G3 Genes Genomes GeneticsGeneticsPeer-reviewed journal article
Genomics and Phenomics Enabled Prebreeding Improved Early-Season Chilling Tolerance in Sorghum
Sandeep MarlaiD, Terry J. FelderhoffiD, Chad M. HayesiD, Ramasamy PerumaliD, Xu WangiD, Jesse PolandiD, Geoffrey P. MorrisiD
- Citations
- 16
- FWCI
- 2.65
- Field percentile
- top 9%
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 (NDVI) values from the chilling nested association mapping population detected CT QTL that colocialized with manual phenotyping CT QTL. Two of the four first-generation KASP molecular markers, generated using the peak QTL SNPs, failed to function in an independent breeding program as the CT allele was common in diverse breeding lines. Population genomic FST 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 two 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.
- organism: plant (other)
- assay: bulk RNA-seq
- research focus: gene regulatory network inference
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Genetic Architecture of Chilling Tolerance in Sorghum Dissected with a Nested Association Mapping Population
Sandeep Marla, Gloria B. Burow, … Geoffrey P. Morris·G3 Genes Genomes GeneticsPeer-reviewed·Oct 14, 2019
- Crop modeling defines opportunities and challenges for drought escape, water capture, and yield increase using chilling-tolerant sorghum
R. Raymundo, S. Sexton-Bowser, … G. P. Morris·bioRxiv·Jan 27, 2021
- Evidence for microbiome-dependent chilling tolerance in Sorghum
S. Erlandson, R. Bheemanahalli, … S. Subramanian·bioRxiv·Mar 2, 2021
- Characterization of adaptation mechanisms in sorghum using a multi-reference back-cross nested association mapping design and envirotyping
Vincent Garin, Chiaka Diallo, … Jean‐François Rami·GeneticsPeer-reviewed·Feb 21, 2024
- Genomewide association study reveals transient loci underlying the genetic architecture of biomass accumulation under cold stress in Sorghum.
N. Shakoor, E. Agnew, … T. C. Mockler·bioRxiv·Sep 8, 2019
- Integration of high-density genetic mapping with transcriptome analysis uncovers numerous agronomic QTL and reveals candidate genes for the control of tillering in sorghum
Rajanikanth Govindarajulu, Ashley N. Hostetler, … Jennifer Hawkins·G3 Genes Genomes GeneticsPeer-reviewed·Feb 1, 2021