mrMLM
Multi-Locus Random-SNP-Effect Mixed Linear Model Tools for GWAS
Description
Conduct multi-locus genome-wide association study under the framework of multi-locus random-SNP-effect mixed linear model (mrMLM). First, each marker on the genome is scanned. Bonferroni correction is replaced by a less stringent selection criterion for significant test. Then, all the markers that are potentially associated with the trait are included in a multi-locus genetic model, their effects are estimated by empirical Bayes, and all the nonzero effects were further identified by likelihood ratio test for significant QTL. The program may run on a desktop or laptop computers. If marker genotypes in association mapping population are almost homozygous, these methods in this software are very effective. If there are many heterozygous marker genotypes, the IIIVmrMLM software is recommended. Wen YJ, Zhang H, Ni YL, Huang B, Zhang J, Feng JY, Wang SB, Dunwell JM, Zhang YM, Wu R (2018, <doi:10.1093/bib/bbw145>), and Li M, Zhang YW, Zhang ZC, Xiang Y, Liu MH, Zhou YH, Zuo JF, Zhang HQ, Chen Y, Zhang YM (2022, <doi:10.1016/j.molp.2022.02.012>).
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| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | NOTE |
| r-devel-linux-x86_64-debian-gcc | NOTE |
| r-devel-linux-x86_64-fedora-clang | NOTE |
| r-devel-linux-x86_64-fedora-gcc | NOTE |
| r-devel-macos-arm64 | NOTE |
| r-devel-windows-x86_64 | NOTE |
| r-oldrel-macos-arm64 | NOTE |
| r-oldrel-macos-x86_64 | NOTE |
| r-oldrel-windows-x86_64 | NOTE |
| r-patched-linux-x86_64 | NOTE |
| r-release-linux-x86_64 | NOTE |
| r-release-macos-arm64 | NOTE |
| r-release-macos-x86_64 | NOTE |
| r-release-windows-x86_64 | NOTE |
Check details (16 non-OK)
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
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checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
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Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
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checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
installed package size
installed size is 5.2Mb
sub-directories of 1Mb or more:
extdata 1.7Mb
libs 2.3Mb
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
installed package size
installed size is 5.3Mb
sub-directories of 1Mb or more:
extdata 1.7Mb
libs 2.4Mb
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Check History
NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^
installed package size
installed size is 5.2Mb
sub-directories of 1Mb or more:
extdata 1.7Mb
libs 2.3Mb
installed package size
installed size is 5.3Mb
sub-directories of 1Mb or more:
extdata 1.7Mb
libs 2.4Mb
Rd files
checkRd: (-1) MultiManhattan.Rd:33: Lost braces; missing escapes or markup?
33 | \item{LogTimes}{Magnification of {-log10(P-value)}; the default is
| ^
checkRd: (-1) MultiManhattan.Rd:35: Lost braces; missing escapes or markup?
35 | \item{LODTimes}{Magnification of {LOD score}; the default is 1.2.}
| ^