ISAnalytics is an R package developed to analyze gene therapy vector
insertion sites data identified from genomics next generation sequencing
reads for clonal tracking studies.
In gene therapy, stem cells are modified using viral vectors to deliver
the therapeutic transgene and replace functional properties since the
genetic modification is stable and inherited in all cell progeny. The
retrieval and mapping of the sequences flanking the virus-host DNA
junctions allows the identification of insertion sites (IS), essential
for monitoring the evolution of genetically modified cells in vivo. A
comprehensive toolkit for the analysis of IS is required to foster
clonal tracking studies and supporting the assessment of safety and long
term efficacy in vivo. This package is aimed at (1) supporting
automation of IS workflow, (2) performing base and advance analysis for
IS tracking (clonal abundance, clonal expansions and statistics for
insertional mutagenesis, etc.), (3) providing basic biology insights of
transduced stem cells in vivo.
You can install it via GitHub using the package devtools
There are always 2 versions of the package active:
RELEASE is the latest stable version
DEVEL is the development version, it is the most up-to-date version
where all new features are introduced
Installation from bioconductor
RELEASE version:
if (!requireNamespace("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("ISAnalytics")
DEVEL version:
if (!requireNamespace("BiocManager", quietly = TRUE))
install.packages("BiocManager")
# The following initializes usage of Bioc devel
BiocManager::install(version='devel')
BiocManager::install("ISAnalytics")
ISAnalytics has a verbose option that allows some functions to print
additional information to the console while they’re executing. To
disable this feature do:
Some functions also produce report in a user-friendly HTML format, to
set this feature:
# DISABLE HTML REPORTS
options("ISAnalytics.reports" = FALSE)
# ENABLE HTML REPORTS
options("ISAnalytics.reports" = TRUE)
NEWS
Show more
ISAnalytics 1.19.2 (2025-07-17)
UPDATE
vegan package switched from Suggests to Imports
added refGene_hg38 for CIS_grubbs test
ISAnalytics 1.19.1 (2025-07-09)
UPDATE
Changed again color scale for alluvial_plot
ISAnalytics 1.19.0 (2025-07-09)
GENERAL UPDATE
Changed color scale for alluvial_plot and made some general updates
ISAnalytics 1.13.1 (2024-12-05)
BUG FIXES
Fixed bug in call to print.data.table that broke examples for
CIS_Grubbs.
ISAnalytics 1.11.2 (2023-07-26)
FIXES
Fixed issues in html report for outlier filtering - reported incorrect
numbers due to missing conversion in percentage
Fixed warnings for bslib::nav deprecation
Fixed minor issue in default_af_transform(), transformation failed
if NAs were present in the columns
ISAnalytics 1.11.1 (2023-05-09)
FIXES
Fixed broken tests with new updates in underlying packages
ISAnalytics 1.9.3 (2023-04-04)
ENHANCES AND REFACTORING
The package no longer depends on magrittr
All functionality associated with data.table now it’s completely
optional and will be used internally only if the package is available
Several packages were moved from Imports to Suggests - functions
will notify when additional packages are requested for the specific
functionality
All known deprecated or superseded functions from other packages have
been removed or substituted
FIXES AND GENERAL UPDATES
Added a new tag “barcode_mux” in available_tags()
The function HSC_population_size_estimate() now better supports the
computation of estimates from different groups of cell types and
tissues at the same time. The tabular output now contains an
additional column “Timepoints_included” that specifies how many time
points the estimate contains
Function is_sharing() can now handle better limit cases and has the
option of being parallelised provided appropriate packages are
available (better performance)
DEPRECATIONS & BREAKING CHANGES
Functions import_parallel_Vispa2Matrices_auto() and
import_parallel_Vispa2Matrices_interactive() are officially defunct
and will not be exported anymore starting from the next release cycle
The argument mode of import_parallel_Vispa2Matrices() no longer
accepts INTERACTIVE as a valid option and the interactive mode is
considered now defunct, since the usage is very limiting and limited
The argument association_file of import_parallel_Vispa2Matrices()
no longer accepts a string representing a path. Association file
import is delegated solely to its dedicated function from now on.
