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Research Article

Quantitative Trait Loci Associated with Heat Tolerance in Rice (Oryza sativa L.)

Bui Chi Buu1,*, Pham Thi Thu Ha2, Bui Phuoc Tam2, Tran Thi Nhien2, Nguyen Van Hieu2, Nguyen Trong Phuoc2, Luong the Minh1, Ly Hau Giang1, Nguyen Thi Lang2
Plant Breeding and Biotechnology 2014;2(1):14-24.
Published online: March 31, 2014

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*Corresponding author: Bui Chi Buu, buu.bc@iasvn.org, Tel: 08.38228371-38297889 Fax: 08.38297650
• Received: December 4, 2013   • Revised: January 16, 2014   • Accepted: February 12, 2014

Copyright © 2014 The Korean Society of Breeding Science

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  • A total of 310 BC2F2 lines derived from the cross of OM5930/N22 were evaluated for heat stress at flowering. Genetic map was set up with 264 polymorphic SSRs to detect linkage to the target traits. The map covers 2,741.63 cM with an average interval of 10.55 cM between two marker loci. Markers associated with heat tolerance were located mostly on chromosomes 3, 4, 6, 8, 10 and 11. The proportion of phenotypic variation explained by each QTL ranged from 17.1% for RM160 to 36.2% for RM3586. Four QTLs were detected for filled grains per panicle on chromosome 4 at the interval of RM468 - RM7076 and RM241 - RM26212, explaining 13.1 and 31.0% of the total phenotypic variation, respectively. Two QTLs controling unfilled grain percentage was also detected at loci RM554 and RM3686 on chromosome 3 explaining 25.0 and 11.2% of the total phenotypic variance. One QTL was detected for 1,000-grain weight located at the locus RM103 on chromosome 6, explaining 30.6% of the total phenotypic variance. Also, a QTL at the locus RM5749 on chromosome 4 was identified which explained 10.8% of the total phenotypic variance of grain yield. A single QTL at the interval of RM3586- RM160 on chromosome 3 was detected in conformity with the QTL findings for heat tolerance in previous studies.
  • Key words: Heat tolerance, Interval mapping (IM), Single marker analysis (SMA), QTL
To overcome the challenges presented by climate change, it is important to understand how crops perceive and respond to high temperatures (Jung et al. 2012). Heat is a serious problem in many areas in the world (Wahid et al. 2007). Because of the global ‘greenhouse effect’, heat temperature stress has become increasingly important as a yield-limiting factor, and the increased frequency of short-term but extremely high temperatures is particularly damaging. In the Southern part of Vietnam, particularly in Central Coast, heat stress at flowering stage has become a big problem in recent years.
The most sensitive growth stage of rice to heat stress is flowering time (Mackill et al. 1982; Kuang et al. 2002). Heat stress occurring at this stage results in low seed setting rate and loss of grain yield (Morita et al. 2005; Peng et al. 2004). A high temperature, 35°C beyond threshold level, at flowering can induce floret sterility and consequently high yield losses (Osada et al. 1973; Stake and Yoshida 1978; Matsushima et al. 1982), with occasionally up to 80% loss (Li 2003). It has been reported that heat stress significantly reduced anther dehiscence and pollen fertility rate in heat-sensitive varieties, whereas its effects were much smaller in heat tolerant cultivars (Cao et al. 2008). Moroberekan, the most heat-sensitive genotype showed 18% spikelet fertility at 38°C, while IR64, a moderately heat tolerant and N22, a highly tolerant genotype showed 48 and 71% spikelet fertility, respectively (Jagadish et al. 2010). This is the main reason why research on the genetic mechanism of heat tolerance is critical for efficient utilization of the genes and for developing new rice varieties with such trait.
In spite of considerable research in the last several years, the genetic basis of tolerance to heat stress in rice is still largely unknown (Xiao et al. 2011). Molecular mapping efforts on heat tolerance QTLs have been conducted at booting, flowering, and grain filling to ripening stages in rice. A QTL identified to explain the largest phenotype variance for spikelet fertility/seed setting is contributed by IR64 (Cao et al. 2002). The QTL located in the C1100–R1783 region of chromosome 4 derived from Kasalath reduced 3.31% of the grain weight loss under heat stress. Two more QTLs, one located between R1613–C970 on chromosome 1 and the other between C1226–R1440 on chromosome 7, have 2.38 and 2.92% additive effects, respectively (Zhu et al. 2005, 2006).
