| Literature DB >> 27848161 |
Dan Wang1, Jinling Liu1, Chengang Li2, Houxiang Kang3, Yue Wang1, Xinqiu Tan2, Minghao Liu1, Yufei Deng1, Zhilong Wang1, Yong Liu2, Deyong Zhang2, Yinghui Xiao4, Guo-Liang Wang5,6.
Abstract
BACKGROUND: Rice is a temperature-sensitive crop and its production is severely affected by low temperature in temperate and sub-tropical regions. To understand the genetic basis of cold tolerance in rice, we evaluated the cold tolerance at the seedling stage (CTS) of 295 rice cultivars in the rice diversity panel 1 (RDP1), these cultivars were collected from 82 countries.Entities:
Keywords: Cold tolerance; GWAS; Oryza sativa; Quantitative trait locus (QTL)
Year: 2016 PMID: 27848161 PMCID: PMC5110459 DOI: 10.1186/s12284-016-0133-2
Source DB: PubMed Journal: Rice (N Y) ISSN: 1939-8425 Impact factor: 4.783
Fig. 1Phenotypic structure of the rice diversity panel1 (RDP1) in response to cold treatment. a The phenotype distribution of 295 rice accessions. The X-axis is cold tolerance scores (1–9); Y-axis represents the numbers of cultivars of each score. b The rice accession numbers (left Y-axis) of each subspecies (X-axis) used in the study and the average cold tolerance scores (right Y-axis) with error bars (STDE) for each subspecies. c The cold tolerance score structure (Y-axis) of rice accessions in each subspecies (X-axis). The circle size represents the number of rice cultivars for the corresponding cold tolerance scores (Y-axis) in different subspecies (X-axis). d Correlation analysis between rice cold tolerance scores and its latitude distribution by linear regression analysis. X-axis is the cold tolerance score of tested rice cultivars. Y-axis is latitude of the cultivars. Light triangle is the latitude value of a cultivar in Y-axis with the corresponding cold tolerance score in X-axis. Black square linked with the line is the predicted latitude value. The predicted formula and R2 are shown on the top
Fig. 2GWAS mapping of rice cold tolerance at seedling stage (CTS). a The Manhattan plots of CTS on rice chromosomes analyzed with the data of the RPD1 rice accessions. X-axis is the genomic coordinates. Y-axis is the LOD score for each SNP. b The corresponding Q-Q plots for GWAS mapping. c The average allele frequency of the 181 significant SNPs in the 40 highly tolerant and the 19 extremely sensitive rice cultivars. X-axis is the tolerant or sensitive rice group and Y-axis means the average SNP frequency of the corresponding allele genotype. T is tolerant associated SNP genotype, S represents sensitive SNP genotype, NA means unknown genotype
The mapped QTLs for rice cold tolerance at seedling stage
| QTLs | Chromosome | linked SNP locia | linked tolerant SNP marker | LOD | Phenotype contribution | Candidate genes |
|---|---|---|---|---|---|---|
|
| 1 | 7392085 | CC | 3.13 | 5.15 | NA |
|
| 1 | 19180885 | TT | 3.99 | 5.14 | NA |
|
| 1 | 20261058 | AA | 3.27 | 4.16 | NA |
|
| 1 | 41385263 | TT | 3.28 | 4.43 | NA |
|
| 1 | 41859177 | AA | 3.88 | 4.92 | NA |
|
| 1 | 42438945 | CC | 3.23 | 4.11 | OsDREB1F, LOC_Os01g73770 |
|
| 2 | 74241 | GG | 4.05 | 5.45 | NA |
|
| 2 | 4797319 | AA | 3.12 | 3.85 | NA |
|
| 2 | 15096404 | AA | 3.54 | 4.44 | NA |
|
| 2 | 35929494 | TT | 3.84 | 5.07 | NA |
|
| 3 | 604512 | CC | 3.54 | 4.47 | qLTG3-1, LOC_Os03g01320 Chr03:219977-221070 |