The function threshold_filter() is deprecated, since its use is
rather complicated instead of using standard filtering with dplyr or
similar tools
MINOR CHANGES
default_af_transform() now pads time points based on the maximum
number of characters + 1 in the column
ISAnalytics 1.9.2 (2023-01-26)
FIXES AND GENERAL UPDATES
Fixed an issue with ifelse function in top_abund_tableGrob() - now
the function has a new argument transform_by which is useful for
controlling ordering of columns
Fixed all tidyselect warnings (internal use of .data$ in selection
context)
Added bonferroni correction in gene_frequency_fisher
ISAnalytics 1.7.7 (2022-10-26)
Added new section in workflow vignette + sample files
ISAnalytics 1.7.6 (2022-10-25)
Fixed minor bugs and typos
ISAnalytics 1.7.5 (2022-10-05)
Fixed build issues
ISAnalytics 1.7.4 (2022-10-04)
VISIBLE USER CHANGES
Progress bars for long processing functions are now implemented via
the package progressr, added a wrapper function for fast enabling
progress bars, enable_progress_bars()
Introduced logging for issues in HSC_population_size_estimate() -
signals eventual problems in computing estimates and why
BUG FIXES AND MINOR CHANGES
Fixed minor bugs and typos
ISAnalytics 1.7.3 (2022-06-17)
BUG FIXES AND MINOR CHANGES
All functions that check for options now have a default value if
option is not set
CIS_grubbs function is now faster (removed dependency from
psych::describe)
NEW
New functions CIS_grubbs_overtime() and associated plotting function
top_cis_overtime_heatmap() to compute CIS_grubbs test over time
ISAnalytics 1.7.2 (2022-05-23)
BUG FIXES AND MINOR CHANGES
Fixed minor issues in import_association_file() - function had minor
issues when importing *.xlsx files and missing optional columns threw
errors
Fixed bug in as_sparse_matrix() - function failed when trying to
process an aggregated matrix
NEW
Added 2 new utility functions export_ISA_settings() and
import_ISA_settings() that allow a faster workflow setup
ISAnalytics 1.7.1 (2022-05-04)
BUG FIXES AND MINOR CHANGES
Fixed minor issue in compute_near_integrations() - function errored
when report_path argument was set to NULL
Fixed dplyr warning in integration_alluvial_plot() internals
Fixed issue with report of VISPA2 stats - report failed due to minor
error in rmd fragment
Internals of remove_collisions() use again dplyr internally for
joining and grouping operations - needed because of performance issues
with data.table
fisher_scatterplot() has 2 new arguments that allow the disabling of
highlighting for some genes even if their p-value is under the
threshold
ISAnalytics 1.5.4 (2022-04-20)
MAJOR CHANGES
ISAnalytics has now a new “dynamic vars system” to allow more
flexibility on user inputs, view the dedicated vignette with
vignette("workflow_start", package="ISAnalytics")
All package functions were reviewed to work properly with this system
NEW FEATURES
gene_frequency_fisher() is a new function of the analysis family
that allows the computation of Fisher’s exact test p-values on gene
frequency - fisher_scatterplot() is the associated plotting function
top_targeted_genes() is a new function of the analysis family that
produces the top n targeted genes based on the number of IS
NGSdataExplorer() is a newly implemented Shiny interface that allows
the exploration and plotting of data
zipped examples were removed from the package to contain size. To
compensate, the new function generate_default_folder_structure()
generates the standard folder structure with package-included data
on-demand
transform_columns() is a new utility function, also used internally
by other exported functions, that allows arbitrary transformations on
data frame columns
MINOR CHANGES
remove_collisions() now has a dedicated parameter to specify how
independent samples are identified
compute_near_integration_sites() now has a parameter called
additional_agg_lambda() to allow aggregation of additional columns
CIS_grubbs() now signals if there are missing genes in the refgenes
table and eventually returns them as a df
outlier_filter() is now able to take multiple tests in input and
combine them with a given logic. It now also produces an HTML report.