The heat tolerance during flowering stage in rice was controlled by multiple genes. Previously, it was reported that SSR markers RM3735 on chromosome 4 and RM3586 on chromosome 3 showed significant association with heat tolerance which respectively accounted for 17 and 3% of the total variation (Zhang et al. 2009). Likewise, two major QTLs affecting seed set percentage in the field and growth chamber conditions were detected in the interval between RM5687 and RM471 on chromosome 4, and between RM6132 and RM6100 on chromosome 10 (Xiao et al. 2011). The QTL located on chromosome 4 explained 21.3% and 25.8% of the total phenotypic variation in SSP, respectively in both conditions. The second QTL located on chromosome 10 explained 11.5% in field and 11.6% in growth chamber of the total phenotypic variation in SSP (Xiao et al. 2011). Additional QTL associated with heat tolerance during flowering have been recently identified from RIL populations developed from indica/japonica or indica/indica crosses (Zhang et al. 2008; Chen et al. 2008). Also, a major dominant locus OsHTAS on chromosome 9 was detected to confer tolerance to 48°C at seedling stage (Wei et al. 2013). This locus was mapped on rice chromosome 9 within an interval of 420 kb between markers of InDel5 and RM7364 (Wei et al. 2013).
Breeding for tolerance to high temperature (>35°C) during the reproductive stage in rice (Oryza sativa L.) is one adaptation strategy for mitigating the negative effects of global warming.
The objective of this study was to identify potential QTLs associated with heat tolerance and related traits in the OM5930/N22 BC2F2 population and identify markers that could potentially be applied in the molecular marker-aided breeding for heat tolerance in rice under Southern Vietnam conditions.
Plant materials
According to the result by Zhang et al. (2009), markers RM3586 linked to major QTL on chromosome 3 and RM3735 on chromosome 4 were used to develop BC1 and BC2 via marker-assisted backcrossing of OM5930/N22. Three hundred-ten lines at BC2F2 generation were used for QTL mapping. The BC lines evaluated for heat stress at flowering stage (HFS), unfilled grains/panicle, 1,000 grain weight and grain yield were genotyped using SSR markers. The indica genotypes, OM5939 (high yielding, susceptible to heat) and N22 (heat tolerance under phytotron treatments) were used as parents (Buu et al. 2012).
Evaluation of parents and BC2F2 under heat stress
The 310 BC2F2 plants and their parents were planted during dry season in 2012 at the experimental field in Cuu Long Delta Rice Research Institute (CLRRI) for evaluation of heat tolerance during the reproductive period. To ensure the lines head at the same time all were exposed to the same high temperature stress (HTS) conditions at heading. Daily temperature average was automatically monitored via meteorological tool in the rice field.
Heat tolerance (HT) scoring under field condition was based on percentage of unfilled grains as follows: 0 (0–10%), 1 (10–15%), 3 (15–20%), 5 (20–25%), 7 (25–30%) and 9 (>30%).
DNA extraction
Genomic DNA were extracted using CTAB method as described in Lang (2002). The young leaf was ground using a polished glass rod in well of a Spot Test plate (Thomas Scientific) after adding 400 μl of extraction buffer (50 mM tris-HCl pH 8.0, 25 mM EDTA, 300mM NaCl and 1% SDS). Additional 400 μl of the extraction buffer was added and mixed into the well by pipetting. Thereafter, 400 μl of lysate was transferred to the original tube of leaf sample. The aqueous supernatant was transferred to a new 1.5 ml tube and DNA was precipitated using absolute ethanol. DNA was then air-dried and resuspended in 50 μl of TE buffer. An aliquot of 1 μl was used for PCR analysis. DNA quality and quantity were spectrophotometrically determined.
Amplification of microsatellites and detection of polymorphisms
PCR amplification was performed in 10 mM Tris-HCl (pH=8.3), 50 mM KCl, 1.5 mM MgCl2, 1 unit of TAKARA Taq, 4 nmole of dNTP, 10 pmole of primer, with 30 ng of genomic DNA per 25 μl using a thermal cycler 9,600 (Perkin-Elmer). The PCR reactions were denatured at 94°C for 4 min, followed by 35 cycles of 94°C for 1 min, 55°C for 1 min and 72°C for 2 min. The final extension was set at 72°C for 5 min. After PCR, 13 μl of loading buffer (98% formamide, 10mm EDTA, 0.025% bromophenol blue, 0.025% xylene cyanol) were added to the total volume of PCR product. The samples were electrophoresed on 3% agarose gel and consequently stained in ethidium bromide and viewed under UV light for band detection.
Construction of linkage map
A linkage map was constructed from 12-linkage groups based on the population via SSR tagging followed by Zhang et al. (1994), Chen et al. (1997), Temnykh et al. (2000). To assign the linked groups to chromosomes, a set of 264 polymorphic SSR markers, with an average loci interval of 10.55 cM were employed. Linkage groups were ordered by using MAPMARKER (Lander et al. 1987). Groups were then reconfirmed using the “GROUP” with map unit of centiMorgan (cM) via Kosambi function (Kosambi 1944).
