Table 1.
Overview of contributions to the working group on collapsing methods
| Contribution | Phenotype | Chromosomes | Unit to combine variants | MAF threshold | Statistical methods for association analysis of multiple variants |
|---|---|---|---|---|---|
| Agne et al. [2014] | Simulated HTN | 3 | Bins (with 100 SNPs) | Private SNPs | Proportion of private SNPs in cases for low- and high-environment groups |
| Dering et al. [2014] | Simulated HTN | All but chromosome 5 | Gene | 0.05 | FPCA, CMC |
| Derkach et al. [2014] | Real HTN; simulated DBP, SBP | 3 | Gene, coding, protein changing, protein damaging | 0.05 | CAST, w-Sum, C-alpha, Hotelling, SKAT-O, minimum p-value, Fisher’s |
| Mallaney and Sung [2014] | Simulated DBP, SBP | All | Gene | All, 0.05 | SKAT with three weighting schemes (equal, Madsen-Browning, and default) |
| Nalpathamkalam et al. [2014] | Not applicable | All | Not applicable | All | Variant prioritization (e.g., coding, protein-changing, and protein-damaging variants) |
| Sung et al. [2014] | Simulated SBP | 3 | Gene | All, 0.05 | SST modified for family data |
| Swartz et al. [2014] | Simulated HTN | Causal genes on chromosome 3 | Gene | 0.05 | VT, RBS, C-alpha, SKAT, modified RBS |
| Xuan et al. [2014] | Simulated SBP | 1, 3, 5 | Bins (with 10 kbp, 100 kbp, 500 kbp), gene | 0.01, 0.05 | HC, minimum p-value, SKAT |
| Yang and Li [2014] | Real DBP, SBP, HTN | All | Sliding windows (5% SNPs on chromosome) | 0.05 | Runs of homozygosity |
CAST, cohort allelic sum test; CMC, combined multivariate and collapsing; DBP, diastolic blood pressure; FPCA, functional principal components analysis; HC, higher criticism; HTN, hypertension; MAF, minor allele frequency; RBS, replication-based weighted-sum statistic; SBP, systolic blood pressure; SKAT, sequence kernel association test; SKAT-O, SKAT with the use of the optimal weighted average; SNP, single-nucleotide polymorphism; SST, simple sum test; VT, variable-threshold; w-Sum, group-wise weighted sum.