Several functions now use data.table under the hood
Color of the strata containing IS below threshold can now be set in
integration_alluvial_plot()
BUG FIXES
Fixed a minor bug in import_Vispa2_stats() - function failed when
passing report_path = NULL
Fixed minor issue in circos_genomic_density() when trying to use a
pdf device
DEPRECATED FUNCTIONS
unzip_file_system() was made defunct in favor of
generate_default_folder_structure()
cumulative_count_union() was deprecated and its functionality was
moved to cumulative_is()
ISAnalytics 1.5.3 (2022-01-13)
MINOR CHANGES
Added arguments fragmentEstimate_column and
fragmentEstimate_threshold in HSC_population_size_estimate().
Slightly revised filtering logic.
Updated package logo and website
ISAnalytics 1.5.2 (2021-12-14)
NEW (MINOR)
Added function to check for annotation problems in IS matrices
MINOR CHANGES
Added argument max_workers in function remove_collisions()
Updated default functions for aggregate_metadata()
Added annotation issues section in import matrices report
FIXES
Fixed minor issue in internals for file system alignment checks
Fixed minor issue in internal call to import_Vispa2_stats() from
import_association_file()
Added safe computation of sharing in remove_collisions(): if process
fails function doesn’t stop
ISAnalytics 1.5.1 (2021-10-28)
FIXES
Attempt to fix issues with parallel computation on Windows for some
plotting functions
ISAnalytics 1.3.9 (2021-10-25)
FIXES
Fixed issues with function that make use of BiocParallel that
sometimes failed on Windows platform
ISAnalytics 1.3.7 (2021-10-20)
NEW
Added new feature iss_source()
FIXES
Fixed minor issues in data files refGenes_mm9 and function
compute_near_integrations()
ISAnalytics 1.3.6 (2021-10-05)
NEW
Added new feature purity_filter()
FIXES
Fixed small issue in printing information in reports
New function for plotting sharing as venn/euler diagrams
sharing_venn()
ISAnalytics 1.3.4 (2021-08 -03)
FIXES/MINOR UPDATES
Fixed issue in tests that lead to broken build
Slightly modified included data set for better examples
ISAnalytics 1.3.3 (2021-07-30)
MAJOR CHANGES
Completely reworked interactive HTML report system, for details take a
look at the new vignette
vignette("report_system", package = "ISAnalytics")
Old ISAnalytics.widgets option has been replaced by
ISAnalytics.reports
In remove_collisions(), removed arguments seq_count_col,
max_rows_reports and save_widget_path, added arguments
quant_cols and report_path (see documentation for details)
MINOR CHANGES
import_single_Vispa2Matrix() now allows keeping additional
non-standard columns
compute_near_integrations() is now faster on bigger data sets
Changed default values for arguments columns and key in
compute_abundance()
compute_near_integrations() now produces only re-calibration map in
*.tsv format
CIS_grubbs() now supports calculations for each group specified in
argument by
In sample_statistics() now there is the option to include the
calculation of distinct integration sites for each group (if mandatory
vars are present)
NEW FUNCTIONALITY
Added new plotting function circos_genomic_density()
FIXES
Fixed minor issue with NA values in alluvial plots
DEPRECATIONS
import_parallel_Vispa2Matrices_interactive() and
import_parallel_Vispa2Matrices_auto() are officially deprecated in
favor of import_parallel_Vispa2Matrices()
OTHER
The package has now a more complete and functional example data set
for executable examples
Reworked documentation
ISAnalytics 1.3.2 (2021-06-28)
FIXES
Corrected issues in man pages
ISAnalytics 1.3.1 (2021-06-24)
NEW FUNCTIONALITY
is_sharing computes the sharing of IS between groups
sharing_heatmap allows visualization of sharing data through
heatmaps
integration_alluvial_plot allows visualization of integration sites
distribution in groups over time.
top_abund_tableGrob can be used in combination with the previous
function or by itself to obtain a summary of top abundant integrations
as an R graphic (tableGrob) object that can be combined with plots.
