Evidence map›Paper›PMID 37232400›Full record

ArticleG3 (Bethesda, Md.)2023

Genomics and phenomics enabled prebreeding improved early-season chilling tolerance in Sorghum.

Sandeep Marla, Terry Felderhoff, Chad Hayes, Ramasamy Perumal, Xu Wang, Jesse Poland, Geoffrey P Morris

Open access · goldAbstract read
In one paragraph

Article in G3 (Bethesda, Md.), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
3.1field-weighted citation impact, top 9% of its field
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

4 citing papers in PubMed, 9 citations in OpenAlex.

  1. Advancing provitamin A biofortification in sorghum: from allele mining and marker development to prebreeding and breeding.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2026
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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

7 authors at 5 institutions in 2 countries.

Sandeep MarlaDepartment of Agronomy, Kansas State University, Manhattan, KS 66506, USA.
Terry FelderhoffDepartment of Agronomy, Kansas State University, Manhattan, KS 66506, USA.
Chad HayesUSDA-ARS, Plant Stress & Germplasm Development Unit, Cropping Systems Research Laboratory, Lubbock, TX 79415, USA.
Ramasamy PerumalWestern Kansas Agricultural Research Center, Kansas State University, Hays, KS 67601, USA.
Xu WangDepartment of Plant Pathology, Kansas State University, Manhattan, KS 66506, USA.
Jesse PolandDepartment of Plant Pathology, Kansas State University, Manhattan, KS 66506, USA.
Geoffrey P MorrisDepartment of Agronomy, Kansas State University, Manhattan, KS 66506, USA.
Kansas State University · USColorado State University · USCropping Systems Research Laboratory · USKing Abdullah University of Science and Technology · SAUniversity of West Florida · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In temperate climates, earlier planting of tropical-origin crops can provide longer growing seasons, reduce water loss, suppress weeds, and escape post-flowering drought stress. However, chilling sensitivity of sorghum, a tropical-origin cereal crop, limits early planting, and over 50 years of conventional breeding has been stymied by coinheritance of chilling tolerance (CT) loci with undesirable tannin and dwarfing alleles. In this study, phenomics and genomics-enabled approaches were used for prebreeding of sorghum early-season CT. Uncrewed aircraft systems (UAS) high-throughput phenotyping platform tested for improving scalability showed moderate correlation between manual and UAS phenotyping. UAS normalized difference vegetation index values from the chilling nested association mapping population detected CT quantitative trait locus (QTL) that colocalized with manual phenotyping CT QTL. Two of the 4 first-generation Kompetitive Allele Specific PCR (KASP) molecular markers, generated using the peak QTL single nucleotide polymorphisms (SNPs), failed to function in an independent breeding program as the CT allele was common in diverse breeding lines. Population genomic fixation index analysis identified SNP CT alleles that were globally rare but common to the CT donors. Second-generation markers, generated using population genomics, were successful in tracking the donor CT allele in diverse breeding lines from 2 independent sorghum breeding programs. Marker-assisted breeding, effective in introgressing CT allele from Chinese sorghums into chilling-sensitive US elite sorghums, improved early-planted seedling performance ratings in lines with CT alleles by up to 13-24% compared to the negative control under natural chilling stress. These findings directly demonstrate the effectiveness of high-throughput phenotyping and population genomics in molecular breeding of complex adaptive traits.

Indexed as

SorghumChromosome MappingEdible GrainGenomicsPhenomicsPhenotypePlant BreedingSeasonsabiotic stressadaptive traitfield phenotypingKASPmarker-assisted selectionmolecular markerplant genetics and genomicspopulation genomicsQTL

Identifiers

PMID37232400
PMCPMC10411554
OpenAlexW4378348463

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.