the prevailing GO terms. These results suggest that low Pi treatment may lead to different responses from the plant in order to counteract the effects of the deficiency.
KEGG pathways analysis
To determine the biological functions of the DEGs, the differentially expressed genes were mapped to the KEGG database. A total of 92 metabolic pathways were identified in which these genes were involved (Table S4, Table S5); the top 10 up-regulated pathways are presented in Fig. 3a according to the enrichment significance. The top 10 down-regulated are also revealed in Fig. 3b. Pathways with a p-value ≤ 0.05 were considered significantly enriched pathways. The most important were those related to “Porphyrin and chlorophyll metabolism” (cann00860), “Circadian rhythm-plant” (cann04712) (Table S5), “Protein processing in endoplasmic reticulum” (cann04141), “Galactose metabolism” (cann00052), “Endocytosis” (cann04144), “Biosynthesis of unsaturated fatty acids” (cann01040) and “Fatty acid metabolism” (cann01212) (Table S4). These results showed that genes involved in these biological pathways dramatically changed gene expression levels in response to phosphorus deficiency stress. Moreover, from these transcriptomic data, more in-depth research was carried out in order to understand the mechanisms of regulation of certain pathways in bell pepper roots under low Pi.
Differentially expressed genes associated to metabolism
Throughout the 3 h of Pi starvation, some metabolic responses were initiated. It was expected to see genes related to plant growth as a metabolic adaptation (down-regulation of proteins synthesis and up-regulation of protein degradation). There was one down-regulated gene and 13 up-regulated genes associated with the metabolism of cofactors and vitamins (porphyrin and chlorophyll). These genes were mainly involved in protein processing, secondary metabolic pathway genes, fatty acid degradation and carbohydrate metabolism. From these, 17.8 kDa class I heat shock protein, heat shock cognate 70 kDa protein 2-like, heat shock cognate 70 kDa protein 1, heat shock protein 83-like, E3 ubiquitin-protein ligase RNF181-like, small heat shock protein chloroplastic-like, and small heat shock protein (chloroplastic) were involved in protein processing. In addition, alcohol dehydrogenase 1, UTP-glucose-1-phosphate uridylyltransferase-like, 1-aminocyclopropane-1-carboxylate oxidase 1 are involved in biosynthesis of secondary metabolites; phosphatidylinositol 4-phosphate 5-kinase 9-like takes part in carbohydrate metabolism and alcohol dehydrogenase 1 in fatty acid degradation. Also, thiamine thiazole synthase 1 (chloroplastic) and ferredoxin (root) R-B2-like are involved in vitamin and cofactors and energy metabolism, respectively.
Table 1
Up-regulated and down-regulated genes in response to Pi deficiency in pepper roots.
Gene_ID | Gene_symbol | Log2_FC |
LOC107858740 | cyclic dof factor 3-like | -1.62803167 |
LOC107870073 | magnesium-chelatase subunit ChlH, chloroplastic | -1.28552323 |
LOC107839902 | protein EXORDIUM-like 5 | -1.24458076 |
LOC107842877 | ribulose bisphosphate carboxylase/oxygenase activase 1, chloroplastic | -1.05172981 |
LOC107870484 | protein RSI-1 | -1.03438469 |
LOC107864326 | glycine-rich RNA-binding protein 2, mitochondrial | -1.01357798 |
LOC107871185 | Uncharacterized | 1.0010666 |
LOC107877758 | hemoglobin-2 | 1.00245233 |
LOC107877102 | putative elongation of fatty acids protein | 1.00417779 |
LOC107867437 | protein NRT1/ PTR FAMILY 6.3-like | 1.00463201 |
LOC107860678 | Titin | 1.01398858 |
LOC107840006 | actin-100 | 1.02361085 |
LOC107842555 | probable glutathione peroxidase 5 | 1.0337885 |
LOC107875359 | peptidyl-prolyl cis-trans isomerase FKBP62 | 1.03758765 |
LOC107843330 | phosphatidylinositol 4-phosphate 5-kinase 9-like | 1.04139975 |
LOC107871161 | alkaline/neutral invertase A, mitochondrial-like | 1.04570789 |
LOC107843583 | Uncharacterized | 1.06333511 |
LOC107857067 | transcription factor HBP-1b(c38)-like | 1.08520371 |
LOC107875506 | 17.8 kDa class I heat shock protein | 1.08725969 |
LOC107870215 | heat shock cognate 70 kDa protein 2-like | 1.10658529 |
LOC107856341 | thiamine thiazole synthase 1, chloroplastic | 1.11084087 |
LOC107847569 | dnaJ protein homolog | 1.11130542 |
LOC107843077 | aquaporin PIP2-1-like | 1.11141118 |
LOC107867171 | ethylene-responsive transcription factor ERF010-like | 1.12046085 |
LOC107853861 | multiprotein-bridging factor 1c | 1.1290481 |
LOC107840522 | uncharacterized protein | 1.15031467 |
LOC107878806 | nuclear transcription factor Y subunit B-3-like | 1.15366804 |
LOC107839827 | protein NRT1/ PTR FAMILY 4.3 | 1.1547118 |
LOC107879981 | Uncharacterized | 1.15517825 |
LOC107851664 | ferredoxin, root R-B2-like | 1.16550818 |
LOC107873027 | alcohol dehydrogenase 1 | 1.16692881 |
LOC107875543 | heat shock cognate 70 kDa protein 1 | 1.17143161 |