MINOR UPDATES
Added more default stats functions to default_stats
Added optional automatic conversion of time points in months and years
when importing association file
Minor fixes in generate_Vispa2_launch_AF
ISAnalytics 1.1.11 (2021-05-11)
NEW FUNCTIONALITY
HSC_population_size_estimate and HSC_population_plot allow
estimates on hematopoietic stem cell population size
Importing of Vispa2 stats per pool now has a dedicated function,
import_Vispa2_stats
outlier_filter and outliers_by_pool_fragments offer a mean to
filter poorly represented samples based on custom outliers tests
VISIBLE USER CHANGES
The argument import_stats of aggregate_metadata is officially
deprecated in favor of import_Vispa2_stats
aggregate_metadata is now a lot more flexible on what operations can
be performed on columns via the new argument aggregating_functions
import_association_file allows directly for the import of Vispa2
stats and converts time points to months and years where not already
present
File system alignment of import_association_file now produces 3
separate columns for paths
separate_quant_matrices and comparison_matrix now do not require
mandatory columns other than the quantifications - this allows for
separation or joining also for aggregated matrices
FIXES
Fixed a minor issue in CIS_volcano_plot that caused duplication of
some labels if highlighted genes were provided in input
ISAnalytics 1.1.10 (2021-04-08)
FIXES
Fixed issue in compute_near_integrations: when provided
recalibration map export path as a folder now the function works
correctly and produces an automatically generated file name
Fixed issue in aggregate_metadata: now paths to folder that contains
Vispa2 stats is looked up correctly. Also, VISPA2 stats columns are
aggregated if found in the input data frame independently from the
parameter import_stats.
IMPROVEMENTS
compute_abundance can now take as input aggregated matrices and has
additional parameters to offer more flexibility to the user. Major
updates and improvements also on documentation and reproducible
examples.
Major improvements in function import_single_Vispa2Matrix: import is
now preferentially carried out using data.table::fread greatly
speeding up the process - where not possible readr::read_delim is
used instead
Major improvements in function import_association_file: greatly
improved parsing precision (each column has a dedicated type), import
report now signals parsing problems and their location and signals
also problems in parsing dates. Report also includes potential
problems in column names and signals missing data in important
columns. Added also the possibility to give various file formats in
input including *.xls(x) formats.
Function top_integrations can now take additional parameters to
compute top n genes for each specified group
Removed faceting parameters in CIS_volcano_plot due to poor
precision (easier to add faceting manually) and added parameters to
return the data frame that generated the plot as an additional result.
Also, it is now possible to specify a vector of gene names to
highlight even if they’re not above the annotation threshold.
MINOR
ISAnalytics website has improved graphic theme and has an additional
button on the right that leads to the devel (or release) version of
the website
Updated vignettes
FOR DEVS ONLY
Complete rework of test suite to be compliant to testthat v.3
ISAnalytics 1.1.9 (2021-02-17)
FIXES
Fixed minor issues in internal functions with absolute file paths &
corrected typos
ISAnalytics 1.1.8 (2020-02-15)
FIXES
Fixed minor issues in internal functions to optimize file system
alignment
ISAnalytics 1.1.7 (2020-02-10)
FIXES
Fixed minor issues in import_association_file when checking parameters
ISAnalytics 1.1.6 (2020-02-06)
UPGRADES
It is now possible to save html reports to file from
import_parallel_Vispa2Matrices_auto and
import_parallel_Vispa2Matrices_interactive, remove_collisions and
compute_near_integrations
FIXES
Fixed sample_statistics: now functions that have data frame output do
not produce nested tables. Flat tables are ready to be saved to file
or can be nested.
