Skip to content

POWSC

Bioc current

Simulation, power evaluation, and sample size recommendation for single cell RNA-seq

v1.20.0 · software · GPL-2

Release Lineage

Entered 3.13 · May 20, 2021

Current · Requires R 4.6

1.0 In 11 of 49 releases 3.23

Description

Determining the sample size for adequate power to detect statistical significance is a crucial step at the design stage for high-throughput experiments. Even though a number of methods and tools are available for sample size calculation for microarray and RNA-seq in the context of differential expression (DE), this topic in the field of single-cell RNA sequencing is understudied. Moreover, the unique data characteristics present in scRNA-seq such as sparsity and heterogeneity increase the challenge. We propose POWSC, a simulation-based method, to provide power evaluation and sample size recommendation for single-cell RNA sequencing DE analysis. POWSC consists of a data simulator that creates realistic expression data, and a power assessor that provides a comprehensive evaluation and visualization of the power and sample size relationship.

Test coverage

Line coverage

Expression

Tests / Examples

Functions

24 9 exported

Complexity

2.6 avg / 6 max

Call network

24 nodes / 28 edges

Test coverage is not measured for Bioconductor packages; nodes fall back to a neutral fill.

Loading call graph…

Lowest coverage

Per-function coverage is not measured for this package yet.

Code

Structure

Lines of code

1,875

Files

31

Compiled share

0%

Has compiled src

No

Language breakdown

R 1,254 (66.9%)Tests 48 (2.6%)Docs 409 (21.8%)Vignettes 164 (8.7%)

API

Exported functions

9

Internal functions

15

Testing & CI

Has tests

Yes

Test-to-code ratio

0.04

testthat edition

CI present

No

CI type

[]

PR gated

No

Docs

Roxygen coverage

100%

Health & Security signals

Informational signals; not verdicts.

on.exit coverage

Unsafe pattern score

3

Dep constraint coverage

0%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

4.1

System requirements

C++ standard

License

GPL-2

License flags

SPDX valid, OSI approved

History

Versions

11

First release

2021-05-19

Latest release

2026-04-28

Avg cadence

182 days

Cold removal rate

Dep drift

0

LOC over versions

v3.13: 1,875 LOCv3.14: 1,875 LOCv3.15: 1,875 LOCv3.16: 1,875 LOCv3.17: 1,875 LOCv3.18: 1,875 LOCv3.19: 1,875 LOCv3.20: 1,875 LOCv3.21: 1,875 LOCv3.22: 1,875 LOCv3.23: 1,875 LOC

Per-file churn detail lives in the source pipeline: https://github.com/r-observatory/bioc-code-metrics.

Documentation

Documentation
READMEYes · 264 wordsVignettesYes · dynamicpkgdown siteNoNEWSNoCode of conductNoContributing guideNo
Examples that run
100%
Documented parameters
96%
Return-value docs
100%
References docs
15%

Topics

People

Report a problem with this page →