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ggpicrust2

Make 'PICRUSt2' Output Analysis and Visualization Easier

v2.5.10 · Feb 12, 2026 · MIT + file LICENSE

Description

Provides a convenient way to analyze and visualize 'PICRUSt2' output with pre-defined plots and functions. Allows for generating statistical plots about microbiome functional predictions and offers customization options. Features a one-click option for creating publication-level plots, saving time and effort in producing professional-grade figures. Streamlines the 'PICRUSt2' analysis and visualization process. For more details, see Yang et al. (2023) <doi:10.1093/bioinformatics/btad470>.

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r-devel-linux-x86_64-debian-clang ERROR
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 NOTE
r-oldrel-macos-x86_64 NOTE
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 ERROR
r-release-macos-x86_64 OK
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ERROR r-devel-linux-x86_64-debian-clang

tests

  Running ‘testthat.R’ [35s/41s]
Running the tests in ‘tests/testthat.R’ failed.
Complete output:
  > library(testthat)
  > library(ggpicrust2)
  Loading required package: ggpicrust2
  To cite ggpicrust2 in publications use:
  Chen Yang, Jiahao Mai, Xuan Cao, Aaron Burberry, Fabio Cominelli, Liangliang Zhang, ggpicrust2: an R package for PICRUSt2 predicted functional profile analysis and visualization, Bioinformatics, Volume 39, Issue 8, August 2023, btad470, https://doi.org/10.1093/bioinformatics/btad470
  > 
  > test_check("ggpicrust2")
  Reading input data...
  
  Performing pathway differential abundance analysis...
  
  Annotating pathways...
  
  Creating pathway error bar plots...
  
  Plot 1 skipped (no data for method: mock_method)
  
  ggpicrust2 analysis completed.
  
  Note: Preranked GSEA methods (fgsea, clusterProfiler) do not account for inter-gene correlations, which may lead to unreliable p-values (Wu et al., 2012). Consider using method='camera' or method='fry' for more reliable statistical inference.
  Using column 'sample_name' as sample identifier
  
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  Saving _problems/test-pathway_daa-32.R
  Saving _problems/test-pathway_daa-52.R
  Saving _problems/test-pathway_daa-86.R
  Saving _problems/test-pathway_daa-150.R
  Saving _problems/test-pathway_daa-181.R
  Saving _problems/test-pathway_daa-221.R
  Saving _problems/test-pathway_daa-233.R
  Excluded 1 pathways with missing annotations. Use 'pathway_annotation' to add them.
  Excluded 1 rows with missing 'pathway_name' annotations.
  Saving _problems/test-pathway_errorbar-232.R
  Note: Preranked GSEA methods (fgsea, clusterProfiler) do not account for inter-gene correlations, which may lead to unreliable p-values (Wu et al., 2012). Consider using method='camera' or method='fry' for more reliable statistical inference.
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  Testing 2 gene sets (filtered from 2 by size constraints)
  Using column 'sample' as sample identifier
  The Sample Names in order from left to right are:
  S1, S2, S3, S4
  The Group Levels in order from left to right are:
  A, A, B, B
  Using column 'sample' as sample identifier
  The Sample Names in order from left to right are:
  S1, S2, S3, S4
  The Group Levels in order from left to right are:
  A, A, B, B
  Using column 'sample' as sample identifier
  The Sample Names in order from left to right are:
  S1, S2, S3, S4
  The Group Levels in order from left to right are:
  A, A, B, B
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  Too few points to calculate an ellipse
  Too few points to calculate an ellipse
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  
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  [ FAIL 8 | WARN 2 | SKIP 12 | PASS 143 ]
  
  ══ Skipped tests (12) ══════════════════════════════════════════════════════════
  • On CRAN (4): 'test-pathway_ridgeplot.R:25:3',
    'test-pathway_ridgeplot.R:42:3', 'test-pathway_ridgeplot.R:65:3',
    'test-pathway_volcano.R:82:3'
  • Set GGPICRUST2_RUN_E2E_TESTS=true to run full ggpicrust2 end-to-end tests.
    (1): 'test-ggpicrust2-return-structure.R:4:3'
  • Set GGPICRUST2_RUN_EXTENDED_DAA_TESTS=true to run extended DAA method tests.
    (1): 'test-pathway_daa.R:102:3'
  • Set GGPICRUST2_RUN_NETWORK_TESTS=true to run network-dependent KEGG tests.
    (2): 'test-pathway_annotation.R:36:3', 'test-pathway_annotation.R:55:3'
  • {enrichplot} is not installed (3): 'test-visualize_gsea.R:5:3',
    'test-visualize_gsea.R:57:3', 'test-visualize_gsea.R:67:3'
  • {lefser} is not installed (1): 'test-pathway_daa.R:293:3'
  