Simplified association file check logic in remove_collisions: now
function blocks only if the af doesn’t contain the needed columns
ISAnalytics 1.1.5 (2020-02-03)
UPGRADES
Upgraded import_association_file function: now file alignment is not
mandatory anymore and it is possible to save the html report to file
Updated vignettes and documentation
ISAnalytics 1.1.4 (2020-11-16)
UPGRADES
Greatly improved reports for collision removal function
General improvements for all widget reports
ISAnalytics 1.1.3 (2020-11-10)
FIXES
Further fixes for printing reports when widgets not available
Added progress bar to collision processing in remove_collisions
Updated vignettes
NEW
Added vignette “Using ISAnalytics without RStudio support”
ISAnalytics 1.1.2 (2020-11-05)
FIXES
Fixed missing restarts for non-blocking widgets
ISAnalytics 1.1.1 (2020-11-04)
FIXES
Functions that make use of widgets do not interrupt execution anymore
if errors are thrown while producing or printing the widgets
Optimized widget printing for importing functions
If widgets can’t be printed and verbose option is active, reports are
now displayed on console instead (needed for usage in environments
that do not have access to a browser)
Other minor fixes (typos)
Bug fixes: fixed a few bugs in importing and recalibration functions
Minor fix in import_association_file file function: added multiple
strings to be translated as NA
IMPORTANT NOTES
Vignette building might fail due to the fact that package
“knitcitations” is temporarily unavailable through CRAN
ISAnalytics is finally in release on bioconductor!
ISAnalytics 0.99.14 (2020-10-21)
Minor fixes in tests
ISAnalytics 0.99.13 (2020-10-19)
NEW FEATURES
Added analysis functions CIS_grubbs and cumulative_count_union
Added plotting functions CIS_volcano_plot
ISAnalytics 0.99.12 (2020-10-04)
NEW FEATURES
Added analysis function sample_statistics
SIGNIFICANT USER-VISIBLE CHANGES
aggregate_values_by_key has a simplified interface and supports
multi-quantification matrices
MINOR CHANGES
Updated vignettes
import_parallel_Vispa2Matrices_interactive and
import_parallel_Vispa2Matrices_auto now have an option to return a
multi-quantification matrix directly after import instead of a list
ISAnalytics
ISAnalytics is an R package developed to analyze gene therapy vector insertion sites data identified from genomics next generation sequencing reads for clonal tracking studies.
In gene therapy, stem cells are modified using viral vectors to deliver the therapeutic transgene and replace functional properties since the genetic modification is stable and inherited in all cell progeny. The retrieval and mapping of the sequences flanking the virus-host DNA junctions allows the identification of insertion sites (IS), essential for monitoring the evolution of genetically modified cells in vivo. A comprehensive toolkit for the analysis of IS is required to foster clonal tracking studies and supporting the assessment of safety and long term efficacy in vivo. This package is aimed at (1) supporting automation of IS workflow, (2) performing base and advance analysis for IS tracking (clonal abundance, clonal expansions and statistics for insertional mutagenesis, etc.), (3) providing basic biology insights of transduced stem cells in vivo.
The paper is available here https://academic.oup.com/bib/article/24/1/bbac551/6955274?login=false
Visit the package website
You can visit the package website to view documentation, vignettes and more.
