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multiDEGGs

Multi-Omic Differentially Expressed Gene-Gene Pairs

v1.2.0 · Mar 24, 2026 · GPL-3

Description

Performs multi-omic differential network analysis by revealing differential interactions between molecular entities (genes, proteins, transcription factors, or other biomolecules) across the omic datasets provided. For each omic dataset, a differential network is constructed where links represent statistically significant differential interactions between entities. These networks are then integrated into a comprehensive visualization using distinct colors to distinguish interactions from different omic layers. This unified display allows interactive exploration of cross-omic patterns, such as differential interactions present at both transcript and protein levels. For each link, users can access differential statistical significance metrics (p values or adjusted p values, calculated via robust or traditional linear regression with interaction term) and differential regression plots. The methods implemented in this package are described in Sciacca et al. (2023) <doi:10.1093/bioinformatics/btad192>.

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r-devel-linux-x86_64-debian-clang ERROR
r-devel-linux-x86_64-debian-gcc ERROR
r-devel-linux-x86_64-fedora-clang ERROR
r-devel-linux-x86_64-fedora-gcc ERROR
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 ERROR
r-release-linux-x86_64 ERROR
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (18 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

Rd cross-references

Unknown package ‘nestedcv’ in Rd xrefs
ERROR r-devel-linux-x86_64-debian-clang

examples

Running examples in ‘multiDEGGs-Ex.R’ failed
The error most likely occurred in:

> base::assign(".ptime", proc.time(), pos = "CheckExEnv")
> ### Name: multiDEGGs_combined_filter
> ### Title: Combined multiDEGGs filter
> ### Aliases: multiDEGGs_combined_filter
> 
> ### ** Examples
> 
> library(nestedcv)
Error in library(nestedcv) : there is no package called ‘nestedcv’
Execution halted
ERROR r-devel-linux-x86_64-debian-clang

re-building of vignette outputs

Error(s) in re-building vignettes:
  ...
--- re-building ‘Differential_Network_Analysis.Rmd’ using rmarkdown
--- finished re-building ‘Differential_Network_Analysis.Rmd’

--- re-building ‘Feature_Selection.Rmd’ using rmarkdown

Quitting from Feature_Selection.Rmd:95-117 [unnamed-chunk-2]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
Error in `library()`:
! there is no package called 'nestedcv'
---
Backtrace:
    ▆
 1. └─base::library(nestedcv)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Error: processing vignette 'Feature_Selection.Rmd' failed with diagnostics:
there is no package called 'nestedcv'
--- failed re-building ‘Feature_Selection.Rmd’

SUMMARY: processing the following file failed:
  ‘Feature_Selection.Rmd’

Error: Vignette re-building failed.
Execution halted
NOTE r-devel-linux-x86_64-debian-gcc

Rd cross-references

Unknown package ‘nestedcv’ in Rd xrefs
ERROR r-devel-linux-x86_64-debian-gcc

examples

Running examples in ‘multiDEGGs-Ex.R’ failed
The error most likely occurred in:

> base::assign(".ptime", proc.time(), pos = "CheckExEnv")
> ### Name: multiDEGGs_combined_filter
> ### Title: Combined multiDEGGs filter
> ### Aliases: multiDEGGs_combined_filter
> 
> ### ** Examples
> 
> library(nestedcv)
Error in library(nestedcv) : there is no package called ‘nestedcv’
Execution halted
ERROR r-devel-linux-x86_64-debian-gcc

re-building of vignette outputs

Error(s) in re-building vignettes:
  ...
--- re-building ‘Differential_Network_Analysis.Rmd’ using rmarkdown
--- finished re-building ‘Differential_Network_Analysis.Rmd’

--- re-building ‘Feature_Selection.Rmd’ using rmarkdown

Quitting from Feature_Selection.Rmd:95-117 [unnamed-chunk-2]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
Error in `library()`:
! there is no package called 'nestedcv'
---
Backtrace:
    ▆
 1. └─base::library(nestedcv)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Error: processing vignette 'Feature_Selection.Rmd' failed with diagnostics:
there is no package called 'nestedcv'
--- failed re-building ‘Feature_Selection.Rmd’

SUMMARY: processing the following file failed:
  ‘Feature_Selection.Rmd’

Error: Vignette re-building failed.
Execution halted
NOTE r-devel-linux-x86_64-fedora-clang

Rd cross-references

Unknown package ‘nestedcv’ in Rd xrefs
ERROR r-devel-linux-x86_64-fedora-clang

examples

Running examples in ‘multiDEGGs-Ex.R’ failed
The error most likely occurred in:

> ### Name: multiDEGGs_combined_filter
> ### Title: Combined multiDEGGs filter
> ### Aliases: multiDEGGs_combined_filter
> 
> ### ** Examples
> 
> library(nestedcv)
Error in library(nestedcv) : there is no package called ‘nestedcv’
Execution halted
ERROR r-devel-linux-x86_64-fedora-clang

re-building of vignette outputs

Error(s) in re-building vignettes:
--- re-building ‘Differential_Network_Analysis.Rmd’ using rmarkdown
--- finished re-building ‘Differential_Network_Analysis.Rmd’

--- re-building ‘Feature_Selection.Rmd’ using rmarkdown

Quitting from Feature_Selection.Rmd:95-117 [unnamed-chunk-2]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
Error in `library()`:
! there is no package called 'nestedcv'
---
Backtrace:
    ▆
 1. └─base::library(nestedcv)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Error: processing vignette 'Feature_Selection.Rmd' failed with diagnostics:
there is no package called 'nestedcv'
--- failed re-building ‘Feature_Selection.Rmd’

SUMMARY: processing the following file failed:
  ‘Feature_Selection.Rmd’

