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# Workflow derived from https://github.com/r-lib/actions/tree/v2/examples | ||
# Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help | ||
on: | ||
push: | ||
branches: [main, master] | ||
pull_request: | ||
branches: [main, master] | ||
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name: R-CMD-check.yaml | ||
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permissions: read-all | ||
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jobs: | ||
R-CMD-check: | ||
runs-on: ${{ matrix.config.os }} | ||
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name: ${{ matrix.config.os }} (${{ matrix.config.r }}) | ||
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strategy: | ||
fail-fast: false | ||
matrix: | ||
config: | ||
- {os: macos-latest, r: 'release'} | ||
- {os: windows-latest, r: 'release'} | ||
- {os: ubuntu-latest, r: 'release'} | ||
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env: | ||
GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} | ||
R_KEEP_PKG_SOURCE: yes | ||
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steps: | ||
- uses: actions/checkout@v4 | ||
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- uses: r-lib/actions/setup-pandoc@v2 | ||
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- uses: r-lib/actions/setup-r@v2 | ||
with: | ||
r-version: ${{ matrix.config.r }} | ||
http-user-agent: ${{ matrix.config.http-user-agent }} | ||
use-public-rspm: true | ||
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- uses: r-lib/actions/setup-r-dependencies@v2 | ||
with: | ||
extra-packages: any::rcmdcheck | ||
needs: check | ||
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- uses: r-lib/actions/check-r-package@v2 | ||
with: | ||
upload-snapshots: true | ||
build_args: 'c("--no-manual","--compact-vignettes=gs+qpdf")' |
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# History files | ||
.Rhistory | ||
.Rapp.history | ||
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# Session Data files | ||
.RData | ||
.RDataTmp | ||
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# User-specific files | ||
.Ruserdata | ||
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# Example code in package build process | ||
*-Ex.R | ||
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# Output files from R CMD build | ||
/*.tar.gz | ||
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# Output files from R CMD check | ||
/*.Rcheck/ | ||
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# RStudio files | ||
.Rproj.user/ | ||
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# produced vignettes | ||
vignettes/*.html | ||
vignettes/*.pdf | ||
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# OAuth2 token, see https://github.com/hadley/httr/releases/tag/v0.3 | ||
.httr-oauth | ||
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# knitr and R markdown default cache directories | ||
*_cache/ | ||
/cache/ | ||
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# Temporary files created by R markdown | ||
*.utf8.md | ||
*.knit.md | ||
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# R Environment Variables | ||
.Renviron | ||
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# pkgdown site | ||
docs/ | ||
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# translation temp files | ||
po/*~ | ||
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# RStudio Connect folder | ||
rsconnect/ |
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Package: geneticTMT | ||
Version: 0.1.0 | ||
Date: 2024-07-01 | ||
Depends: R (>= 4.0.0) | ||
Imports: stats | ||
Suggests: testthat | ||
Title: Genetic Transmission Mean Test | ||
Authors@R: c( | ||
person(given = "Yushi", | ||
family = "Tang", | ||
role = c("aut", "cre"), | ||
email = "yushi.tang@princeton.edu", | ||
comment = c(ORCID = "0000-0002-3809-2129")), | ||
person(given = "John D.", | ||
family = "Storey", | ||
role = c("aut"), | ||
email = "jstorey@princeton.edu", | ||
comment = c(ORCID = "0000-0001-5992-402X")) | ||
) | ||
Maintainer: Yushi Tang <yushi.tang@princeton.edu> | ||
Description: Functions for inferring causal genotype-phenotype relationships for population-sampled nuclear families. | ||
License: GPL-3 + file LICENSE | ||
URL: https://github.com/StoreyLab/geneticTMT | ||
RoxygenNote: 7.3.1 | ||
Encoding: UTF-8 |
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MIT License | ||