Installation and options
ISAnalyticscan be installed quickly in different ways:devtoolsThere are always 2 versions of the package active:
RELEASEis the latest stable versionDEVELis the development version, it is the most up-to-date version where all new features are introducedInstallation from bioconductor
RELEASE version:
DEVEL version:
Installation from GitHub
RELEASE:
DEVEL:
Setting options
ISAnalyticshas a verbose option that allows some functions to print additional information to the console while they’re executing. To disable this feature do:Some functions also produce report in a user-friendly HTML format, to set this feature:
NEWS
Show more
ISAnalytics 1.19.2 (2025-07-17)
UPDATE
ISAnalytics 1.19.1 (2025-07-09)
UPDATE
ISAnalytics 1.19.0 (2025-07-09)
GENERAL UPDATE
ISAnalytics 1.13.1 (2024-12-05)
BUG FIXES
print.data.tablethat broke examples forCIS_Grubbs.ISAnalytics 1.11.2 (2023-07-26)
FIXES
default_af_transform(), transformation failed if NAs were present in the columnsISAnalytics 1.11.1 (2023-05-09)
FIXES
ISAnalytics 1.9.3 (2023-04-04)
ENHANCES AND REFACTORING
magrittrdata.tablenow it’s completely optional and will be used internally only if the package is availableImportstoSuggests- functions will notify when additional packages are requested for the specific functionalityFIXES AND GENERAL UPDATES
available_tags()HSC_population_size_estimate()now better supports the computation of estimates from different groups of cell types and tissues at the same time. The tabular output now contains an additional column “Timepoints_included” that specifies how many time points the estimate containsis_sharing()can now handle better limit cases and has the option of being parallelised provided appropriate packages are available (better performance)DEPRECATIONS & BREAKING CHANGES
import_parallel_Vispa2Matrices_auto()andimport_parallel_Vispa2Matrices_interactive()are officially defunct and will not be exported anymore starting from the next release cyclemodeofimport_parallel_Vispa2Matrices()no longer acceptsINTERACTIVEas a valid option and the interactive mode is considered now defunct, since the usage is very limiting and limitedassociation_fileofimport_parallel_Vispa2Matrices()no longer accepts a string representing a path. Association file import is delegated solely to its dedicated function from now on.threshold_filter()is deprecated, since its use is rather complicated instead of using standard filtering with dplyr or similar toolsMINOR CHANGES
default_af_transform()now pads time points based on the maximum number of characters + 1 in the columnISAnalytics 1.9.2 (2023-01-26)
FIXES AND GENERAL UPDATES
top_abund_tableGrob()- now the function has a new argumenttransform_bywhich is useful for controlling ordering of columnsDThas been moved (likely temporarily) in Imports - linked to issue https://github.com/calabrialab/ISAnalytics/issues/2ISAnalytics 1.9.1 (2022-12-01)
tidyselectwarnings (internal use of .data$ in selection context)gene_frequency_fisherISAnalytics 1.7.7 (2022-10-26)
ISAnalytics 1.7.6 (2022-10-25)
ISAnalytics 1.7.5 (2022-10-05)
ISAnalytics 1.7.4 (2022-10-04)
VISIBLE USER CHANGES
progressr, added a wrapper function for fast enabling progress bars,enable_progress_bars()HSC_population_size_estimate()- signals eventual problems in computing estimates and whyBUG FIXES AND MINOR CHANGES
ISAnalytics 1.7.3 (2022-06-17)
BUG FIXES AND MINOR CHANGES
CIS_grubbsfunction is now faster (removed dependency frompsych::describe)NEW
CIS_grubbs_overtime()and associated plotting functiontop_cis_overtime_heatmap()to compute CIS_grubbs test over timeISAnalytics 1.7.2 (2022-05-23)
BUG FIXES AND MINOR CHANGES
import_association_file()- function had minor issues when importing *.xlsx files and missing optional columns threw errorsas_sparse_matrix()- function failed when trying to process an aggregated matrixNEW
export_ISA_settings()andimport_ISA_settings()that allow a faster workflow setupISAnalytics 1.7.1 (2022-05-04)
BUG FIXES AND MINOR CHANGES
compute_near_integrations()- function errored whenreport_pathargument was set toNULLintegration_alluvial_plot()internalsremove_collisions()use again dplyr internally for joining and grouping operations - needed because of performance issues with data.tablefisher_scatterplot()has 2 new arguments that allow the disabling of highlighting for some genes even if their p-value is under the thresholdISAnalytics 1.5.4 (2022-04-20)