QTL analysis
Single-marker QTL analysis using linear regression was employed (Tanksley 1993). The marker alleles linked to heat were coded 1; and in contrast, a code 0 for conducting regression analysis.
To analyze markers-QTLs association for each trait, single-point (single marker) analysis of QGene version 4.0.2 (Nelson 1997) was performed. This analysis served as the primary method of detecting association between markers and the target traits. A group of two or more closely linked markers that showed significant association were assumed to identify the same QTL. To determine the precise location of the putative QTLs, interval mapping of the MAPMAKER/EXP version 3.0 (Paterson et al. 1988; Lincoln et al. 1992) was conducted. Interval mapping analysis was also used to confirm the results of the single marker analysis. A LOD score of 3.0 was used as the threshold for detecting QTLs location. LOD peaks for significant QTLs were used to position the QTL on the linkage map. Both the gene action (additive effect, free of dominance) and the percent variation attributable to individual QTLs were estimated at the peaks. The proportion of the total phenotypic variation explained by each QTL was calculated as R2 value. Amount of phenotypic variation explained together by all the putative QTLs was estimated by fitting a multiple QTL model under Mapmaker/QTL program and Windows QTL Cartographer 2.5 for each trait.
Phenotyping
Fig. 1 indicated that from midday to 17:00 pm, temperature varied from 36°C to 44°C at heading to maturing period (pink curve). The heat response observed for parents were 1–3 for N22 (heat tolerant) and 7–9 for OM5930 (susceptible) (Buu et al. 2012). Fig. 2 showed continuous distribution of heat tolerance among the BC2F2 lines. This brings a good recombination for heat reaction in the population.
Heat tolerance (HT) distribution skewed to donors as 86.6% and to recurrent as 15.3% in BC2F2 of OM5930/N22. A score of 9 accounted for 74.8% among the BC2F2 segregrants (Fig. 2). The transgressive segregation facilitated rice breeders in selecting acceptable progenies. And this was exhibited in the case of grain filling properties (Fig. 3).
The percentage of filled grains among BC2F2 normally distributed with the mean of 72.9%. The low percentage of filled grains may be attributed, at least partially, to a heat activity during grain filling. The percentage of unfilled grains skewed to donor as 5.16%; transgressive progenies accounted for 13.3 %. Heterozygosity was noted at 81.6% (Fig. 4, 5).
The grain yield of most progenies were significantly higher than both parents. Data show that majority were 13% higher than that of OM5930 and 21% higher than that of N22. This was mainly due to larger sink size such as increased spikelet number per panicle and larger panicle. Grain yield was strongly affected by low fertility percentage under heat condition via unfilled grain percentage. High yielding transgressive progenies accounted for 39.35%, low yielding ones were about 17.74%, while heterozygous progenies were about 56.45%. Selection based on the phenotypes alone will be limited by low advantages of transgressive progenies for given traits (2.0–6.7%).
Genotyping
Of the 501 SSRs tested, 264 markers produced polymorphism which showed clear and scorable bands between the two parents. These were subsequently used to genotype the BC2F2 population. A linkage map based on BC2F2 population was then constructed. It covered a total of 2741.63 cM with an average two loci interval of 10.55 cM (Table 1). The total phenotypic variation explained by all QTLs was estimated by fitting a multiple regression model in the MAPMARKER/QTL program.
A molecular map was constructed according to published microsatellites from Cornell University. MapMarker version 3.0 software was used to generate microsatellite map for each linked group. Fig. 6 shows the linkage map for 264 SSR markers employed in this study. Markers associated with heat tolerance were located mostly on chromosomes 3, 4, 8, and 9.
QTL identification
QTLs were identified for all five traits in the study (Fig. 6). All QTLs were detected above an empirically determined experiment-wise significance threshold equivalent to P < 0.01 (corresponding to an interval mapping LOD > 3.6 or a composite interval mapping LOD > 3.9). An experiment-wise significance threshold of P < 0.05 was used to declare a QTL significant for supporting environments if a QTL was already established at the same position in at least one environment at P < 0.01. For the traits measured in multiple environments, 47% of the QTLs (28 out of 60) were detected in at least two environments. The alleles were favorable for heat tolerance score QTLs (Table 2) at reproductive stage. As shown in Fig. 6, the homozygous alleles from N22, which are related to heat tolerance traits, predominantly populated the putative regions in chromosome 3.
