Inadvertent Introgression: Pleiotropy and the Sorghum Genome

Pleiotropy, when a single gene is responsible for multiple unrelated traits, is important to identify in order to avoid unintentionally selecting for traits. Although there is little evidence for pleiotropy in maize, research suggests that the incidence may be far greater in sorghum. Identifying these traits and reducing the inadvertent introgression of non-targeted traits into elite germplasm is of great interest to breeders, biologist, and for both the grain and bioenergy industries.

Researchers at the University of Nebraska-Lincoln, Clemson University and Iowa State University assembled a set of 234 separate trait datasets for the Sorghum Association Panel (SAP) from both their own research and published studies from research groups across the country and compared genome-wide association studies with two independently generated marker sets. The researchers concluded that the existing genetic markers likely capture only 35–43% of potentially detectable loci controlling variation for traits scored in this population. In fact, when using these conventional markers through cross-GWAS comparisons, little evidence of pleiotropy was detected. The scientists determined that by increasing the marker density in the SAP samples, future studies could more than double the number of true marker-trait associations (MTAs) detected. Here, loci identified in a joint analysis of 176 trait datasets tended to fall into one of two categories, either showing associations with large (>40) number of trait datasets or small (<10) trait datasets, with these datasets often representing measures of the same trait in multiple environments or multiple distinct but highly correlated traits’, clear evidence of pleiotropic quantitative genetic loci. Both known and previously unknown pleiotropic genes were discovered, including an impact of dwarfing genes on root architecture, as well as new pleiotropic loci consistent with known trade-offs in sorghum development. 

“This study demonstrates the enduring power of community association populations,” said Ravi Mural, the lead author of the study. “A single population, the SAP, has been used by so many researchers to understand the genes controlling different traits and now, by bringing all of their data together, we can start to understand the genetic basis of quantitative pleiotropy in sorghum. No one research group has the resources to create a dataset like the one we analyzed in this paper.”

SorghumBase examples:

Figure 1: Gene family tree for SORBI_3007G163800 or dwarf3 (dw3), the sorghum ortholog of maize brachytic2 (br2) showing high conservation of two ABC transporter domains in tandem: ABC transporter type 1 transmembrane domain (IPR011527 represented as blue boxes) and ABC transporter-like ATP binding domain (IPR003439 represented as orange boxes).


Figure 2: A QTL hotspot on chromosome 7 corresponds to the dw3 gene region and features associations with height, leaf angle, panicle length, shoot compactness, etc. from the meta-analysis of 146 studies reporting QTL map locations available in the Sorghum QTL Atlas.


Mural, R.V., Grzybowski, M., Miao, C., Damke, A., Sapkota, S., Boyles, R.E., Salas Fernandez, M.G., Schnable, P.S., Sigmon,B., Kresovich, S., and Schnable, J.C.  Meta-analysis identifies pleiotropic loci controlling phenotypic trade-offs in sorghum. Genetics, 218(3), (2021). PMID: 34100945. DOI:10.1093/genetics/iyab087. Read more

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Image 1: Dr. Ravi Mural, a postdoc at the University of Nebraska and the lead author of this study, in a diversity panel growing at Havelock Farm in the summer of 2021. Photo by James Schnable
Image 2: A research field grown out of the Sorghum Diversity Panel by the Schnable lab of the University of Nebraska at Havelock Farm outside of Lincoln, Nebraska in the summer of 2020. Photo by James Schnable
Image 3: Mackenzie Zwiener, a graduate student in the Schnable Lab, being photographed collecting trait data from the Sorghum Association Panel by Craig Chandler, University of Nebraska Communications. Photo by James Schnable