Package: sceptre 0.99.0

sceptre: Analysis of Single-Cell CRISPR Screen Data
Analysis of single-cell CRISPR screen data. `sceptre` is an R package for statistically rigorous, massively scalable, and user-friendly single-cell CRISPR screen data analysis. The `sceptre` pipeline consists of several distinct steps: (1) import data from 10X CellRanger, Parse CRISPR Detect, or a set of R objects; (2) set the analysis parameters, which are the parameters that govern how the statistical analysis is to be conducted; (3) assign gRNAs to cells using one of three methods; (4) run quality control; (5) run the calibration check, which is an analysis that verifies that `sceptre` controls the rate of false positives on the dataset under analysis; (6) run the power check, which is an analysis that verifies that `sceptre` is capable of discovering true associations on the dataset under analysis; (7) run the discovery analysis to identify high-confidence perturbation-gene links among the set of perturbations and genes whose association status we do not know but seek to learn; (8) write outputs to a specified directory, including results, plots, and a textual summary of the analysis. `sceptre` leverages several novel statistical and computational algorithms to achieve high statistical accuracy and computational speed.
Authors:
sceptre_0.99.0.tar.gz
sceptre_0.99.0.zip(r-4.7-x86_64)sceptre_0.99.0.zip(r-4.7-arm64)sceptre_0.99.0.zip(r-4.6-x86_64)sceptre_0.99.0.zip(r-4.6-arm64)sceptre_0.99.0.zip(r-4.5-x86_64)
sceptre_0.99.0.tgz(r-4.6-x86_64)sceptre_0.99.0.tgz(r-4.6-arm64)sceptre_0.99.0.tgz(r-4.5-x86_64)sceptre_0.99.0.tgz(r-4.5-arm64)
sceptre_0.99.0.tar.gz(r-4.7-arm64)sceptre_0.99.0.tar.gz(r-4.7-x86_64)sceptre_0.99.0.tar.gz(r-4.6-arm64)sceptre_0.99.0.tar.gz(r-4.6-x86_64)
sceptre_0.99.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
sceptre/json (API)
| # Install 'sceptre' in R: |
| install.packages('sceptre', repos = c('https://biocstaging.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/katsevich-lab/sceptre/issues
Pkgdown/docs site:https://katsevich-lab.github.io
- gene_position_data_frame_grch37 - Gene position data frames
- gene_position_data_frame_grch38 - Gene position data frames
- grna_target_data_frame_highmoi - GRNA target data frame
- highmoi_example_data - Example high-MOI data
- lowmoi_example_data - Example low-MOI data
crisprsinglecelldifferentialexpressiongeneregulationdataimportgenetargetcpp
Last updated from:21f9ea098b. Checks:1 WARNING, 15 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| bioc-checks | WARNING | 234 | ||
| linux-devel-arm64 | OK | 273 | ||
| linux-devel-x86_64 | OK | 327 | ||
| source / vignettes | OK | 334 | ||
| linux-release-arm64 | OK | 267 | ||
| linux-release-x86_64 | OK | 297 | ||
| macos-release-arm64 | OK | 261 | ||
| macos-release-x86_64 | OK | 308 | ||
| macos-oldrel-arm64 | OK | 198 | ||
| macos-oldrel-x86_64 | OK | 485 | ||
| windows-devel-arm64 | OK | 347 | ||
| windows-devel-x86_64 | OK | 312 | ||
| windows-release-arm64 | OK | 367 | ||
| windows-release-x86_64 | OK | 337 | ||
| windows-oldrel-x86_64 | OK | 312 | ||
| wasm-release | OK | 181 |
Exports:assign_grnasconstruct_cis_pairsconstruct_positive_control_pairsconstruct_trans_pairsget_cell_covariatesget_grna_assignmentsget_grna_matrixget_response_matrixget_resultimport_dataimport_data_from_cellrangerimport_data_from_parseplotplot_assign_grnasplot_covariatesplot_grna_count_distributionsplot_response_grna_target_pairplot_run_calibration_checkplot_run_discovery_analysisplot_run_power_checkplot_run_qcprintread_ondisc_backed_sceptre_objectrun_calibration_checkrun_discovery_analysisrun_power_checkrun_qcset_analysis_parameterswrite_ondisc_backed_sceptre_objectwrite_outputs_to_directory
Dependencies:BHclicowplotcpp11crayondata.tabledplyrfarvergenericsggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMatrixparallellypillarpkgconfigpurrrR6RColorBrewerRcpprlangS7scalestibbletidyselectutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| sceptre | sceptre-package sceptre |
| Assign gRNAs to cells | assign_grnas |
| Construct _cis_ pairs | construct_cis_pairs |
| Construct positive control pairs | construct_positive_control_pairs |
| Construct _trans_ pairs | construct_trans_pairs |
| Gene position data frames | gene_position_data_frame_grch37 gene_position_data_frame_grch38 |
| Get gRNA assignments | get_grna_assignments |
| Data getter functions | get_cell_covariates get_grna_matrix get_response_matrix |
| Get result | get_result |
| gRNA target data frame | grna_target_data_frame_highmoi |
| Example high-MOI data | highmoi_example_data |
| Import data | import_data |
| Import data from Cell Ranger | import_data_from_cellranger |
| Import data from Parse (experimental) | import_data_from_parse |
| Example low-MOI data | lowmoi_example_data |
| Plot assign gRNAs | plot_assign_grnas |
| Plot covariates | plot_covariates |
| Plot gRNA count distributions | plot_grna_count_distributions |
| Plot response-gRNA-target pair | plot_response_grna_target_pair |
| Plot run calibration check | plot_run_calibration_check |
| Plot run discovery analysis | plot_run_discovery_analysis |
| Plot run power check | plot_run_power_check |
| Plot run QC | plot_run_qc |
| Plot | plot,sceptre_object-method |
| print,sceptre_object-method | |
| Write or read an 'ondisc'-backed 'sceptre_object' | read_ondisc_backed_sceptre_object write_ondisc_backed_sceptre_object |
| Run calibration check | run_calibration_check |
| Run discovery analysis | run_discovery_analysis |
| Run power check | run_power_check |
| Run QC | run_qc |
| Set analysis parameters | set_analysis_parameters |
| Write outputs to directory | write_outputs_to_directory |