Evidence map›Paper›PMID 41698033›Full record

ArticlePlant physiology2026

Genome-wide association studies and modeling of stomatal gas conductance reveal genetic control of water-use efficiency in sorghum.

Anuradha Singh, Linsey Newton, Addie M Thompson

Abstract read
In one paragraph

Article in Plant physiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Anuradha SinghDepartment of Plant, Soil and Microbial Science, Michigan State University, East Lansing, MI 48824, United States.ORCID 0000-0001-9714-9095
Linsey NewtonDepartment of Plant, Soil and Microbial Science, Michigan State University, East Lansing, MI 48824, United States.ORCID 0000-0002-7149-4752
Addie M ThompsonDepartment of Plant, Soil and Microbial Science, Michigan State University, East Lansing, MI 48824, United States.ORCID 0000-0002-4442-6578

Funding

James C. Schnable and AMTMichigan State UniversityPlant Resilience InstituteU.S. Department of Energy DE-SC0020355
6 · The paper itself

Abstract

The increasing frequency and intensity of droughts present significant challenges to global food security. In this study, we examined the genetic and physiological mechanisms underlying drought tolerance and resilience in sorghum (Sorghum bicolor L.) by phenotyping the Sorghum Association Panel (SAP; n = 397) for a broad suite of traits. These included leaf anatomical characteristics (stomatal density [SD], stomatal size, pore area, stomatal pore area per leaf area, and anatomical maximum stomatal gas conductance), physiological traits [net photosynthetic rate (An), stomatal gas conductance (gsw), and intrinsic water-use efficiency (iWUE)], and functional traits (leaf width, leaf thickness, leaf mass area, and chlorophyll content). Substantial natural variation was detected within the SAP, and correlation analyses indicated that leaf anatomical and functional characteristics play key roles in regulating physiological traits, including An, gsw, and iWUE. Genome-wide association studies identified a genomic hotspot on chromosome 1 (77.5-78.6 Mb) region associated with 3 key single-nucleotide polymorphisms (S01_77550396, S01_78561058, and S01_78619413). Haplotype analysis of these loci uncovered 8 distinct allele combinations influencing SD, An, gsw, and iWUE. Application of the Ball-Woodrow-Berry gsw model to these haplotypes demonstrated that accessions from haplotypes 1 to 5 exhibited greater stomatal plasticity, displaying more dynamic responses under well-watered conditions. In contrast, accessions from haplotypes 6 to 8 showed more conservative stomatal behavior under water-limited conditions. These results provide insights into the coordinated genetic control of leaf traits underlying drought resilience in sorghum and offer a predictive framework for breeding cultivars with stable performance across diverse water regimes.

Indexed as

Plant StomataSorghumWaterDrought ResistanceDroughtsGenome-Wide Association StudyPhenotypePhotosynthesisPlant LeavesPlant TranspirationPolymorphism, Single NucleotideWater

Identifiers

PMID41698033
PMCPMC13016993

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.