MAJOR CHANGES
vignette("workflow_start", package="ISAnalytics")NEW FEATURES
gene_frequency_fisher()is a new function of the analysis family that allows the computation of Fisher’s exact test p-values on gene frequency -fisher_scatterplot()is the associated plotting functiontop_targeted_genes()is a new function of the analysis family that produces the top n targeted genes based on the number of ISNGSdataExplorer()is a newly implemented Shiny interface that allows the exploration and plotting of datagenerate_default_folder_structure()generates the standard folder structure with package-included data on-demandtransform_columns()is a new utility function, also used internally by other exported functions, that allows arbitrary transformations on data frame columnsMINOR CHANGES
remove_collisions()now has a dedicated parameter to specify how independent samples are identifiedcompute_near_integration_sites()now has a parameter calledadditional_agg_lambda()to allow aggregation of additional columnsCIS_grubbs()now signals if there are missing genes in the refgenes table and eventually returns them as a dfoutlier_filter()is now able to take multiple tests in input and combine them with a given logic. It now also produces an HTML report.integration_alluvial_plot()BUG FIXES
import_Vispa2_stats()- function failed when passingreport_path = NULLcircos_genomic_density()when trying to use a pdf deviceDEPRECATED FUNCTIONS
unzip_file_system()was made defunct in favor ofgenerate_default_folder_structure()cumulative_count_union()was deprecated and its functionality was moved tocumulative_is()ISAnalytics 1.5.3 (2022-01-13)
MINOR CHANGES
fragmentEstimate_columnandfragmentEstimate_thresholdinHSC_population_size_estimate(). Slightly revised filtering logic.ISAnalytics 1.5.2 (2021-12-14)
NEW (MINOR)
MINOR CHANGES
max_workersin functionremove_collisions()aggregate_metadata()FIXES
import_Vispa2_stats()fromimport_association_file()remove_collisions(): if process fails function doesn’t stopISAnalytics 1.5.1 (2021-10-28)
FIXES
ISAnalytics 1.3.9 (2021-10-25)
FIXES
ISAnalytics 1.3.7 (2021-10-20)
NEW
iss_source()FIXES
refGenes_mm9and functioncompute_near_integrations()ISAnalytics 1.3.6 (2021-10-05)
NEW
purity_filter()FIXES
ISAnalytics 1.3.5 (2021-09-21)
MAJOR CHANGES
is_sharing()function, detailed usage in vignettevignette("sharing_analyses", package = "ISAnalytics")NEW
cumulative_is()sharing_venn()ISAnalytics 1.3.4 (2021-08 -03)
FIXES/MINOR UPDATES
ISAnalytics 1.3.3 (2021-07-30)
MAJOR CHANGES
vignette("report_system", package = "ISAnalytics")ISAnalytics.widgetsoption has been replaced byISAnalytics.reportsremove_collisions(), removed argumentsseq_count_col,max_rows_reportsandsave_widget_path, added argumentsquant_colsandreport_path(see documentation for details)MINOR CHANGES
import_single_Vispa2Matrix()now allows keeping additional non-standard columnscompute_near_integrations()is now faster on bigger data setscolumnsandkeyincompute_abundance()compute_near_integrations()now produces only re-calibration map in *.tsv formatCIS_grubbs()now supports calculations for each group specified in argumentbysample_statistics()now there is the option to include the calculation of distinct integration sites for each group (if mandatory vars are present)NEW FUNCTIONALITY
circos_genomic_density()FIXES
DEPRECATIONS
import_parallel_Vispa2Matrices_interactive()andimport_parallel_Vispa2Matrices_auto()are officially deprecated in favor ofimport_parallel_Vispa2Matrices()OTHER
ISAnalytics 1.3.2 (2021-06-28)
FIXES
ISAnalytics 1.3.1 (2021-06-24)
NEW FUNCTIONALITY
is_sharingcomputes the sharing of IS between groupssharing_heatmapallows visualization of sharing data through heatmapsintegration_alluvial_plotallows visualization of integration sites distribution in groups over time.top_abund_tableGrobcan be used in combination with the previous function or by itself to obtain a summary of top abundant integrations as an R graphic (tableGrob) object that can be combined with plots.MINOR UPDATES
default_statsgenerate_Vispa2_launch_AFISAnalytics 1.1.11 (2021-05-11)
