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A complete workflow for large-scale, two-condition high-throughput drug screening (HTS). It compares drug sensitivity between any two experimental conditions - for example irradiated versus non-irradiated cells, cancer versus normal cell lines, or treated versus untreated samples - across many plates and experiments. The package covers the full pipeline: control-based normalisation, plate-level quality-control metrics (Z-factor, Z-prime, signal-to-background, signal-to-noise and strictly standardised mean difference), replicate-consistency checks, four-parameter logistic dose-response fitting with area under the curve (AUC) estimation, differential (delta) AUC scoring with within-plate standardisation, cut-off and sigma-based hit selection, and publication-ready heatmap, scatter and quality-control visualisations.
| Version: | 0.1.0 |
| Depends: | R (≥ 4.1) |
| Imports: | tidyr, rlang, ggplot2, graphics, stats, utils |
| Suggests: | ComplexHeatmap, circlize, ggprism, ggrepel, grid, readxl, testthat (≥ 3.0.0), knitr, rmarkdown |
| Published: | 2026-07-28 |
| DOI: | 10.32614/CRAN.package.diffHTS (may not be active yet) |
| Author: | Liang Tang [aut, cre] |
| Maintainer: | Liang Tang <xphdtangliang at gmail.com> |
| License: | GPL-3 |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | diffHTS results |
| Reference manual: | diffHTS.html , diffHTS.pdf |
| Vignettes: |
Analysing a two-condition drug screen with diffHTS (source, R code) |
| Package source: | diffHTS_0.1.0.tar.gz |
| Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): not available, r-oldrel (arm64): not available, r-release (x86_64): not available, r-oldrel (x86_64): not available |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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