Author: Author: Brian M. Schilder

# Infer species

# Installation

    if (!requireNamespace("BiocManager", quietly = TRUE))
         install.packages("BiocManager")
    # orthogene is only available on Bioconductor>=3.14
    if(BiocManager::version()<"3.14")
      BiocManager::install(update = TRUE, ask = FALSE)

    BiocManager::install("orthogene")

    library(orthogene)

    data("exp_mouse")
    # Setting to "homologene" for the purposes of quick demonstration.
    # We generally recommend using method="gprofiler" (default).
    method <- "homologene"

# Introduction

It’s not always clear whether a dataset is using the original species gene names, human gene names, or some other species’ gene names.

`infer_species` takes a list/matrix/data.frame with genes and infers the species that they best match to!

For the sake of speed, the genes extracted from `gene_df` are tested against genomes from only the following 6 `test_species` by default: - human - monkey - rat - mouse - zebrafish - fly

However, you can supply your own list of `test_species`, which will be automatically be mapped and standardised using `map_species`.

# Examples

## Mouse genes

### Infer the species

    matches <- orthogene::infer_species(gene_df = exp_mouse,
                                        method = method)

    ## Preparing gene_df.

    ## sparseMatrix format detected.

    ## Extracting genes from rownames.

    ## 15,259 genes extracted.

    ## Testing for gene overlap with: human

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: human

    ## Common name mapping found for human

    ## 1 organism identified from search: 9606

    ## Gene table with 19,129 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-9606-homologene.csv.gz

    ## Returning all 19,129 genes from human.

    ## Testing for gene overlap with: monkey

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: monkey

    ## Common name mapping found for monkey

    ## 1 organism identified from search: 9544

    ## Gene table with 16,843 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-9544-homologene.csv.gz

    ## Returning all 16,843 genes from monkey.

    ## Testing for gene overlap with: rat

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: rat

    ## Common name mapping found for rat

    ## 1 organism identified from search: 10116

    ## Gene table with 20,616 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-10116-homologene.csv.gz

    ## Returning all 20,616 genes from rat.

    ## Testing for gene overlap with: mouse

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: mouse

    ## Common name mapping found for mouse

    ## 1 organism identified from search: 10090

    ## Gene table with 21,207 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-10090-homologene.csv.gz

    ## Returning all 21,207 genes from mouse.

    ## Testing for gene overlap with: zebrafish

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: zebrafish

    ## Common name mapping found for zebrafish

    ## 1 organism identified from search: 7955

    ## Gene table with 20,897 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-7955-homologene.csv.gz

    ## Returning all 20,897 genes from zebrafish.

    ## Testing for gene overlap with: fly

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: fly

    ## Common name mapping found for fly

    ## 1 organism identified from search: 7227

    ## Gene table with 8,438 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-7227-homologene.csv.gz

    ## Returning all 8,438 genes from fly.

    ## Top match:
    ##   - species: mouse
    ##   - percent_match: 92%

## Rat genes

### Create example data

To create an example dataset, turn the gene names into rat genes.

    exp_rat <- orthogene::convert_orthologs(gene_df = exp_mouse,
                                            input_species = "mouse",
                                            output_species = "rat",
                                            method = method)

    ## Preparing gene_df.

    ## sparseMatrix format detected.

    ## Extracting genes from rownames.

    ## 15,259 genes extracted.

    ## Converting mouse ==> rat orthologs using: homologene

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: mouse

    ## Common name mapping found for mouse

    ## 1 organism identified from search: 10090

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: rat

    ## Common name mapping found for rat

    ## 1 organism identified from search: 10116

    ## Checking for genes without orthologs in rat.

    ## Extracting genes from input_gene.

    ## 13,812 genes extracted.

    ## Extracting genes from ortholog_gene.

    ## 13,812 genes extracted.

    ## Checking for genes without 1:1 orthologs.

    ## Dropping 486 genes that have multiple input_gene per ortholog_gene (many:1).

    ## Dropping 148 genes that have multiple ortholog_gene per input_gene (1:many).

    ## Filtering gene_df with gene_map

    ## Setting ortholog_gene to rownames.

    ##
    ## =========== REPORT SUMMARY ===========

    ## Total genes dropped after convert_orthologs :
    ##    2,322 / 15,259 (15%)

    ## Total genes remaining after convert_orthologs :
    ##    12,937 / 15,259 (85%)

### Infer the species

    matches <- orthogene::infer_species(gene_df = exp_rat,
                                        method = method)