NEW FUNCTIONALITY
HSC_population_size_estimateandHSC_population_plotallow estimates on hematopoietic stem cell population sizeimport_Vispa2_statsoutlier_filterandoutliers_by_pool_fragmentsoffer a mean to filter poorly represented samples based on custom outliers testsVISIBLE USER CHANGES
import_statsofaggregate_metadatais officially deprecated in favor ofimport_Vispa2_statsaggregate_metadatais now a lot more flexible on what operations can be performed on columns via the new argumentaggregating_functionsimport_association_fileallows directly for the import of Vispa2 stats and converts time points to months and years where not already presentimport_association_filenow produces 3 separate columns for pathsseparate_quant_matricesandcomparison_matrixnow do not require mandatory columns other than the quantifications - this allows for separation or joining also for aggregated matricesFIXES
CIS_volcano_plotthat caused duplication of some labels if highlighted genes were provided in inputISAnalytics 1.1.10 (2021-04-08)
FIXES
compute_near_integrations: when provided recalibration map export path as a folder now the function works correctly and produces an automatically generated file nameaggregate_metadata: now paths to folder that contains Vispa2 stats is looked up correctly. Also, VISPA2 stats columns are aggregated if found in the input data frame independently from the parameterimport_stats.IMPROVEMENTS
compute_abundancecan now take as input aggregated matrices and has additional parameters to offer more flexibility to the user. Major updates and improvements also on documentation and reproducible examples.import_single_Vispa2Matrix: import is now preferentially carried out usingdata.table::freadgreatly speeding up the process - where not possiblereadr::read_delimis used insteadimport_association_file: greatly improved parsing precision (each column has a dedicated type), import report now signals parsing problems and their location and signals also problems in parsing dates. Report also includes potential problems in column names and signals missing data in important columns. Added also the possibility to give various file formats in input including*.xls(x)formats.top_integrationscan now take additional parameters to compute top n genes for each specified groupCIS_volcano_plotdue to poor precision (easier to add faceting manually) and added parameters to return the data frame that generated the plot as an additional result. Also, it is now possible to specify a vector of gene names to highlight even if they’re not above the annotation threshold.MINOR
FOR DEVS ONLY
ISAnalytics 1.1.9 (2021-02-17)
FIXES
ISAnalytics 1.1.8 (2020-02-15)
FIXES
ISAnalytics 1.1.7 (2020-02-10)
FIXES
ISAnalytics 1.1.6 (2020-02-06)
UPGRADES
FIXES
ISAnalytics 1.1.5 (2020-02-03)
UPGRADES
ISAnalytics 1.1.4 (2020-11-16)
UPGRADES
ISAnalytics 1.1.3 (2020-11-10)
FIXES
remove_collisionsNEW
ISAnalytics 1.1.2 (2020-11-05)
FIXES
ISAnalytics 1.1.1 (2020-11-04)
FIXES
IMPORTANT NOTES
ISAnalytics 0.99.14 (2020-10-21)
ISAnalytics 0.99.13 (2020-10-19)
NEW FEATURES
CIS_grubbsandcumulative_count_unionCIS_volcano_plotISAnalytics 0.99.12 (2020-10-04)
NEW FEATURES
sample_statisticsSIGNIFICANT USER-VISIBLE CHANGES
aggregate_values_by_keyhas a simplified interface and supports multi-quantification matricesMINOR CHANGES
import_parallel_Vispa2Matrices_interactiveandimport_parallel_Vispa2Matrices_autonow have an option to return a multi-quantification matrix directly after import instead of a listISAnalytics 0.99.11 (2020-09-21)
NEW FEATURES
threshold_filter,top_integrationscompute_abundanceMINOR FIXES
comparison_matrixthat ignored custom column namesISAnalytics 0.99.10 (2020-09-14)
ISanalytics is officially on bioconductor!
NEW FEATURES
comparison_matrixandseparate_quant_matricesas_sparse_matrixSIGNIFICANT USER-VISIBLE CHANGES
compute_near_integrationsremove_collisionsMINOR FIXES
import_single_Vispa2Matrixto remove non significant 0 valuesISAnalytics 0.99.9 (2020-09-01)
NEW FEATURES
SIGNIFICANT USER-VISIBLE CHANGES
ISADataFrame: now the package only uses standard tibblesISAnalytics 0.99.8 (2020-08-12)
Getting help
For help please contact the maintainer of the package or open an issue on GitHub.