The linkage relationship between the SSR markers RM3586 and RM160 as indicators for heat tolerance genes were estimated. The respective genetic distance between SSR markers RM3586, RM160 and HT genes were determined as 1.2 and 4.5 cM (with LOD scores of 3.4 and 3.9) in single marker analysis (SMA).
Results in interval mapping verified the findings of SMA only in the case of RM3586 - RM160 on chromosome 3 at the 8.1 cM interval (LOD = 3.4, R2 = 11.52%, additive effect = 5.64). On chromosome 4, none of the interval conformed with QTLs found between RM3735 and RM5749 from the single marker analysis, as the value of LOD obtained was low.
One-way ANOVA was carried out using marker genotypes as groups. The ANOVA on RM3586 and genotypes as groups for unfilled grain no./panicle and HT score established high significant association between SSR marker on chromosome 3 and phenotype (Table 4).
Single marker analysis revealed RM3735 and RM310 linked QTLs on chromosomes 4 and 8 respectively which explained 32.6% and 28% of the total phenotypic variation for heat tolerance (Table 2, 3, 4). While another locus between RM26212 - RM127 on chromosome 4 spanning at 14.5 cM was detected using interval mapping.
For grain filling trait, two QTLs were detected through SMA at the loci RM25181 and RM167 on chromosome 10 and 11, respectively explaining 15.3 and 13.1% of the total phenotypic variance (Table 2). None of the two QTLs conformed with the three significant loci identified through interval mapping between RM468 – RM7076 on chromosome 3, and RM241 – RM26212 and RM16686 – RM564 on chromosome 4 (Table 3).
A QTL for unfilled grain no. per panicle was also mapped at the locus RM554 on chromosome 3 which showed major effect. This QTL explained 25.0% of the total phenotypic variance showing overdominance effect for increased heat tolerance (Table 2).
For 1,000-grain weight, a single QTL found at the locus RM103 on chromosome 6 also showed major effects on unfilled grain/panicle. This QTL likewise explained 30.6% of the total phenotypic variance showing overdominance effect for increased heat tolerance (Table 2).
In the case of grain yield, two QTLs were detected through SMA at the loci RM5749 on chromosome 4 and RM337 on chromosome 8 explaining 10.8% and 21.72% of the total phenotypic variance, respectively. These QTLs exhibited partial dominance effects for decreased yield grain (Table 2). While under interval mapping, a single QTL was identified at the interval of RM241 - RM26212 with a putative region of 16.5 cM.
Genetic variation of the quantitative traits is often due to some loci that greatly influenced in addition of smaller effects by others (Paterson et al. 1988). Data from statistical analysis combined to QTL alleles could be used to indirectly select promising progenies with high efficiency (Stuber et al. 1982; Soller and Beckmann 1983).
In the present study, an attempt has been made to understand the genetic basis of rice heat tolerance with molecular markers. The analysis of OM5930/N22 BC2F2 population showed that the heat tolerance was nuclearly inherited. Estimating inheritance of heat tolerance from their overall response to high temperature is difficult because of the low precision due to effects of plant development status and interactions of environmental factors with genes for the trait (Ottaviano et al. 1991). However, in this study extraneous effects were minimized by exposing the plants to the temperature treatments at exact stages of flowering. This is crucial because high temperatures have impacts on pollination and fertilization that could result in low seed set rate during flowering stage. Consequently, the difference of seed set rate was used as an index of heat tolerance in rice.
Phenotypic measurement is very important in tagging QTL, because quantitative traits, such as heat tolerance are largely affected by environment. Phenotyping for heat tolerance is rather difficult due to complications in simulating the stress under field condition. In this study, the phenotypic frequency distributions reflect the complexity of heat tolerance genes inheritance. Some lines are highly tolerant to heat, while others are very sensitive. This was measured as the number of unfilled grain per panicle and grain yield among others. The correlation coefficient between HT score and unfilled grains obtained the most significant value of r = 0.929 ** and df = 166 (Buu et al. 2012).