|
| 3 | 995211 | TT | 3.52 | 4.62 | NA |
|
| 3 | 1243161 | AA | 3.99 | 5.12 | NA |
|
| 3 | 2110407 | TT | 3.81 | 4.83 | NA |
|
| 3 | 2680925 | CC | 4.88 | 8.20 | NA |
|
| 3 | 3032938 | TT | 3.44 | 4.43 | NA |
|
| 3 | 3211019 | CC | 3.91 | 5.60 | NA |
|
| 3 | 3668304 | CC | 4.68 | 6.14 | NA |
|
| 3 | 3763778 | GG | 4.43 | 5.74 |
|
|
| 3 | 8192574 | AA | 3.26 | 4.04 | NA |
|
| 3 | 22540833 | TT | 3.14 | 3.90 | NA |
|
| 3 | 27608937 | AA | 3.69 | 5.96 | NA |
|
| 3 | 31924530 | AA | 3.19 | 3.97 | NA |
|
| 4 | 5850082 | TT | 3.65 | 4.59 | NA |
|
| 5 | 1970193 | GG | 3.03 | 4.44 | NA |
|
| 5 | 6171822 | CC | 3.58 | 4.51 | NA |
|
| 5 | 8040996 | AA | 3.29 | 4.51 | NA |
|
| 5 | 24616513 | GG | 3.33 | 4.18 | NA |
|
| 5 | 25098060 | TT | 4.56 | 6.25 | NA |
|
| 5 | 25154581 | AA | 4.82 | 6.39 | NA |
|
| 5 | 25720662 | AA | 3.1 | 4.00 | NA |
|
| 5 | 26092015 | TT | 5.05 | 6.77 | NA |
|
| 5 | 29432186 | TT | 3.84 | 4.97 | NA |
|
| 6 | 4733861 | TT | 3.39 | 4.25 | NA |
|
| 6 | 6228690 | AA | 3.18 | 4.02 | NA |
|
| 6 | 10452388 | CC | 3.46 | 5.81 | NA |
|
| 6 | 10964887 | GG | 3.6 | 4.55 | NA |
|
| 6 | 23876111 | TT | 3.52 | 4.42 | OsSPX1, LOC_Os06g40120 |
|
| 7 | 914685 | CC | 3.3 | 4.13 | NA |
|
| 7 | 17875297 | GG | 3.09 | 3.82 | NA |
|
| 7 | 18202939 | CC | 4.67 | 7.06 | NA |
|
| 7 | 23783174 | CC | 3.12 | 3.92 | NA |
|
| 7 | 29220680 | AA | 4.08 | 5.34 | OsFAD8 LOC_Os07g49310 |
|
| 8 | 8883364 | AA | 3.44 | 4.34 | NA |
|
| 8 | 10142772 | CC | 4.21 | 5.48 | NA |
|
| 8 | 10506862 | GG | 3.16 | 3.91 | NA |
|
| 8 | 20385371 | AA | 3.82 | 4.97 | NA |
|
| 9 | 1141448 | CC | 3.49 | 4.40 | OsCYL4a, LOC_Os09g02270 |
|
| 9 | 1706118 | CC | 3.25 | 4.33 | NA |
|
| 9 | 3375476 | CC | 3.29 | 4.97 | NA |
|
| 9 | 3869544 | GG | 3.11 | 4.57 | NA |
|
| 9 | 4289803 | GG | 3.56 | 4.48 | NA |
|
| 9 | 4767843 | TT | 3.04 | 4.20 | NA |
|
| 9 | 6403821 | AA | 3.06 | 4.65 | NA |
|
| 9 | 16181745 | CC | 3.26 | 4.04 | NA |
|
| 9 | 17697057 | GG | 3.15 | 3.89 | NA |
|
| 10 | 5690202 | CC | 3.59 | 4.63 | NA |
|
| 11 | 5902436 | AA | 3.25 | 4.15 | NA |
|
| 11 | 6478793 | GG | 3.6 | 5.02 | NA |
|
| 11 | 7249274 | GG | 3.64 | 4.61 | NA |
|
| 11 | 9163345 | GG | 3.45 | 4.33 | NA |
|
| 11 | 17519565 | AA | 3.27 | 4.68 | NA |
|
| 11 | 19897968 | AA | 3.49 | 4.95 | NA |
|
| 11 | 21779484 | AA | 3.87 | 6.75 | NA |
|
| 11 | 22115297 | GG | 3.21 | 5.11 | NA |
|
| 11 | 24958836 | CC | 3.67 | 4.68 | NA |
|
| 11 | 25432012 | CC | 4.52 | 6.48 | NA |
Note: aonly the linked SNP loci with highest LOD scores are shown. NA means not available
Fig. 3Validation of the rice cold tolerance QTL qCTS3-9. a Candidate gene prediction of qCTS3-9. b The gene encoding structure of candidate gene LOC_Os03g019140. c Sequence alignment of LOC_Os03g019140 gene in the indel region between cold tolerant and sensitive accessions. T means tolerant, S is sensitive, Ref is the reference sequence of Nipponbare genome with an tolerant phenotype
Fig. 4Linkage confirmation of qCTS3-9 in the rice collection using a newly developed indel marker. a The distribution of tolerant (T) genotype (black box) without the 27 bp sequence and sensitive (S) genotype (gray box) with the 27 bp sequence in 153 rice accessions. b The distribution of T and S types in each cold tolerance score. C. The distribution of T and S types in each subspecies