Avjinder (Avi) Kaler

gwas big data data qtl mapping programming database snp genotype allele phenotype python drought data mining r code soil fertility anova soil ph hwe population genetics frequncy model trait variance gene plant nutrient nutrients bglr genomic selection calcium statistical model association bayesion experiment seed rates breeding water water stress abiotic stress stomata aba signaling plant response physiology oxygen agricultural flooding science deviance gene substitution breeding value quantitative genetics heritability fem fixed effect model glm generalized linear model genomewide association studies soybean . association mapping . light interception canopy coverage canopy closure drought tolerance high throughput phenotyping canopy temperature sql artificial intelligence machine learning clustering variable numbers string list tuple dictionary manhattan graphs qqplot qtl circular manhattan plots broad sense heritability narrow sense heritability r programming plant breeding aba abscisic acid blup best linear unbiased prediction cid carbon isotope discrimination d13c carbon isotope ratio d18o oxygen isotope ratio farmcpu fixed and random model circulating probability uni gc stomatal conductance