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Copyright (c) 2024 Storey Lab | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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# Generated by roxygen2: do not edit by hand | ||
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export(assignment_index) | ||
export(calc_dtdt) | ||
export(calc_dtmt) | ||
export(calc_dtmt_nc) | ||
export(calc_dtmt_pc) | ||
export(calc_mu_hat) | ||
export(calc_varhat_dtmt) | ||
export(tdtest) | ||
export(tmtest) | ||
importFrom(stats,pchisq) | ||
importFrom(stats,pnorm) |
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#' Assignment Index | ||
#' | ||
#' This function constructs assignment indices based on trio genotypes. | ||
#' | ||
#' @param is_phased Label for unphased/phased genotype. If `FALSE` (default), the | ||
#' child's genotype is unphased. Else, the child's genotype is phased. | ||
#' @param trio_geno A \eqn{3 \times n}{3 x n} matrix of trio genotype if `FALSE` | ||
#' for \code{is_phased}. Or a \eqn{4 \times n}{4 x n} matrix of trio genotype if | ||
#' `TRUE` for \code{is_phased}. Must contain only values \eqn{(0, 1, 2)}{0, 1, 2}. | ||
#' The first row is assumed maternal, the second row is assumed paternal, and | ||
#' the third (or together with the fourth) row is assumed child's genotypes. | ||
#' | ||
#' @return A named list of two vectors containing indicators for assigning to | ||
#' treatment group 0 or treatment group 1. | ||
#' | ||
#' @note Undesired dimensions of the genotype matrices will result in errors. | ||
#' | ||
#' @examples | ||
#' trio_example <- matrix(c(1,1,2,0, 1,2,1,0, 1,1,1,0), nrow=3, byrow=TRUE) | ||
#' list_assign <- assignment_index(trio_example, is_phased=FALSE) | ||
#' | ||
#' @export | ||
assignment_index <- function(trio_geno, is_phased=FALSE){ | ||
if(is_phased){ | ||
# validate input | ||
if(nrow(trio_geno)!=4) { | ||
stop('undesired dimension for phased trio genotypes') | ||
} | ||
# assignment index | ||
z_m <- trio_geno[1,] | ||
z_p <- trio_geno[2,] | ||
a_m <- trio_geno[3,] | ||
a_p <- trio_geno[4,] | ||
w1m <- as.numeric((z_m==1) & (a_m==1)) | ||
w0m <- as.numeric((z_m==1) & (a_m==0)) | ||
w1p <- as.numeric((z_p==1) & (a_p==1)) | ||
w0p <- as.numeric((z_p==1) & (a_p==0)) | ||
w1 <- w1m + w1p | ||
w0 <- w0m + w0p | ||
# output | ||
list_assign <- list(w1, w0, w1m, w0m, w1p, w0p) | ||
names(list_assign) <- c('W1','W0','W1m','W0m','W1p','W0p') | ||
return(list_assign) | ||
} else { | ||
# validate input | ||
if(nrow(trio_geno)!=3) { | ||
stop('undesired dimension for unphased trio genotypes') | ||
} | ||
# assignment index | ||
z_m <- trio_geno[1,] | ||
z_p <- trio_geno[2,] | ||
g <- trio_geno[3,] | ||
# assign to control | ||
w0 <- as.numeric((z_m==2) & (z_p==1) & (g==1)) + | ||
as.numeric((z_m==1) & (z_p==2) & (g==1)) + | ||
as.numeric((z_m==1) & (z_p==1) & (g==1)) + | ||
2 * as.numeric((z_m==1) & (z_p==1) & (g==0)) + | ||
as.numeric((z_m==1) & (z_p==0) & (g==0)) + | ||
as.numeric((z_m==0) & (z_p==1) & (g==0)) | ||
# assign to treatment | ||
w1 <- as.numeric((z_m==2) & (z_p==1) & (g==2)) + | ||
as.numeric((z_m==1) & (z_p==2) & (g==2)) + | ||
2 * as.numeric((z_m==1) & (z_p==1) & (g==2)) + | ||
as.numeric((z_m==1) & (z_p==1) & (g==1)) + | ||
as.numeric((z_m==1) & (z_p==0) & (g==1)) + | ||
as.numeric((z_m==0) & (z_p==1) & (g==1)) | ||
# output | ||
list_assign <- list(w1, w0) | ||
names(list_assign) <- c('W1','W0') | ||
return(list_assign) | ||
} | ||
} | ||
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#' Transmission-Disequilibrium Test Statistic | ||
#' | ||
#' This function calculates the TDT statistic given trio genotypes and children's | ||
#' dichotomous phenotype. | ||
#' | ||
#' | ||
#' @param Y The n-length vector of the children's dichotomous trait | ||
#' @param is_phased Label for unphased/phased genotype. If `FALSE` (default), the | ||
#' child's genotype is unphased. Else, the child's genotype is phased. | ||
#' @param trio_geno A \eqn{3 \times n}{3 x n} matrix of trio genotype if `FALSE` | ||
#' for is_phased. Or a \eqn{4 \times n}{4 x n} matrix of trio genotype if | ||
#' `TRUE` for is_phased. Must contain only values \eqn{(0, 1, 2)}{0, 1, 2}. | ||
#' The first row is assumed maternal, the second row is assumed paternal, and | ||
#' the third (or together with the fourth) row is assumed child's genotype. | ||
#' | ||
#' @return A numeric value of the TDT statistic. | ||
#' | ||
#' @note Inputting phenotypes that are not dichotomous and undesired dimensions | ||
