Table 1 An example of the features available in PLATO and other common genomics software
 | PLATO | PLINK4 | GCTA59 | R/bioconductora |
---|---|---|---|---|
Association analysis | ||||
Genome-wide association study | X | X | X | GenABEL60 |
Environment-wide association study | X | Â | Â | PheWAS61 |
Phenome-wide association study | X | Â | Â | PheWAS |
Differential CNV burden analysis | X | Â | Â | R |
Differential gene expression | X | Â | Â | ArrayTools62 |
Gene set enrichment analysis | Â | Â | Â | GSEA63 |
Gene×gene interaction | X | X |  | SNPassoc64 |
Gene×environment interaction | X | X | X | CGEN65 |
Differential rare variation analysis | X | Â | Â | R, podkat66 |
Types of statistical tests | ||||
Logistic Regression | X | X | Â | R |
Linear Regression | X | X | Â | R |
Firth Regression | X | Â | Â | GWASTools67 |
Likelihood ratio test | X | X | Â | R |
Auto-detect regression type | X | Â | Â | GenABEL |
Mixed linear model association | Â | Â | X | GENESIS68 |
Family-based association | Â | X | Â | gap69 |
Estimation of variance explained | Â | Â | X | R |
Polygenic modeling | Â | Â | Â | gap |
Meta-analysis | Â | Â | X | gap |
Genetic encodings supported | ||||
Additive encoding | X | X | X | GenABEL |
Dominant encoding | X | X | Â | GenABEL |
Recessive encoding | X | X | Â | GenABEL |
Codominant encoding | X | X | Â | SNPassoc |
Overdominant encoding | Â | Â | Â | SNPassoc |
Multiple test correction | ||||
Bonferroni | X | X | Â | R |
FDR | X | X | Â | R |
Permutation | X | X | Â | SNPassoc |
QC filtering | ||||
Marker call rate | X | X | Â | SNPRelate57 |
Sample call rate | X | X | Â | SNPRelate |
MAF | X | X | X | SNPRelate |
LD Pruning | Â | X | X | SNPRelate |
IBD | Â | X | X | SNPRelate |
PCA | Â | X | X | SNPRelate |