Grain yield largely belongs to quantitative characteristics, indicating the polygenic control of traits and interactions of environmental factors, and its genetic basis is fairly complex. This is evident for the QTL detected for grain yield between RM241-RM26212 interval on chromosome 4 through interval mapping which did not matched with the two significant loci RM337 and RM5479 on chromosomes 8 and 4 analyzed through SMA.
The QTLs underlying tolerance to high tolerance stress were identified using the BC2F2 derived from a cross between N22 (heat tolerant rice cultivar) and the sensitive indica cultivar OM5930 (derived from a soma clonal line of OM3636 (TD8 × OM1738). Identified major QTLs contributing heat tolerance and its related traits under field conditions were detected on chromosome 4 in the intervals between RM26212 - RM127 and RM241 - RM26212, and RM468 - RM7076 on chromosome 3.
Four QTLs were detected for filled grains per panicle on chromosome 4 at the interval of RM468-RM7076 and RM241 – RM26212, explaining 13.1% and 31.0% of the total phenotypic variation, respectively. Two QTLs controling unfilled grain percentage was also detected at loci RM554, RM3686 on chromosome 3 explaining only 25.0% and 11.2% of the total phenotypic variance. One QTL was detected for 1,000-grain weight located at the locus RM103 on chromosome 6, explaining 30.6% of the total phenotypic variance. A single QTL at the locus RM5749 on chromosome 4 was identified explaining 10.8% of the total phenotypic variance of grain yield.
As shown in Fig. 6, the blue regions which populated in chromosome 3, 6, 7, 8 and 9 indicate the loci containing homozygous alleles for heat tolerance from N22. The red regions indicate homozygous alleles from susceptible genotype OM5930, while the pale green regions depicts heterozygous alleles as a result of recombination.
On the chromosome 4, RM3735 was found to be highly linked to the heat tolerance gene which accounted for 32.6% of the total variance in heat tolerance in BC2F2 population via single marker analysis. Another two SSR markers, which were potentially linked to heat tolerant genes in rice, were identified. By testing with the 310 BC2F2 individuals, genetic linkage analysis indicated that two SSR markers, RM3586 and RM160 on chromosome 3 were highly putatively linked to the heat tolerant gene, accounting for 36.2 and 17.1% of the total variance in heat tolerance in BC2F2 population, respectively. These loci can be used as potential markers for application in molecular-assisted selection breeding techniques for improving heat tolerance of rice.
The authors thank the Ministry of Agriculture and Rural Development of Vietnam and the project of Heat Tolerance Rice Breeding, RDA Korea for the support.
Fig. 1
Temperature dynamics (°C) from heading to harvesting of 310 BC2F2 lines (OM5930/N22) developed in 2012 dry season (CLRRI meteorological data).
pbb-02-14f1.jpg
Fig. 2
Frequency distribution of heat tolerance score at heading stage in 310 individuals of BC2F2 population under heat stress.
pbb-02-14f2.jpg
Fig. 3
Filled grain no./panicle (left) and unfilled grain no./panicle (right) distribution in 310 individuals of BC2F2 population under heat stress.
pbb-02-14f3.jpg
Fig. 4
1,000-grain weight distribution in 310 individuals of BC2F2 population under heat stress.
pbb-02-14f4.jpg
Fig. 5
Grain yield distribution in 310 individuals of BC2F2 population under heat stress.
pbb-02-14f5.jpg
Fig. 6
Molecular linkage map (graphic genotyping) on 12 chromosomes in BC2F2 population of OM5930/N22. Blue: homozygous alleles from N22 (tolerance), Red: homozygous alleles from OM5930 (susceptible), Pale green: heterozygotes, Brown: unidentified.
pbb-02-14f6.jpg
Table 1
Genetic map for heat tolerance on 12 chromosomes of BC2F2 derived from OM5930/N22.
Table 1
Chromosome Marker numbers Length (cM) Average (cM)
1 31 367.4 11.85
2 12 56.9 4.74
3 42 296.1 7.05
4 23 279.6 12.15
5 14 111.9 7.99
6 22 290.2 13.19
7 21 352.0 16.76
8 21 189.5 9.02
9 13 231.8 17.83
10 19 159.5 8.40
11 23 182.1 7.92
12 23 224.6 9.77
Total 264 2741.6 10.55
Table 2
QTL analysis on yield and yield-related characters under heat stress through single marker analysis among 310 BC progenies of OM5930/N22; LOD > 3.0.
Table 2
Marker Chr. Trait Av. of allele F P R2 (%) DPE
RM3586 3 HT score 4.150 ± 0.44 10.60 0.000 36.2 B
RM3735 4 5.40 ± 0.44 9.16 0.000 32.6 B
RM160 3 0.42 ± 0.44 4.25 0.004 17.1 A
RM310 8 5.40 ± 0.44 3.73 0.011 28.0 A
RM25181 10 Filled grain no./panicle 4.40 ± 0.44 3.80 0.014 15.3 A
RM167 11 5.40 ± 0.44 3.19 0.010 13.1 A
RM554 3 Unfilled grain no./panicle 4.40 ± 0.44 7.80 0.001 25.0 A
RM3586 3 6.40 ± 0.40 4.59 0.001 11.2 B
RM103 6 1,000 grain weight 4.40 ± 0.44 7.80 0.001 30.6 A
RM5749 4 Grain yield 4.80 ± 0.44 7.80 0.005 10.8 A
RM337 8 5.8 ± 0.47 2.95 0.005 21.7 A

