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Improvements in semi-arid agriculture: Sorghum bicolor sub-population molecular marker development and mild salinity stress in Vitis
Date
2021Type
DissertationDepartment
Biochemistry
Degree Level
Doctorate Degree
Abstract
A multidisciplinary approach was taken to investigate two crops used in semi-aridagriculture (sorghum and grapevine). This dissertation is the result of two distinct projects.
The first focused on sub-population specific molecular markers in sorghum and the second
on salinity tolerance in grapevines. The work on sorghum tested the hypothesis: due to the
genetic distinctions among sorghum sub-populations, molecular markers can be designed
to differentiate and screen them in a high-throughput manner using next-generation
sequencing. The work on grapevine tested the hypothesis: due to the previously reported
correlation between photosynthetic decline and increased foliar Cl- concentrations in Vitis,
foliar Cl- concentration increase is the cause of photosynthetic decline in Vitis. For the
investigation of sub-population specific molecular marker development in sorghum,
bioinformatic and plant breeding approaches were taken. For the investigation of grapevine
salinity tolerance, plant physiology and bioinformatics techniques were employed.
Recent plant breeding studies of several species have demonstrated the utility of
combining molecular assessments of genetic distance with trait-linked SNP genotyping
during the development of parent lines to maximize yield gains due to heterosis. SSRs
(Short Sequence Repeat markers; also known as microsatellite markers) are the molecular
marker of choice to determine genetic diversity, but the methods historically used to
sequence them have been burdensome. The ability to analyze SSRs in a higher-throughput
manner independent of laboratory conditions would increase their utility in molecular
ecology, germplasm curation, and plant breeding programs worldwide. This project reports
simple bioinformatics methods that can be used to generate genome-wide de novo SSRs in
silico followed by targeted Next Generation Sequencing (NGS) validation of those that
provide the most information about sub-population identity of a breeding line, which
influences heterotic group selection. While these methods were optimized in sorghum
[Sorghum bicolor (L.) Moench], they were developed to be applied to any species with a
reference genome and high-coverage whole-genome sequencing data of individuals from
the sub-populations to be characterized. An analysis of published sorghum genomes
selected to represent its five main races (bicolor, caudatum, durra, kafir, and guinea; 75
samples total) identified 130,120 SSR motifs. Average lengths were 23.8 bp and 95% were
between 10 and 92 bp, making them suitable for NGS. Validation through targeted
sequencing amplified 188 of 192 assayed SSR loci. Results highlighted the distinctness of
accessions from the guinea sub-group margaritiferum from all other sorghum accessions,
consistent with previous studies of nuclear and mitochondrial DNA. SSRs that efficiently
fingerprinted margaritiferum individuals (Xgma1 – Xgma6) are presented. Developing
similar fingerprints of other sub-populations (Xunr1 – Xunr182) was not possible due to
the extensive admixture between them in the data set analyzed. In summary, these methods
were able to fingerprint specific sub-populations when rates of admixture between them
are low.
Moderate levels of Cl- have been associated with grapevine salt tolerance.
Photosynthesis in grapevine is negatively correlated with foliar Cl- concentration. To
further test this hypothesis, multiple mild salinity experiments on four different Vitis
genotypes (Cabernet Sauvignon, Riparia Gloire, Ramsey, and SC2) were conducted and
physiology, ion concentrations and gene expression were assessed. The salt tolerant
rootstock Ramsey had greater Cl- exclusion capabilities than V. vinifera cultivars both
during rooted cutting greenhouse experiments and three years of field-grafted experiments;
SC2 also excluded Cl-. Differential gene expression indicated that salinity affected
transcript abundance more in salt sensitive genotypes, especially chloroplast related
transcripts. The transcript abundances of known anion transporters were determined and a
family of putative B transporters were associated with the Cl- exclusion phenotype.
Photosynthesis and growth were maintained in Ramsey and SC2 under mild salinity.
However, photosynthesis declined in Cabernet Sauvignon with isosmotic 20 mM salt
concentrations of NaCl, KCl, or NaNO3, independent of the salt type. While foliar Clconcentrations
did correlate with salt tolerance during control and saline conditions, it was
not found to be the cause of photosynthetic decline in Vitis during mild salinity.
Permanent link
http://hdl.handle.net/11714/7946Additional Information
Committee Member | Harper, Jeffrey F; Kosma, Dylan K; Ferreira dos Santos, Patricia C; Barrios Masias, Felipe H |
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Rights | Creative Commons Attribution 4.0 United States |
Rights Holder | Author(s) |