ArticleBMC plant biology2026
Identification of candidate genes for heat tolerance in rice by genome-wide association study and transcriptome sequencing.
Article in BMC plant biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors.
Funding
Abstract
Heat stress during the heading stage has a particularly negative impact on rice. In this study, we employed 159 core rice germplasms as materials, set up high-temperature and normal-temperature treatments during the heading stage, and measured the phenotypic traits such as the seed-setting rate, the number of grains per panicle, and the thousand-grain weight. Combining the results and data from whole-genome sequencing, we employed genome-wide association study (GWAS) to identify the heat tolerance-related genes or QTLs in rice. Additionally, we selected two heat-tolerant and two heat-intolerant varieties for transcriptome sequencing after high-temperature treatment during the heading stage, and further screened and analyzed the candidate genes based on GWAS and transcriptome sequencing. As a result, a total of 206 genes related to heat tolerance during rice heading were detected by GWAS, and 57 genes were co-detected by GWAS and transcriptome sequencing. Further gene function annotation and haplotype analysis identified five important candidate genes related to heat tolerance, including LOC_Os03g18010, LOC_Os07g43700, LOC_Os10g22980, LOC_Os10g41660, and LOC_Os11g39020. qRT-PCR verified that the trends of relative expression of these five genes were highly consistent with the RNA-seq data. The findings may lay an important foundation for mining and cloning heat-tolerant genes in rice for biotechnological improvement.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.