| Literature DB >> 28217130 |
Wenxian Liu1, Conghui Xiong2, Longfeng Yan3, Zhengshe Zhang1, Lichao Ma1, Yanrong Wang1, Yajie Liu1, Zhipeng Liu1.
Abstract
Alfalfa is the most extensively cultivated forage legume, yet most alfalfa cultivars are not aluminum tolerant, and the molecular mechanisms underlying alfalfa responses to Al stress are largely unknown. In this study, we aimed to understand how alfalfa responds to Al stress by identifying and analyzing Al-stress-responsive genes in alfalfa roots at the whole-genome scale. The transcriptome changes in alfalfa roots under Al stress for 4, 8, or 24 h were analyzed using Illumina high-throughput sequencing platforms. A total of 2464 differentially expressed genes (DEGs) were identified, and most were up-regulated at early (4 h) and/or late (24 h) Al exposure time points rather than at the middle exposure time point (8 h). Metabolic pathway enrichment analysis demonstrated that the DEGs involved in ribosome, protein biosynthesis, and process, the citrate cycle, membrane transport, and hormonal regulation were preferentially enriched and regulated. Biosynthesis inhibition and signal transduction downstream of auxin- and ethylene-mediated signals occur during alfalfa responses to root growth inhibition. The internal Al detoxification mechanisms play important roles in alfalfa roots under Al stress. These findings provide valuable information for identifying and characterizing important components in the Al signaling network in alfalfa and enhance understanding of the molecular mechanisms underlying alfalfa responses to Al stress.Entities:
Keywords: RNA-Seq; alfalfa; aluminum stress; differentially expressed genes; internal detoxification mechanism; transcriptome
Year: 2017 PMID: 28217130 PMCID: PMC5290290 DOI: 10.3389/fpls.2017.00026
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 5.753
Summary of the sequence data analysis.
| C | 54,642,438 | 54,642,438 | 4.9G | 98.63 | 62,906 |
| A4 | 45,729,878 | 45,729,878 | 4.1G | 98.61 | 62,166 |
| A8 | 61,211,992 | 54,849,606 | 4.9G | 98.53 | 61.209 |
| A24 | 59,687,432 | 55,048,824 | 5.0G | 98.55 | 61,862 |
| Summary | 221,271,740 | 210,270,746 | 15.9G | 75,903 |
Figure 1Length distribution of the assembled unigenes.
BLAST analysis of the non-redundant unigenes against public databases.
| Annotated in Nr | 48,339 | 63.69 |
| Annotated in Nt | 54,075 | 71.24 |
| Annotated in SwissProt | 29,385 | 38.71 |
| Annotated in GO | 35,807 | 47.17 |
| Annotated in KEGG | 25,386 | 33.45 |
| Annotated in COG | 16,131 | 21.25 |
| Annotated in all databases | 11,494 | 15.14 |
| Annotated in at least one database | 65,055 | 85.71 |
| Total unigenes | 75,903 | 100 |
Figure 2Identification of the DEGs in response to Al stress. (A) Volcano plots display log2 converted fold changes and FDR values. (B) The number of up- and down-regulated DEGs at each treatment time point compared with the control.
Figure 3The number of DEGs expressed at one Al-stress time point and at overlapping time points compared with the control.
Figure 4Differentially expressed gene expression profiles.
Figure 5GO enrichment analysis of the DEGs. The genes were assigned to three main categories: biological process, molecular function, and cellular component. The names of the GO categories are listed along the x-axis. The degree of GO enrichment is represented by the FDR value and the number of unigenes enriched in each category. The FDR value indicates the corrected p-value, ranging from 0 to 1, and an FDR value closer to 0 indicates greater enrichment.
Figure 6KEGG pathway enrichment scatter diagram of DEGs. Only the top 20 most strongly represented pathways are displayed in the diagram. The degree of KEGG pathway enrichment is represented by an enrichment factor, the FDR value, and the number of unigenes enriched in a KEGG pathway. The enrichment factor indicates the ratio of differential expression unigenes enriched in this pathway to the total number of annotated unigenes in this pathway. The names of the KEGG pathways are listed along the y-axis. The FDR value indicates the corrected p-value, ranging from 0 to 1, and an FDR value closer to 0 indicates greater enrichment.
Figure 7Validation of the expression changes (log. The results are plotted for genes that show significant up- or down-regulation in alfalfa roots upon Al stress. The linear trend line and the R2-value are shown.