| Literature DB >> 34830008 |
Endian Yang1,2,3, Mingyang Zheng1,2,3, Xuan Zou1,2,3, Xiaoling Huang1,2, Heyue Yang1,2, Xiaoyang Chen1,2,3,4, Junjie Zhang1,2,3.
Abstract
The plant embryogenic callus (EC) is an irregular embryogenic cell mass with strong regenerative ability that can be used for propagation and genetic transformation. However, difficulties with EC induction have hindered the breeding of drumstick, a tree with diverse potential commercial uses. In this study, three drumstick EC cDNA libraries were sequenced using an Illumina NovaSeq 6000 system. A total of 7191 differentially expressed genes (DEGs) for embryogenic callus development were identified, of which 2325 were mapped to the KEGG database, with the categories of plant hormone signal transduction and Plant-pathogen interaction being well-represented. The results obtained suggest that auxin and cytokinin metabolism and several embryogenesis-labeled genes are involved in embryogenic callus induction. Additionally, 589 transcription factors from 20 different families were differentially expressed during EC formation. The differential expression of 16 unigenes related to auxin signaling pathways was validated experimentally by quantitative real time PCR (qRT-PCR) using samples representing three sequential developmental stages of drumstick EC, supporting their apparent involvement in drumstick EC formation. Our study provides valuable information about the molecular mechanism of EC formation and has revealed new genes involved in this process.Entities:
Keywords: Moringa oleifera; differentially expressed genes; embryogenic callus; transcriptome
Mesh:
Substances:
Year: 2021 PMID: 34830008 PMCID: PMC8619801 DOI: 10.3390/ijms222212130
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Figure 1Morphological and histological features of different stages in the induction of drumstick embryonic callus during in vitro culture. (A–C) typical explant morphology on the 10th (A), 20th (B), and 30th (C) days of cultivation and (D–I) histological section of the callus on the 10th (D,G), 20th (E,H), and 30th (F,I) days of cultivation. Scale bars, (A–C)—500 μm, (D–F)—500 μm, (G–I)—50 μm.
Summary of sequence assembly after Illumina sequencing.
| Samples | Clean Reads | Mapped Reads | Q20 (%) | Q30 (%) | GC (%) |
|---|---|---|---|---|---|
| 0 d-1 | 44,952,482 | 42,277,829 (94.05%) | 98.3 | 95.04 | 45.62 |
| 0 d-2 | 38,824,772 | 36,488,916 (93.98%) | 98.24 | 94.98 | 45.56 |
| 0 d-3 | 43,843,258 | 41,495,852 (94.65%) | 98.31 | 95.04 | 45.55 |
| 10 d-1 | 43,791,194 | 41,857,113 (95.58%) | 98.31 | 95.08 | 45.05 |
| 10 d-2 | 43,102,782 | 40,697,612 (94.42%) | 98.22 | 94.86 | 44.92 |
| 10 d-3 | 42,518,186 | 40,566,753 (95.41%) | 98.25 | 94.92 | 45.01 |
| 20 d-1 | 41,091,584 | 38,900,779 (94.67%) | 98.2 | 94.94 | 45.14 |
| 20 d-2 | 43,883,936 | 40,957,664 (93.33%) | 98.21 | 94.93 | 45.31 |
| 20 d-3 | 44,517,654 | 41,830,480 (93.96%) | 98.25 | 95.02 | 45.17 |
Gene functional annotation results.
