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2017 ; 7
(3
): 943-952
Nephropedia Template TP
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Reproduction and In-Depth Evaluation of Genome-Wide Association Studies and
Genome-Wide Meta-analyses Using Summary Statistics
#MMPMID28122950
Niu YF
; Ye C
; He J
; Han F
; Guo LB
; Zheng HF
; Chen GB
G3 (Bethesda)
2017[Mar]; 7
(3
): 943-952
PMID28122950
show ga
In line with open-source genetics, we report a novel linear regression technique
for genome-wide association studies (GWAS), called Open GWAS algoriTHm (OATH).
When individual-level data are not available, OATH can not only completely
reproduce reported results from an experimental model, but also recover
underreported results from other alternative models with a different combination
of nuisance parameters using naïve summary statistics (NSS). OATH can also
reliably evaluate all reported results in-depth (e.g., p-value variance
analysis), as demonstrated for 42 Arabidopsis phenotypes under three magnesium
(Mg) conditions. In addition, OATH can be used for consortium-driven genome-wide
association meta-analyses (GWAMA), and can greatly improve the flexibility of
GWAMA. A prototype of OATH is available in the Genetic Analysis Repository
(https://github.com/gc5k/GEAR).