    ## Preparing gene_df.

    ## sparseMatrix format detected.

    ## Extracting genes from rownames.

    ## 12,937 genes extracted.

    ## Testing for gene overlap with: human

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: human

    ## Common name mapping found for human

    ## 1 organism identified from search: 9606

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-9606-homologene.csv.gz

    ## Returning all 19,129 genes from human.

    ## Testing for gene overlap with: monkey

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: monkey

    ## Common name mapping found for monkey

    ## 1 organism identified from search: 9544

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-9544-homologene.csv.gz

    ## Returning all 16,843 genes from monkey.

    ## Testing for gene overlap with: rat

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: rat

    ## Common name mapping found for rat

    ## 1 organism identified from search: 10116

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-10116-homologene.csv.gz

    ## Returning all 20,616 genes from rat.

    ## Testing for gene overlap with: mouse

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: mouse

    ## Common name mapping found for mouse

    ## 1 organism identified from search: 10090

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-10090-homologene.csv.gz

    ## Returning all 21,207 genes from mouse.

    ## Testing for gene overlap with: zebrafish

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: zebrafish

    ## Common name mapping found for zebrafish

    ## 1 organism identified from search: 7955

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-7955-homologene.csv.gz

    ## Returning all 20,897 genes from zebrafish.

    ## Testing for gene overlap with: fly

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: fly

    ## Common name mapping found for fly

    ## 1 organism identified from search: 7227

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-7227-homologene.csv.gz

    ## Returning all 8,438 genes from fly.

    ## Top match:
    ##   - species: rat
    ##   - percent_match: 100%

## Human genes

### Create example data

To create an example dataset, turn the gene names into human genes.

    exp_human <- orthogene::convert_orthologs(gene_df = exp_mouse,
                                              input_species = "mouse",
                                              output_species = "human",
                                              method = method)

    ## Preparing gene_df.

    ## sparseMatrix format detected.

    ## Extracting genes from rownames.

    ## 15,259 genes extracted.

    ## Converting mouse ==> human orthologs using: homologene

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: mouse

    ## Common name mapping found for mouse

    ## 1 organism identified from search: 10090

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: human

    ## Common name mapping found for human

    ## 1 organism identified from search: 9606

    ## Checking for genes without orthologs in human.

    ## Extracting genes from input_gene.

    ## 13,416 genes extracted.

    ## Extracting genes from ortholog_gene.

    ## 13,416 genes extracted.

    ## Checking for genes without 1:1 orthologs.

    ## Dropping 46 genes that have multiple input_gene per ortholog_gene (many:1).

    ## Dropping 56 genes that have multiple ortholog_gene per input_gene (1:many).

    ## Filtering gene_df with gene_map

    ## Setting ortholog_gene to rownames.

    ##
    ## =========== REPORT SUMMARY ===========

    ## Total genes dropped after convert_orthologs :
    ##    2,016 / 15,259 (13%)

    ## Total genes remaining after convert_orthologs :
    ##    13,243 / 15,259 (87%)

### Infer the species

    matches <- orthogene::infer_species(gene_df = exp_human,
                                        method = method)

    ## Preparing gene_df.

    ## sparseMatrix format detected.

    ## Extracting genes from rownames.

    ## 13,243 genes extracted.

    ## Testing for gene overlap with: human

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: human

    ## Common name mapping found for human

    ## 1 organism identified from search: 9606

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-9606-homologene.csv.gz

    ## Returning all 19,129 genes from human.

    ## