| Literature DB >> 35392804 |
Mingjun Cheng1,2, Kuoshu Cui3, Mingmin Zheng4, Tao Yang5, Junjun Zheng5, Xiaofeng Li5, Xuan Luo6, Yang Zhou5, Ruizhen Zhang2, Donghai Yan2, Mingjiu Yao2, Muhammad Zafar Iqbal5, Qingping Zhou1, Ruyu He7.
Abstract
BACKGROUND: Helictotrichon virescens is a perennial grass that is primarily distributed in high altitude areas of 2000 ~ 4500 m. It is widely cultivated in the Qinghai-Tibet Plateau of China, strongly resistant to cold, and an essential part of the wild herbs in this region. However, the molecular mechanism of the response of H. virescens to low temperature stress and the key regulatory genes for specific biological processes are poorly understood.Entities:
Keywords: Circadian rhythm; HY5; Helictotrichon virescens; LHY; Low temperature stress; Photosynthesis
Mesh:
Substances:
Year: 2022 PMID: 35392804 PMCID: PMC8991566 DOI: 10.1186/s12864-022-08526-4
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Fig. 1I, II and III show growth conditions of Helictotrichon Virescens at low temperature for 12 h, 36 h and 60 h, respectively. Treatment was 0 °C and CK was 25 °C. BLYM: Helictotrichon virescens
Fig. 2Physiological responses of cold tolerance adaptability of Helictotrichon Virescens. BLYM: Helictotrichon virescens
Statistics of gene annotation
| Database | Number of Unigenes | Percentage/% |
|---|---|---|
| Annotated in NR | 60,901 | 45.92 |
| Annotated in NT | 57,147 | 43.09 |
| Annotated in KO | 18,765 | 14.15 |
| Annotated in SwissProt | 39,512 | 29.79 |
| Annotated in PFAM | 45,144 | 34.04 |
| Annotated in GO | 45,140 | 34.03 |
| Annotated in KOG | 10,100 | 7.61 |
| Annotated in all Databases | 7449 | 5.61 |
| Annotated in at least one Database | 132,612 | 100 |
| Total Unigenes | 132,612 | 100 |
Fig. 3A Species distribution. B Sequence similarity distribution
Fig. 4a: FPKM interval. Bar: The abscissa is the number distribution of genes in each FPKM interval. Different colors represent different expression intervals. In this figure, the overall distribution of FPKM of each sample can be compared and viewed. b: Heat map of the correlation coefficient between samples. Note: The abscissa is log10 of sample 1 (FPKM+ 1), the ordinate is log10 of sample 2 (FPKM+ 1), and R2 is the square of Pearson’s correlation coefficient. c, d and e: Volcano map of differential genes. Note: In the figure, the abscissa is Log2 Fold Change value, and the ordinate is -Log10 padj or -Log10 p-value. The dashed blue line represents the threshold line of differential gene screening criteria. f: Venn diagram of different genes after 12 h, 36 h and 60 h cryogenic treatment
Fig. 5a Heat maps of differentially expressed genes in related biological processes. b Heat map of differentially expressed genes in the photosynthetic pathway. c Heat map of differentially expressed genes in the photosynthesis-antenna protein pathway. d Heat maps of differentially expressed genes in the plant-circadian pathway. BLYM: Helictotrichon virescens
Fig. 6Distribution of differentially expressed transcription factors in different gene families
Fig. 7Fold change distribution of transcription factor genes Note: a, b and c are the expression multiples of transcription factor genes after 12 h, 36 h and 60 h low temperature treatment, respectively
Transcription factors with large difference multiple under low temperature stress (after 12 h treatment)
| Gene ID | Transcription factor family | Fold change |
|---|---|---|
| Cluster-37,118.4686-2R | bZIP | 88,341.3333 |
| Cluster-37,118.77201-0R | Others | 6598.2979 |
| Cluster-37,118.4799-1R | C2H2 | 6392.1111 |
| Cluster-37,118.77199-2R | Others | 3195.1250 |
| Cluster-37,118.77320-1R | AP2/ERF- > AP2/ERF-ERF | 2227.8444 |
| Cluster-37,118.11780-2F | AP2/ERF- > AP2/ERF-ERF | 1249.2024 |
| Cluster-37,118.77321-0R | AP2/ERF- > AP2/ERF-ERF | 1183.3407 |
| Cluster-37,118.72253-2F | MYB- > MYB-related | 538.0743 |
| Cluster-37,118.3964-1R | AP2/ERF- > AP2/ERF-ERF | 306.3556 |
| Cluster-37,118.4863-0R | C2H2 | 253.1799 |
| Cluster-37,118.56181-2R | Others | 247.4655 |
| Cluster-37,118.28893-2R | Others | 200.5954 |
| Cluster-37,118.54292-1F | DBB | 186.1898 |
| Cluster-37,118.1583-2F | AP2/ERF- > AP2/ERF-ERF | 182.6875 |
| Cluster-37,118.77341-1F | AP2/ERF- > AP2/ERF-ERF | 149.0179 |
Transcription factors with large difference multiple under low temperature stress (after 36 h treatment)
| Gene ID | Transcription factor family | Fold change |
|---|---|---|
| Cluster-37,118.4686-2R | bZIP | 3500.3750 |
| Cluster-37,118.4799-1R | C2H2 | 1093.4699 |
| Cluster-37,118.3361-0F | bHLH | 831.0000 |
| Cluster-37,118.4866-1F | C2H2 | 829.4348 |
| Cluster-37,118.77199-2R | Others | 758.7011 |
| Cluster-37,118.77201-0R | Others | 678.4683 |
| Cluster-37,118.4864-2F | C2H2 | 295.2523 |
| Cluster-37,118.3966-0R | AP2/ERF- > AP2/ERF-ERF | 189.6154 |
| Cluster-37,118.72253-2F | MYB- > MYB-related | 185.3746 |
| Cluster-37,118.1583-2F | AP2/ERF- > AP2/ERF-ERF | 123.5714 |
| Cluster-37,118.77320-1R | AP2/ERF- > AP2/ERF-ERF | 110.0485 |
| Cluster-37,118.28893-2R | Others | 104.2324 |
| Cluster-37,118.3964-1R | AP2/ERF- > AP2/ERF-ERF | 103.9017 |
| Cluster-37,118.11780-2F | AP2/ERF- > AP2/ERF-ERF | 99.9809 |
| Cluster-37,118.77321-0R | AP2/ERF- > AP2/ERF-ERF | 92.8544 |
Transcription factors with large difference multiple under low temperature stress (after 60 h treatment)
| Gene ID | Transcription factor family | Fold change |
|---|---|---|
| Cluster-37,118.77201-0R | Others | 3350.0000 |
| Cluster-37,118.77199-2R | Others | 662.9641 |
| Cluster-37,118.4686-2R | bZIP | 385.6364 |
| Cluster-37,118.4799-1R | C2H2 | 229.1000 |
| Cluster-37,118.3964-1R | AP2/ERF- > AP2/ERF-ERF | 161.6961 |
| Cluster-37,118.41131-0R | Others | 160.0000 |
| Cluster-37,118.72253-2F | MYB- > MYB-related | 154.8268 |
| Cluster-37,118.3966-0R | AP2/ERF- > AP2/ERF-ERF | 152.0417 |
| Cluster-37,118.4550-1F | MYB- > MYB | 152.0000 |
| Cluster-37,118.77390-0R | C2H2 | 103.2381 |
| Cluster-37,118.28893-2R | Others | 98.7612 |
| Cluster-37,118.78083-0F | AP2/ERF- > AP2/ERF-ERF | 97.6000 |
| Cluster-37,118.77321-0R | AP2/ERF- > AP2/ERF-ERF | 87.8077 |
| Cluster-2448.0-0R | AP2/ERF- > AP2/ERF-ERF | 80.0000 |
| Cluster-37,118.56181-2R | Others | 57.3731 |
Fig. 8RNA-seq results verified by RT-PCR
Fig. 9Photographs of Helictotrichon virescens