Error: Vignette re-building failed.
Execution halted
NOTE r-devel-linux-x86_64-fedora-gcc

Rd cross-references

Unknown package ‘nestedcv’ in Rd xrefs
ERROR r-devel-linux-x86_64-fedora-gcc

examples

Running examples in ‘multiDEGGs-Ex.R’ failed
The error most likely occurred in:

> ### Name: multiDEGGs_combined_filter
> ### Title: Combined multiDEGGs filter
> ### Aliases: multiDEGGs_combined_filter
> 
> ### ** Examples
> 
> library(nestedcv)
Error in library(nestedcv) : there is no package called ‘nestedcv’
Execution halted
ERROR r-devel-linux-x86_64-fedora-gcc

re-building of vignette outputs

Error(s) in re-building vignettes:
--- re-building ‘Differential_Network_Analysis.Rmd’ using rmarkdown
--- finished re-building ‘Differential_Network_Analysis.Rmd’

--- re-building ‘Feature_Selection.Rmd’ using rmarkdown

Quitting from Feature_Selection.Rmd:95-117 [unnamed-chunk-2]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
Error in `library()`:
! there is no package called 'nestedcv'
---
Backtrace:
    ▆
 1. └─base::library(nestedcv)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Error: processing vignette 'Feature_Selection.Rmd' failed with diagnostics:
there is no package called 'nestedcv'
--- failed re-building ‘Feature_Selection.Rmd’

SUMMARY: processing the following file failed:
  ‘Feature_Selection.Rmd’

Error: Vignette re-building failed.
Execution halted
NOTE r-patched-linux-x86_64

Rd cross-references

Unknown package ‘nestedcv’ in Rd xrefs
ERROR r-patched-linux-x86_64

examples

Running examples in ‘multiDEGGs-Ex.R’ failed
The error most likely occurred in:

> base::assign(".ptime", proc.time(), pos = "CheckExEnv")
> ### Name: multiDEGGs_combined_filter
> ### Title: Combined multiDEGGs filter
> ### Aliases: multiDEGGs_combined_filter
> 
> ### ** Examples
> 
> library(nestedcv)
Error in library(nestedcv) : there is no package called ‘nestedcv’
Execution halted
ERROR r-patched-linux-x86_64

re-building of vignette outputs

Error(s) in re-building vignettes:
  ...
--- re-building ‘Differential_Network_Analysis.Rmd’ using rmarkdown
--- finished re-building ‘Differential_Network_Analysis.Rmd’

--- re-building ‘Feature_Selection.Rmd’ using rmarkdown

Quitting from Feature_Selection.Rmd:95-117 [unnamed-chunk-2]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
Error in `library()`:
! there is no package called 'nestedcv'
---
Backtrace:
    ▆
 1. └─base::library(nestedcv)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Error: processing vignette 'Feature_Selection.Rmd' failed with diagnostics:
there is no package called 'nestedcv'
--- failed re-building ‘Feature_Selection.Rmd’

SUMMARY: processing the following file failed:
  ‘Feature_Selection.Rmd’

Error: Vignette re-building failed.
Execution halted
NOTE r-release-linux-x86_64

Rd cross-references

Unknown package ‘nestedcv’ in Rd xrefs
ERROR r-release-linux-x86_64

examples

Running examples in ‘multiDEGGs-Ex.R’ failed
The error most likely occurred in:

> base::assign(".ptime", proc.time(), pos = "CheckExEnv")
> ### Name: multiDEGGs_combined_filter
> ### Title: Combined multiDEGGs filter
> ### Aliases: multiDEGGs_combined_filter
> 
> ### ** Examples
> 
> library(nestedcv)
Error in library(nestedcv) : there is no package called ‘nestedcv’
Execution halted
ERROR r-release-linux-x86_64

re-building of vignette outputs

Error(s) in re-building vignettes:
  ...
--- re-building ‘Differential_Network_Analysis.Rmd’ using rmarkdown
--- finished re-building ‘Differential_Network_Analysis.Rmd’

--- re-building ‘Feature_Selection.Rmd’ using rmarkdown

Quitting from Feature_Selection.Rmd:95-117 [unnamed-chunk-2]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
Error in `library()`:
! there is no package called 'nestedcv'
---
Backtrace:
    ▆
 1. └─base::library(nestedcv)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Error: processing vignette 'Feature_Selection.Rmd' failed with diagnostics:
there is no package called 'nestedcv'
--- failed re-building ‘Feature_Selection.Rmd’

SUMMARY: processing the following file failed:
  ‘Feature_Selection.Rmd’

Error: Vignette re-building failed.
Execution halted

Additional Issues

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Check History

ERROR 12 OK · 0 NOTE · 0 WARNING · 2 ERROR · 0 FAILURE Mar 31, 2026
ERROR r-devel-linux-x86_64-fedora-clang

Rd cross-references

Unknown package ‘nestedcv’ in Rd xrefs
ERROR r-devel-linux-x86_64-fedora-gcc

Rd cross-references

Unknown package ‘nestedcv’ in Rd xrefs
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Dependency Network

Dependencies Reverse dependencies DT knitr MASS magrittr pbapply pbmcapply rmarkdown sfsmisc shiny shinydashboard visNetwork multiDEGGs

Version History

updated 1.2.0 ← 1.1.3 diff Mar 24, 2026
new 1.1.3 Mar 10, 2026
updated 1.1.3 ← 1.1.2 diff Feb 1, 2026
updated 1.1.2 ← 1.1.1 diff Jan 15, 2026
updated 1.1.1 ← 1.1.0 diff Oct 23, 2025
updated 1.1.0 ← 1.0.0 diff Jul 28, 2025
new 1.0.0 Jun 4, 2025