  ══ Failed tests ════════════════════════════════════════════════════════════════
  ── Error ('test-pathway_daa.R:32:3'): pathway_daa works with basic inputs ──────
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(td$abundance, td$metadata, "group", daa_method = "ALDEx2") at test-pathway_daa.R:32:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:49:3'): pathway_daa validates inputs correctly ───
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. ├─testthat::expect_error(...) at test-pathway_daa.R:49:3
   2. │ └─testthat:::expect_condition_matching_(...)
   3. │   └─testthat:::quasi_capture(...)
   4. │     ├─testthat (local) .capture(...)
   5. │     │ └─base::withCallingHandlers(...)
   6. │     └─rlang::eval_bare(quo_get_expr(.quo), quo_get_env(.quo))
   7. └─ggpicrust2::pathway_daa(...)
   8.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:86:5'): pathway_daa core methods produce expected results ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. ├─base::suppressWarnings(...) at test-pathway_daa.R:86:5
   2. │ └─base::withCallingHandlers(...)
   3. └─ggpicrust2::pathway_daa(abundance, metadata, "group", daa_method = method)
   4.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:149:3'): pathway_daa handles sample selection correctly ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(...) at test-pathway_daa.R:149:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:180:3'): pathway_daa handles factor levels correctly with subset ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(...) at test-pathway_daa.R:180:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:220:3'): pathway_daa handles p-value adjustment correctly ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(...) at test-pathway_daa.R:220:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:232:3'): pathway_daa include_abundance_stats parameter works correctly ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(...) at test-pathway_daa.R:232:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_errorbar.R:227:3'): pathway_errorbar_table function works correctly ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(...) at test-pathway_errorbar.R:227:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  
  [ FAIL 8 | WARN 2 | SKIP 12 | PASS 143 ]
  Error:
  ! Test failures.
  Execution halted
OK r-devel-linux-x86_64-debian-gcc

*


            
OK r-devel-linux-x86_64-fedora-clang

*


            
OK r-devel-linux-x86_64-fedora-gcc

*


            
OK r-devel-macos-arm64

*


            
OK r-devel-windows-x86_64

*


            
NOTE r-oldrel-macos-arm64

package dependencies

Package suggested but not available for checking: ‘lefser’
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is  5.4Mb
  sub-directories of 1Mb or more:
    data      3.6Mb
    extdata   1.0Mb
OK r-oldrel-windows-x86_64

*


            
OK r-patched-linux-x86_64

*


            
OK r-release-linux-x86_64

*


            
ERROR r-release-macos-arm64

tests

  Running ‘testthat.R’ [8s/9s]
Running the tests in ‘tests/testthat.R’ failed.
Complete output:
  > library(testthat)
  > library(ggpicrust2)
  Loading required package: ggpicrust2
  To cite ggpicrust2 in publications use:
  Chen Yang, Jiahao Mai, Xuan Cao, Aaron Burberry, Fabio Cominelli, Liangliang Zhang, ggpicrust2: an R package for PICRUSt2 predicted functional profile analysis and visualization, Bioinformatics, Volume 39, Issue 8, August 2023, btad470, https://doi.org/10.1093/bioinformatics/btad470
  > 
  > test_check("ggpicrust2")
  Reading input data...
  
  Performing pathway differential abundance analysis...
  
  Annotating pathways...
  
  Creating pathway error bar plots...
  
  Plot 1 skipped (no data for method: mock_method)
  
  ggpicrust2 analysis completed.
  
  Note: Preranked GSEA methods (fgsea, clusterProfiler) do not account for inter-gene correlations, which may lead to unreliable p-values (Wu et al., 2012). Consider using method='camera' or method='fry' for more reliable statistical inference.
  Using column 'sample_name' as sample identifier
  
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  Saving _problems/test-pathway_daa-32.R
  Saving _problems/test-pathway_daa-52.R
  Saving _problems/test-pathway_daa-86.R
  Saving _problems/test-pathway_daa-150.R
  Saving _problems/test-pathway_daa-181.R
  Saving _problems/test-pathway_daa-221.R
  Saving _problems/test-pathway_daa-233.R
  Excluded 1 pathways with missing annotations. Use 'pathway_annotation' to add them.
  Excluded 1 rows with missing 'pathway_name' annotations.
  Saving _problems/test-pathway_errorbar-232.R
  Note: Preranked GSEA methods (fgsea, clusterProfiler) do not account for inter-gene correlations, which may lead to unreliable p-values (Wu et al., 2012). Consider using method='camera' or method='fry' for more reliable statistical inference.
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  Testing 2 gene sets (filtered from 2 by size constraints)
  Using column 'sample' as sample identifier
  The Sample Names in order from left to right are:
  S1, S2, S3, S4
  The Group Levels in order from left to right are:
  A, A, B, B
  Using column 'sample' as sample identifier
  The Sample Names in order from left to right are:
  S1, S2, S3, S4
  The Group Levels in order from left to right are:
  A, A, B, B
  Using column 'sample' as sample identifier
  The Sample Names in order from left to right are:
  S1, S2, S3, S4
  The Group Levels in order from left to right are:
  A, A, B, B
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  Too few points to calculate an ellipse
  Too few points to calculate an ellipse
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  Using column 'sample_name' as sample identifier
  
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  [ FAIL 8 | WARN 2 | SKIP 9 | PASS 151 ]
  