LOC107864060 | ethylene-responsive transcription factor ERF071-like | 1.18150539 |
LOC107871190 | probable aquaporin PIP1-2 | 1.2105557 |
LOC107872944 | probable aquaporin TIP-type RB7-5A | 1.2177903 |
LOC107843566 | aquaporin PIP2-2-like | 1.21886322 |
LOC107853722 | UTP–glucose-1-phosphate uridylyltransferase-like | 1.23150321 |
LOC107843078 | aquaporin PIP2-1-like | 1.23243473 |
LOC107863207 | heat shock protein 83-like | 1.24270078 |
LOC107863712 | uncharacterized LOC107863712 | 1.25206873 |
LOC107853001 | uncharacterized acetyltransferase At3g50280-like | 1.25959391 |
LOC107839683 | universal stress protein A-like protein | 1.27058557 |
LOC107839668 | dnaJ homolog subfamily B member 6-B | 1.2715932 |
LOC107861646 | dnaJ homolog subfamily B member 6 | 1.30508232 |
LOC107875496 | serine/arginine-rich splicing factor SR45a-like | 1.30863826 |
LOC107861978 | probable WRKY transcription factor 40 | 1.31004422 |
LOC107868099 | E3 ubiquitin-protein ligase RNF181-like | 1.31442988 |
LOC107877488 | zinc finger protein CONSTANS-LIKE 5 | 1.32310404 |
LOC107863805 | heat stress transcription factor A-7a-like | 1.3364313 |
LOC107861213 | Uncharacterized | 1.35830299 |
LOC107866988 | Uncharacterized | 1.36381372 |
LOC107847728 | serine carboxypeptidase-like | 1.36839351 |
LOC107862631 | BTB/POZ and TAZ domain-containing protein 1-like | 1.37549771 |
LOC107855040 | ethylene-responsive transcription factor ERF054 | 1.44037069 |
LOC107867615 | small heat shock protein, chloroplastic-like | 1.57174411 |
LOC107867608 | small heat shock protein, chloroplastic | 1.61128536 |
LOC107850880 | 1-aminocyclopropane-1-carboxylate oxidase 1 | 1.67891355 |
LOC107838978 | heat shock factor protein HSF30 | 1.78439963 |
LOC107842826 | ultraviolet-B receptor UVR8-like | 2.0134887 |
LOC107840613 | phosphoprotein ECPP44 | 2.02241417 |
LOC107855063 | protein GIGANTEA-like | 2.12899223 |
LOC107850365 | protein GIGANTEA-like | 2.36218548 |
DEGs related to transcription regulation
Fourteen transcription factor genes were differentially expressed, the expression of 13 of them was up-regulated, and one was down-regulated (Table 1) under Pi-starvation. Up-regulated genes, ethylene-responsive transcription factor ERF071-like, ethylene-responsive transcription factor ERF054, ethylene-responsive transcription factor ERF010-like are related to root development. BTB/POZ and TAZ domain-containing protein 1-like were also identified, which might be implicated in Pi metabolism by transcription factor (TF) interaction. Also, dnaJ homolog subfamily B member 6-B, dnaJ homolog subfamily B member 6, probable WRKY transcription factor 40, heat stress transcription factor A-7a-like, heat shock factor protein HSF30, transcription factor HBP-1b(c38)-like, multiprotein-bridging factor 1c, nuclear transcription factor Y subunit B-3-like related to stress response were identified. Finally, the cyclic dof factor 3-like was down-regulated which is related to developmental processes like flowering time.
DEGs related to transportation
Genes related to transportation are involved in a massive number of vital processes in plants, including the transport of macro and micro-molecules. Seven DEGs encoding transport proteins were found up-regulated in this study. Among these, protein NRT1/ PTR FAMILY 6.3-like, phosphatidylinositol 4-phosphate 5-kinase 9-like, and protein NRT1/ PTR FAMILY 4.3 are related to phosphate transportation. And the rest of them, probable aquaporin PIP1-2, probable aquaporin TIP-type RB7-5A, aquaporin PIP2-2-like, and aquaporin PIP2-1-like, are related to signaling and cellular processes by transporters.
DEGs related to stress response
Several genes were relevant in stress response, it was observed the down regulation of the gene protein RSI-1, which is related with response to salicylic acid, and plant growth, regulation, development, and ripening, it is also related to heat acclimation. In relation with the up-regulated genes, a glutathione peroxidase 5 was detected and could be associated with oxidative stress response, it may constitute a glutathione peroxidase-like protective system, 17.8 kDa class I heat shock protein participates as chaperones and folding catalysts usually in response to exogenous stress. The genes heat shock cognate 70 kDa protein 2-like and heat shock cognate 70 kDa protein 1 are phosphoprotein phosphatases (PP5)-interacting proteins. Alcohol dehydrogenase 1 participates in numerous pathways to generate energy and responds to ABA, which associates this gene with plant development and root growth. Concerning to signal transduction mechanisms, transporters and response to stress are the probable aquaporin PIP1-2, probable aquaporin TIP-type RB7-5A, aquaporin PIP2-2-like, aquaporin PIP2-1-like, universal stress protein A-like protein and E3 ubiquitin-protein ligase RNF181-like.