#' of the genotype matrices will result in errors. | ||
#' | ||
#' @examples | ||
#' trio_example <- matrix(c(1,1,2,0, 1,2,1,0, 1,1,1,0), nrow=3, byrow=TRUE) | ||
#' y_binary <- c(0,1,1,0) | ||
#' dtdt <- calc_dtdt(y_binary, trio_example) | ||
#' | ||
#' @export | ||
calc_dtdt <- function(Y, trio_geno, is_phased=FALSE){ | ||
if(!all(Y %in% 0:1)){stop("Y must be a binary vector")} | ||
list_assign <- assignment_index(trio_geno, is_phased) | ||
W0 <- list_assign$W0 | ||
W1 <- list_assign$W1 | ||
# sizes of treatment and control | ||
N <- sum(W1) + sum(W0) | ||
# assign trait value to treatment and control group | ||
vec_n1 <- rep(Y, list_assign$W1) | ||
vec_n0 <- rep(Y, list_assign$W0) | ||
n1 <- sum(vec_n1==1) | ||
n0 <- sum(vec_n0==1) | ||
ttdt <- ifelse(N>0, 2*(n1-n0)/N, NaN) | ||
return(ttdt) | ||
} | ||
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# Transmission-Mean Test Statistic | ||
#' | ||
#' This function computes the unbiased TMT estimand given trio genotypes and | ||
#' children's phenotype. The phenotype can be either quantitative or dichotomous. | ||
#' | ||
#' @param Y The n-length vector of children' phenotype. | ||
#' @param is_phased Label for unphased/phased genotype. If `FALSE` (default), the | ||
#' child's genotype is unphased. Else, the child's genotype is phased. | ||
#' @param trio_geno A \eqn{3 \times n}{3 x n} matrix of trio genotype if `FALSE` | ||
#' for is_phased. Or a \eqn{4 \times n}{4 x n} matrix of trio genotype if | ||
#' `TRUE` for is_phased. Must contain only values \eqn{(0, 1, 2)}{0, 1, 2}. | ||
#' The first row is assumed maternal, the second row is assumed paternal, and | ||
#' the third (or together with the fourth) row is assumed child's genotypes. | ||
#' | ||
#' @return A numeric value of the TMT statistic. | ||
#' | ||
#' @note Undesired dimensions of the genotype matrices will result in errors. | ||
#' | ||
#' @examples | ||
#' trio_example <- matrix(c(1,1,2,0, 1,2,1,0, 1,1,1,0), nrow=3, byrow=TRUE) | ||
#' y_quant <- c(11.8,1.7,3.6,12.2) | ||
#' dtmt <- calc_dtmt(y_quant, trio_example) | ||
#' | ||
#' @export | ||
calc_dtmt <- function(Y, trio_geno, is_phased=FALSE){ | ||
# construct assignment vectors | ||
list_assign <- assignment_index(trio_geno, is_phased) | ||
W0 <- list_assign$W0 | ||
W1 <- list_assign$W1 | ||
# estimate mu to center trait value | ||
mu_hat <- calc_mu_hat(Y, W0, W1) | ||
# sizes of treatment and control | ||
N <- sum(W1) + sum(W0) | ||
# calculate the tmt estimand | ||
dtmt <- ifelse(N>0, 2/N*(sum((Y-mu_hat)*W1) - sum((Y-mu_hat)*W0)), NaN) | ||
return(dtmt) | ||
} | ||
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# Transmission-Mean Test Preliminary Statistic | ||
#' | ||
#' This function computes the preliminary TMT statistic given trio genotypes and | ||
#' children's phenotype. The phenotype can be either quantitative or dichotomous. | ||
#' The preliminary TMT statistic is unbiased and non-centered by the population | ||
#' mean. | ||
#' | ||
#' @param Y The n-length vector of children' phenotype. | ||
#' @param is_phased Label for unphased/phased genotype. If `FALSE` (default), the | ||
#' child's genotype is unphased. Else, the child's genotype is phased. | ||
#' @param trio_geno A \eqn{3 \times n}{3 x n} matrix of trio genotype if `FALSE` | ||
#' for is_phased. Or a \eqn{4 \times n}{4 x n} matrix of trio genotype if | ||
#' `TRUE` for is_phased. Must contain only values \eqn{(0, 1, 2)}{0, 1, 2}. | ||
#' The first row is assumed maternal, the second row is assumed paternal, and | ||
#' the third (or together with the fourth) row is assumed child's genotypes. | ||
#' | ||
#' @return A numeric value of the preliminary TMT statistic. | ||
#' | ||
#' @note Undesired dimensions of the genotype matrices will result in errors. | ||
#' | ||
#' @examples | ||
#' trio_example <- matrix(c(1,1,2,0, 1,2,1,0, 1,1,1,0), nrow=3, byrow=TRUE) | ||
#' y_quant <- c(11.8,1.7,3.6,12.2) | ||
#' dtmt_nc <- calc_dtmt_nc(y_quant, trio_example) | ||
#' | ||
#' @export | ||
calc_dtmt_nc <- function(Y, trio_geno, is_phased=FALSE){ | ||
# construct assignment vectors | ||
list_assign <- assignment_index(trio_geno, is_phased) | ||
W0 <- list_assign$W0 | ||
W1 <- list_assign$W1 | ||
# sizes of treatment and control | ||
N <- sum(W1) + sum(W0) | ||
# calculate the tmt estimand | ||
dtmt <- ifelse(N>0, 2/N*(sum(Y*W1) - sum(Y*W0)), NaN) | ||
return(dtmt) | ||
} |
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