DPE: (Direction of phenotypic effect) A: OM5930, and B: N22

Table 3
QTL analysis on related characters at flowering stage through interval mapping analysis among 310 BC progenies of OM5930/N22; LOD > 3.0.
Table 3
Trait Interval Chromosome P Position (cM)
Filled grain no./panicle RM468 - RM7076 3 0.000 3.7
RM241 - RM26212 4 0.000 16.5
RM16686 - RM564 4 0.000 9.7
Grain yield RM241 - RM26212 4 0.000 16.5
HT score RM26212 - RM127 4 0.002 14.5
RM3586- RM160 3 0.004 10.1
Table 4
ANOVA of single marker at the locus RM3586 related to the characters among 310 BC progenies of OM5930/N22.
Table 4
Trait Error MS F-RATIO F-PROB
HT score 1.6825 148.99 ** 0.000
Unfilled grain 197.62 27.01 ** 0.000
1,000 grain weight 5.0692 2.78 ns 0.062
Grain yield 55.012 0.73 ns 0.487
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Quantitative Trait Loci Associated with Heat Tolerance in Rice (Oryza sativa L.)
Plant Breed. Biotech.. 2014;2(1):14-24.   Published online March 31, 2014
DOI: https://doi.org/10.9787/PBB.2014.2.1.014
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Quantitative Trait Loci Associated with Heat Tolerance in Rice (Oryza sativa L.)
Plant Breed. Biotech.. 2014;2(1):14-24.   Published online March 31, 2014
DOI: https://doi.org/10.9787/PBB.2014.2.1.014
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Quantitative Trait Loci Associated with Heat Tolerance in Rice (Oryza sativa L.)
Image Image Image Image Image Image
Fig. 1 Temperature dynamics (°C) from heading to harvesting of 310 BC2F2 lines (OM5930/N22) developed in 2012 dry season (CLRRI meteorological data).
Fig. 2 Frequency distribution of heat tolerance score at heading stage in 310 individuals of BC2F2 population under heat stress.
Fig. 3 Filled grain no./panicle (left) and unfilled grain no./panicle (right) distribution in 310 individuals of BC2F2 population under heat stress.
Fig. 4 1,000-grain weight distribution in 310 individuals of BC2F2 population under heat stress.
Fig. 5 Grain yield distribution in 310 individuals of BC2F2 population under heat stress.
Fig. 6 Molecular linkage map (graphic genotyping) on 12 chromosomes in BC2F2 population of OM5930/N22. Blue: homozygous alleles from N22 (tolerance), Red: homozygous alleles from OM5930 (susceptible), Pale green: heterozygotes, Brown: unidentified.

