Skip to content

CKLRT

Composite Kernel Machine Regression Based on Likelihood Ratio Test

v0.2.3 · Sep 13, 2018 · GPL-3

Description

Composite Kernel Machine Regression based on Likelihood Ratio Test (CKLRT): in this package, we develop a kernel machine regression framework to model the overall genetic effect of a SNP-set, considering the possible GE interaction. Specifically, we use a composite kernel to specify the overall genetic effect via a nonparametric function and we model additional covariates parametrically within the regression framework. The composite kernel is constructed as a weighted average of two kernels, one corresponding to the genetic main effect and one corresponding to the GE interaction effect. We propose a likelihood ratio test (LRT) and a restricted likelihood ratio test (RLRT) for statistical significance. We derive a Monte Carlo approach for the finite sample distributions of LRT and RLRT statistics. (N. Zhao, H. Zhang, J. Clark, A. Maity, M. Wu. Composite Kernel Machine Regression based on Likelihood Ratio Test with Application for Combined Genetic and Gene-environment Interaction Effect (Submitted).)

Downloads

208

Last 30 days

15912th

387

Last 90 days

387

Last year

Trend: +16.2% (30d vs prior 30d)

CRAN Check Status

5 NOTE
9 OK
Show all 14 flavors
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 OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 NOTE
r-oldrel-macos-x86_64 NOTE
r-oldrel-windows-x86_64 NOTE
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (16 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Haoyu Zhang <andrew.haoyu@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Ni",
                      family = "Zhao",
                      role = "aut"),
               person(given = "Haoyu",
                      family = "Zhang",
                      role = c("aut", "cre"),
                      email = "andrew.haoyu@gmail.com"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Haoyu Zhang <andrew.haoyu@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Ni",
                      family = "Zhao",
                      role = "aut"),
               person(given = "Haoyu",
                      family = "Zhang",
                      role = c("aut", "cre"),
                      email = "andrew.haoyu@gmail.com"))
as necessary.
OK r-devel-linux-x86_64-fedora-clang

*


            
OK r-devel-linux-x86_64-fedora-gcc

*


            
OK r-devel-macos-arm64

*


            
OK r-devel-windows-x86_64

*


            
NOTE r-oldrel-macos-arm64

LazyData

  'LazyData' is specified without a 'data' directory
NOTE r-oldrel-macos-arm64

installed package size

  installed size is 21.2Mb
  sub-directories of 1Mb or more:
    libs  20.9Mb
NOTE r-oldrel-macos-x86_64

LazyData

  'LazyData' is specified without a 'data' directory
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is 21.4Mb
  sub-directories of 1Mb or more:
    libs  21.1Mb
NOTE r-oldrel-windows-x86_64

LazyData

  'LazyData' is specified without a 'data' directory
OK r-patched-linux-x86_64

*


            
OK r-release-linux-x86_64

*


            
OK r-release-macos-arm64

*


            
OK r-release-macos-x86_64

*


            
OK r-release-windows-x86_64

*


            

Check History

NOTE 9 OK · 5 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Haoyu Zhang <andrew.haoyu@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Ni",
                      family = "Zhao",
                      role = "aut"),
               person(given = "Haoyu",
                      family = "Zhang",
                      role = c("aut", "cre"),
                      email = "andrew.haoyu@gmail.com"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Haoyu Zhang <andrew.haoyu@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Ni",
                      family = "Zhao",
                      role = "aut"),
               person(given = "Haoyu",
                      family = "Zhang",
                      role = c("aut", "cre"),
                      email = "andrew.haoyu@gmail.com"))
as necessary.
NOTE r-oldrel-macos-arm64

installed package size

  installed size is 21.2Mb
  sub-directories of 1Mb or more:
    libs  20.9Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is 21.4Mb
  sub-directories of 1Mb or more:
    libs  21.1Mb
NOTE r-oldrel-windows-x86_64

LazyData

  'LazyData' is specified without a 'data' directory

Dependency Network

Dependencies Reverse dependencies Rcpp mgcv MASS nlme CKLRT

Version History

new 0.2.3 Mar 9, 2026