Description Usage Arguments Details Value Author(s)
write_report
Write a report
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 | write_report(outputdir, filename, author,
title = "Power calculation report for microbiome data",
datatype = c("species", "metagenomics_pathways",
"metatranscriptomics_pathways"), N_sample = c(200, 200, 200),
N_feature = c(300, 300, 300), N_covariate = c(5, 5, 5), N_repeat = c(1,
1, 1), contin = c(TRUE, TRUE, TRUE), conti_prop = c(0.5, 0.5, 0.5),
pos_prop = c(0.2, 0.2, 0.2), increment = 0.005, q_cutoff = 0.05,
target_power = 0.9, target_fpr = 0.05,
mean_distribution_bugs = ref_dat$mean_distribution_bugs,
mean_distribution_pathway_dna = ref_dat$mean_distribution_pathway_dna,
mean_distribution_pathway_rna = ref_dat$mean_distribution_pathway_rna,
sd_quartile_bugs_common = ref_dat$sd_quartile_bugs[1, ],
sd_quartile_bugs_rare = ref_dat$sd_quartile_bugs[2, ],
sd_quartile_pathway_dna_common = ref_dat$sd_quartile_pathway_dna[1, ],
sd_quartile_pathway_dna_rare = ref_dat$sd_quartile_pathway_dna[2, ],
sd_quartile_pathway_rna_common = ref_dat$sd_quartile_pathway_rna[1, ],
sd_quartile_pathway_rna_rare = ref_dat$sd_quartile_pathway_rna[2, ],
source = c("STAR project", "STAR project", "STAR project"))
|
outputdir |
Output directory of the report. String. Default is current working directory. |
filename |
Filename of the report. String. Default is "report". |
author |
Author of the report. String. Default is "". |
title |
Title of the report. String. Default is "Power calculation report for microbiome data". |
datatype |
Data type needed in the report. Vector. Default is c("species", "metagenomics_pathways","metatranscriptomics_pathways"). |
N_sample |
Number of samples in each data set. Vector. Default is c(200,200,200). |
N_feature |
Number of features in each data set. Vector. Default is c(300,300,300). |
N_covariate |
Number of covariates in the study. Number. Default is 5. |
N_repeat |
Number of repeat measurements for each data set. Vector. Default is c(2,2,2). |
contin |
The type of covariate we are interested. The type includeds "continous", "discrete" and "inter" (interaction). Strint. Default is c("continuous","continuous","continuous"). |
pos_prop |
The proportion of features correlated with the variable we are interested in. Vector. Default is c(0.2,0.2,0.2) |
increment |
A small number to adjust the smoothness of the power curve. The smaller, the more smooth. Default is 0.005. |
q_cutoff |
The threshold for q value (p value after BH adjustment). A number in (0,1). Default is 0.05. |
target_power |
The least power the study wants to reach. A number in (0,1). Default is 0.9. |
target_fpr |
The highest false positive rate of the study. A number in (0,1). Default is 0.05. |
contin_prop |
The proportion of continuous covariates. Vector. Default is c(0.5,0.5,0.5) |
Generate a .Rnw file and a .pdf file.
Generate a .Rnw file and a .pdf file.
Liu Cao
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