Fig. 1

Fig. 2

Fig. 3

Fig. 4

Fig. 5

Fig. 6

Quantitative Trait Loci Associated with Heat Tolerance in Rice (Oryza sativa L.)

Genetic map for heat tolerance on 12 chromosomes of BC2F2 derived from OM5930/N22.

Chromosome Marker numbers Length (cM) Average (cM)
1 31 367.4 11.85
2 12 56.9 4.74
3 42 296.1 7.05
4 23 279.6 12.15
5 14 111.9 7.99
6 22 290.2 13.19
7 21 352.0 16.76
8 21 189.5 9.02
9 13 231.8 17.83
10 19 159.5 8.40
11 23 182.1 7.92
12 23 224.6 9.77
Total 264 2741.6 10.55

QTL analysis on yield and yield-related characters under heat stress through single marker analysis among 310 BC progenies of OM5930/N22; LOD > 3.0.

Marker Chr. Trait Av. of allele F P R2 (%) DPE
RM3586 3 HT score 4.150 ± 0.44 10.60 0.000 36.2 B
RM3735 4 5.40 ± 0.44 9.16 0.000 32.6 B
RM160 3 0.42 ± 0.44 4.25 0.004 17.1 A
RM310 8 5.40 ± 0.44 3.73 0.011 28.0 A
RM25181 10 Filled grain no./panicle 4.40 ± 0.44 3.80 0.014 15.3 A
RM167 11 5.40 ± 0.44 3.19 0.010 13.1 A
RM554 3 Unfilled grain no./panicle 4.40 ± 0.44 7.80 0.001 25.0 A
RM3586 3 6.40 ± 0.40 4.59 0.001 11.2 B
RM103 6 1,000 grain weight 4.40 ± 0.44 7.80 0.001 30.6 A
RM5749 4 Grain yield 4.80 ± 0.44 7.80 0.005 10.8 A
RM337 8 5.8 ± 0.47 2.95 0.005 21.7 A

DPE: (Direction of phenotypic effect) A: OM5930, and B: N22

QTL analysis on related characters at flowering stage through interval mapping analysis among 310 BC progenies of OM5930/N22; LOD > 3.0.

Trait Interval Chromosome P Position (cM)
Filled grain no./panicle RM468 - RM7076 3 0.000 3.7
RM241 - RM26212 4 0.000 16.5
RM16686 - RM564 4 0.000 9.7
Grain yield RM241 - RM26212 4 0.000 16.5
HT score RM26212 - RM127 4 0.002 14.5
RM3586- RM160 3 0.004 10.1

ANOVA of single marker at the locus RM3586 related to the characters among 310 BC progenies of OM5930/N22.

Trait Error MS F-RATIO F-PROB
HT score 1.6825 148.99 ** 0.000
Unfilled grain 197.62 27.01 ** 0.000
1,000 grain weight 5.0692 2.78 ns 0.062
Grain yield 55.012 0.73 ns 0.487
Table 1 Genetic map for heat tolerance on 12 chromosomes of BC2F2 derived from OM5930/N22.
Table 2 QTL analysis on yield and yield-related characters under heat stress through single marker analysis among 310 BC progenies of OM5930/N22; LOD > 3.0.

DPE: (Direction of phenotypic effect) A: OM5930, and B: N22

Table 3 QTL analysis on related characters at flowering stage through interval mapping analysis among 310 BC progenies of OM5930/N22; LOD > 3.0.
Table 4 ANOVA of single marker at the locus RM3586 related to the characters among 310 BC progenies of OM5930/N22.

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