| Annotated Databases | Annotated_Number | Percentage (%) | 300 ≤ Length < 1000 | Length ≥ 1000 |
|---|---|---|---|---|
| COG | 6337 | 26.86 | 1905 | 4359 |
| GO | 16,918 | 71.71 | 6809 | 9618 |
| KEGG | 13,097 | 55.52 | 4901 | 7915 |
| KOG | 11,384 | 48.26 | 4096 | 7034 |
| Pfam | 16,457 | 69.76 | 6321 | 9809 |
| Swiss-Prot | 15,255 | 64.66 | 5858 | 9011 |
| eggNOG | 2579 | 10.93 | 1156 | 1266 |
| NR | 21,382 | 90.64 | 9422 | 11,256 |
| At least one database | 21,439 | 90.88 | 9454 | 11,264 |
Figure 2(A) Functional annotation and classification of genes related to embryogenic callus induction. Numbers of up- and down-regulated DEGs in different stages of embryogenic callus induction; (B) Venn diagram of annotated transcripts in multiple databases; (C) GO classification of DEGs in embryogenic callus induction.
Figure 3Functional classification and pathway assignment of DEGs by KEGG.
Figure 4Heatmap of differentially expressed genes related to auxin and cytokinin metabolism. Columns and rows in the heatmap represent samples and genes, respectively. Samples’ names are shown below the heatmaps. The color bar explains the scale used to indicate the genes’ expression levels. The scale represents the logarithm of FPKM value of gene expression.
Figure 5Heatmap of embryogenesis-labeled genes. Columns and rows in the heatmap represent samples and genes, respectively. Samples names are shown below the heatmaps. The color bar explains the scale used to indicate the genes’ expression levels. The scale represents the logarithm of FPKM value of gene expression.
Figure 6Transcription factors involved in embryogenic callus induction.
Figure 7Expression level validation by qRT-PCR for selected genes in three stages.
Primer sequences for qRT-PCR analysis.
| Gene ID | Forward Primers | Reversed Primers |
|---|---|---|
| ACP2. | GAAACCAATGAGCACCCAGC | GATGAATACCAGTCCACCGCAAC |
| lamu_GLEAN_10018587.1 | ATCTCCTCCCTGCTGCTTG | CTTGACTTGTCGCCCTCTT |
| lamu_GLEAN_10010205.1 | GGAGCAAACGCCACTGTCA | TTCATCACCCTCGCCATCA |
| lamu_GLEAN_10012089.1 | CACCTGATTCCCTTCCATA | ATACTCTTCCTCGGCTTCC |
| lamu_GLEAN_10007552.1 | GCACCCTTCTTCCTTCTG | TCCTCGGAGCTTGTCTTT |
| lamu_GLEAN_10006420.1 | TGACAAGGATTTGGAGGGT | CAAGCGTAGGAGTTGGGAT |
| lamu_GLEAN_10008528.1 | AGGAGGAAGGCCAGGATTAC | AAGATTGGGTGGTTGAGGTG |
| lamu_GLEAN_10012699.1 | GCCCTCTTGTTTCTTTGCC | GTGATGGAAGATTCGGGTAGT |
| lamu_GLEAN_10012695.1 | ATGGCGATCAGGAAGTCA | TTGCTCGTCGTGGTAGGTC |
| lamu_GLEAN_10010984.1 | CACCAGACAGGGACGATG | ACCGCCACCACTACAACC |
| lamu_GLEAN_10018461.1 | TGGAGGCTACTGAGGCTAGT | TGACAGACCACAGAAGGGA |
| lamu_GLEAN_10011219.1 | GCTCTACGTGGGACGCTA | CACCTTCAGGCATTTACCG |
| lamu_GLEAN_10015946.1 | GCTTACCTCCACAACTTATC | TAGGCATCCTTCTGCTCTT |
| lamu_GLEAN_10013390.1 | CTACAGAACTGAGGCTTGG | AAGGAGTGGAAATAGTGGC |
| lamu_GLEAN_10015683.1 | GAAGCCGAGTCCGAGTTTG | CCTTGACGAATACGACCACC |
| lamu_GLEAN_10014720.1 | CTGCTGCTGTCAACAAGGT | GCCGCATCCAGTAATCTCA |
| lamu_GLEAN_10005624.1 | GGGCTTGCCTGTTATGGT | ACTCAGTTGCTGGCTTTG |