  ══ Skipped tests (9) ═══════════════════════════════════════════════════════════
  • On CRAN (4): 'test-pathway_ridgeplot.R:25:3',
    'test-pathway_ridgeplot.R:42:3', 'test-pathway_ridgeplot.R:65:3',
    'test-pathway_volcano.R:82:3'
  • Set GGPICRUST2_RUN_E2E_TESTS=true to run full ggpicrust2 end-to-end tests.
    (1): 'test-ggpicrust2-return-structure.R:4:3'
  • Set GGPICRUST2_RUN_EXTENDED_DAA_TESTS=true to run extended DAA method tests.
    (1): 'test-pathway_daa.R:102:3'
  • Set GGPICRUST2_RUN_NETWORK_TESTS=true to run network-dependent KEGG tests.
    (2): 'test-pathway_annotation.R:36:3', 'test-pathway_annotation.R:55:3'
  • {lefser} is not installed (1): 'test-pathway_daa.R:293:3'
  
  ══ Failed tests ════════════════════════════════════════════════════════════════
  ── Error ('test-pathway_daa.R:32:3'): pathway_daa works with basic inputs ──────
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(td$abundance, td$metadata, "group", daa_method = "ALDEx2") at test-pathway_daa.R:32:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:49:3'): pathway_daa validates inputs correctly ───
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. ├─testthat::expect_error(...) at test-pathway_daa.R:49:3
   2. │ └─testthat:::expect_condition_matching_(...)
   3. │   └─testthat:::quasi_capture(...)
   4. │     ├─testthat (local) .capture(...)
   5. │     │ └─base::withCallingHandlers(...)
   6. │     └─rlang::eval_bare(quo_get_expr(.quo), quo_get_env(.quo))
   7. └─ggpicrust2::pathway_daa(...)
   8.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:86:5'): pathway_daa core methods produce expected results ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. ├─base::suppressWarnings(...) at test-pathway_daa.R:86:5
   2. │ └─base::withCallingHandlers(...)
   3. └─ggpicrust2::pathway_daa(abundance, metadata, "group", daa_method = method)
   4.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:149:3'): pathway_daa handles sample selection correctly ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(...) at test-pathway_daa.R:149:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:180:3'): pathway_daa handles factor levels correctly with subset ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(...) at test-pathway_daa.R:180:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:220:3'): pathway_daa handles p-value adjustment correctly ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(...) at test-pathway_daa.R:220:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_daa.R:232:3'): pathway_daa include_abundance_stats parameter works correctly ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(...) at test-pathway_daa.R:232:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  ── Error ('test-pathway_errorbar.R:227:3'): pathway_errorbar_table function works correctly ──
  Error in `require_package(method_packages[[daa_method]], purpose = daa_method)`: Package 'ALDEx2' is required for ALDEx2. Install with: BiocManager::install('ALDEx2')
  Backtrace:
      ▆
   1. └─ggpicrust2::pathway_daa(...) at test-pathway_errorbar.R:227:3
   2.   └─ggpicrust2:::require_package(method_packages[[daa_method]], purpose = daa_method)
  
  [ FAIL 8 | WARN 2 | SKIP 9 | PASS 151 ]
  Error:
  ! Test failures.
  Execution halted
OK r-release-macos-x86_64

*


            
OK r-release-windows-x86_64

*


            

Check History

ERROR 10 OK · 2 NOTE · 0 WARNING · 2 ERROR · 0 FAILURE Mar 9, 2026
ERROR r-devel-linux-x86_64-debian-clang

tests

  Running ‘testthat.R’ [35s/41s]
Running the tests in ‘tests/testthat.R’ failed.
Complete output:
  > library(testthat)
  > library(ggpicrust2)
  Loading required package: ggpicrust2
  To cite ggpicrust2 in publications use:
  Chen Yang, Jiahao Mai, Xuan Cao, Aaron Burberry, Fabio Cominelli, Liangliang Zhang, ggpicrust2: an R package for PICRUSt2 predicted functional profile analysis and visualization, Bioinformatics, Volume 39, Issue 8, August 2023, btad470, https://doi.org/10.1093/bioinformati
ERROR r-release-macos-arm64

tests

  Running ‘testthat.R’ [8s/9s]
Running the tests in ‘tests/testthat.R’ failed.
Complete output:
  > library(testthat)
  > library(ggpicrust2)
  Loading required package: ggpicrust2
  To cite ggpicrust2 in publications use:
  Chen Yang, Jiahao Mai, Xuan Cao, Aaron Burberry, Fabio Cominelli, Liangliang Zhang, ggpicrust2: an R package for PICRUSt2 predicted functional profile analysis and visualization, Bioinformatics, Volume 39, Issue 8, August 2023, btad470, https://doi.org/10.1093/bioinformatics
NOTE r-oldrel-macos-arm64

package dependencies

Package suggested but not available for checking: ‘lefser’
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is  5.4Mb
  sub-directories of 1Mb or more:
    data      3.6Mb
    extdata   1.0Mb

Dependency Network

Dependencies Reverse dependencies aplot dplyr ggplot2 ggh4x readr tibble tidyr ggprism patchwork ggplotify magrittr progress tidygraph ggraph ggpicrust2

Version History

new 2.5.10 Mar 9, 2026