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mrMLM

Multi-Locus Random-SNP-Effect Mixed Linear Model Tools for GWAS

v5.0.1 · Mar 27, 2022 · GPL (>= 2)

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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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)
NOTE r-devel-linux-x86_64-debian-clang

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.}
       |                                      ^
NOTE r-devel-linux-x86_64-debian-gcc

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.}
       |                                      ^
NOTE r-devel-linux-x86_64-fedora-clang

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.}
       |                                      ^
NOTE r-devel-linux-x86_64-fedora-gcc

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.}
       |                                      ^
NOTE r-devel-macos-arm64

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.}
       |                                      ^
NOTE r-devel-windows-x86_64

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.}
       |                                      ^
NOTE r-oldrel-macos-arm64

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.}
       |                                      ^
NOTE r-oldrel-macos-arm64

installed package size

installed size is  5.2Mb
  sub-directories of 1Mb or more:
    extdata   1.7Mb
    libs      2.3Mb
NOTE r-oldrel-macos-x86_64

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.}
       |                                      ^
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  5.3Mb
  sub-directories of 1Mb or more:
    extdata   1.7Mb
    libs      2.4Mb
NOTE r-oldrel-windows-x86_64

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.}
       |                                      ^
NOTE r-patched-linux-x86_64

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.}
       |                                      ^
NOTE r-release-linux-x86_64

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.}
       |                                      ^
NOTE r-release-macos-arm64

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.}
       |                                      ^
NOTE r-release-macos-x86_64

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.}
       |                                      ^
NOTE r-release-windows-x86_64

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 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

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.}
       |                                      ^
NOTE r-devel-linux-x86_64-debian-gcc

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.}
       |                                      ^
NOTE r-devel-linux-x86_64-fedora-clang

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.}
       |                                      ^
NOTE r-devel-linux-x86_64-fedora-gcc

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.}
       |                                      ^
NOTE r-devel-macos-arm64

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.}
       |                                      ^
NOTE r-devel-windows-x86_64

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.}
       |                                      ^
NOTE r-patched-linux-x86_64

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.}
       |                                      ^
NOTE r-release-linux-x86_64

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.}
       |                                      ^
NOTE r-release-macos-arm64

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.}
       |                                      ^
NOTE r-release-macos-x86_64

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.}
       |                                      ^
NOTE r-release-windows-x86_64

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.}
       |                                      ^
NOTE r-oldrel-macos-arm64

installed package size

installed size is  5.2Mb
  sub-directories of 1Mb or more:
    extdata   1.7Mb
    libs      2.3Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  5.3Mb
  sub-directories of 1Mb or more:
    extdata   1.7Mb
    libs      2.4Mb
NOTE r-oldrel-windows-x86_64

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.}
       |                                      ^

Reverse Dependencies (1)

imports

Dependency Network

Dependencies Reverse dependencies lars Rcpp foreach ncvreg coin(>= 1.1-0) sampling data.table doParallel sbl BEDMatrix mrMLM.GUI mrMLM

Version History

new 5.0.1 Mar 10, 2026
updated 5.0.1 ← 5.0 diff Mar 26, 2022
updated 5.0 ← 4.0.2 diff Mar 17, 2022
updated 4.0.2 ← 4.0.1 diff Oct 7, 2020
updated 4.0.1 ← 4.0 diff Sep 28, 2020
updated 4.0 ← 3.1 diff Oct 21, 2019
updated 3.1 ← 3.0 diff Aug 25, 2018
updated 3.0 ← 2.1 diff Mar 11, 2018
updated 2.1 ← 2.0 diff Feb 8, 2017
updated 2.0 ← 1.3 diff Dec 19, 2016
updated 1.3 ← 1.2 diff Jul 15, 2016
updated 1.2 ← 1.1 diff Apr 6, 2016
updated 1.1 ← 1.0 diff Mar 5, 2016
new 1.0 Feb 25, 2016