Package: growkar 0.99.4

growkar: SummarizedExperiment Infrastructure for Microbial Growth Phenotyping
growkar provides Bioconductor-native infrastructure for high-throughput microbial growth phenotyping from plate-based assays such as optical density (OD) measurements. The package is built around SummarizedExperiment as its canonical data model, with OD measurements in assays, timepoint annotations in rowData, sample annotations in colData, and derived phenotypes in metadata. growkar supports data import, quality control, normalization, empirical growth-rate estimation, exponential-phase detection, and parametric modeling of growth dynamics. These workflows enable extraction of biologically meaningful phenotypes including lag time, growth rate, doubling time, and carrying capacity, and allow growth-derived phenotypes to be integrated with other Bioconductor analyses in microbial systems biology and multi-omics studies. The data-structure and analysis layers depend only on core Bioconductor infrastructure; graphing is optional and provided by 'plot_*' functions that are enabled when the suggested graphics package is installed.
Authors:
growkar_0.99.4.tar.gz
growkar_0.99.4.zip(r-4.7-any)growkar_0.99.4.zip(r-4.6-any)growkar_0.99.4.zip(r-4.5-any)
growkar_0.99.4.tgz(r-4.6-any)growkar_0.99.4.tgz(r-4.5-any)
growkar_0.99.4.tar.gz(r-4.7-any)growkar_0.99.4.tar.gz(r-4.6-any)
growkar_0.99.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
growkar/json (API)
| # Install 'growkar' in R: |
| install.packages('growkar', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/sethiyap/growkar/issues
- yeast_growth_data - Optical Density (OD600) of growing yeast cells
On BioConductor:growkar-0.99.4(bioc 3.24)
softwaresystemsbiologyexperimentaldesignvisualizationinfrastructuredataimportqualitycontrolnormalization
Last updated from:6c1fa59697. Checks:1 NOTE, 9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| bioc-checks | NOTE | 163 | ||
| linux-devel | OK | 389 | ||
| source / vignettes | OK | 323 | ||
| linux-release | OK | 350 | ||
| macos-release | OK | 259 | ||
| macos-oldrel | OK | 198 | ||
| windows-devel | OK | 270 | ||
| windows-release | OK | 249 | ||
| windows-oldrel | OK | 229 | ||
| wasm-release | OK | 124 |
Exports:as_tidy_growth_dataaugment_growth_fitcoefcompute_doubling_timecompute_growth_ratedetect_exponential_phaseextract_paramsfit_convergedfit_datafit_growth_curvefit_growth_modelsfit_growth_platefit_modelfit_samplefit_statusfittedgrowth_assaygrowth_metricsgrowth_model_fitsGrowthExperimentnobsphase_windowsplot_doubling_timeplot_fitted_curveplot_growth_curveplot_growth_curve_facetsresidualssample_datashowsummarize_growth_metricssummarytimepointsvalidate_growth_datavalidate_growth_experiment
Dependencies:abindaskpassbase64encBiobaseBiocBaseUtilsBiocGenericsbslibcachemclicpp11crosstalkcurldata.tableDelayedArraydigestdplyrellipsisevaluatefansifarverfastmapfontawesomefsgenericsGenomicRangesggplot2gluegtablehighrhtmltoolshtmlwidgetshttrIRangesisobandjquerylibjsonliteknitrlabelinglaterlatticelazyevallifecyclemagrittrMatrixMatrixGenericsmatrixStatsmemoisemimeopensslotelpillarpkgconfigplotlyplyxppromisespurrrR6rappdirsRColorBrewerRcpprlangrmarkdownS4ArraysS4VectorsS7sassscalesSeqinfoSparseArraystringistringrSummarizedExperimentsystibbletidyprinttidyrtidyselecttidySummarizedExperimenttinytexttserviceutf8vctrsviridisLitewithrxfunXVectoryaml
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Import Growth Data into Canonical Tidy Format | as_tidy_growth_data |
| Augment Observed Data with Fitted Values | augment_growth_fit augment_growth_fit,GrowthFit-method |
| Compute Doubling Time | compute_doubling_time |
| Compute Growth Rate | compute_growth_rate |
| Detect Candidate Exponential-Phase Windows | detect_exponential_phase |
| Extract Fitted Growth Parameters | extract_params extract_params,GrowthFit-method |
| Fit a Parametric Growth Model | fit_growth_curve |
| Fit and Store Growth Models | fit_growth_models |
| Fit Growth Models Across a Plate | fit_growth_plate |
| Growth Assay Matrix | growth_assay |
| Compute and Store Growth Metrics | growth_metrics |
| Stored Growth Model Fits | growth_model_fits |
| Construct a 'GrowthExperiment' | GrowthExperiment |
| Growth Assay Experiment | GrowthExperiment-class |
| Coerce to a 'GrowthExperiment' | GrowthExperiment-coerce |
| Accessors for 'GrowthFit' Objects | fit_converged fit_converged,GrowthFit-method fit_data fit_data,GrowthFit-method fit_model fit_model,GrowthFit-method fit_sample fit_sample,GrowthFit-method fit_status fit_status,GrowthFit-method GrowthFit-accessors |
| Model Components of a 'GrowthFit' Object | coef,GrowthFit-method fitted,GrowthFit-method GrowthFit-model-methods nobs,GrowthFit-method residuals,GrowthFit-method |
| Compute and Store Exponential-Phase Windows | phase_windows |
| Plot Doubling Time Summary | plot_doubling_time |
| Plot a Fitted Growth Curve | plot_fitted_curve |
| Plot Growth Curves | plot_growth_curve |
| Plot Growth Curves as Facets | plot_growth_curve_facets |
| Sample Metadata | sample_data |
| Display a 'GrowthFit' Object | show,GrowthFit-method |
| Summarize Growth Metrics | summarize_growth_metrics |
| Summarize a 'GrowthFit' Object | summary,GrowthFit-method |
| Timepoint Metadata | timepoints |
| Validate Canonical Growth Data | validate_growth_data |
| Validate a Growth 'SummarizedExperiment' | validate_growth_experiment |
| Optical Density (OD600) of growing yeast cells | yeast_growth_data |
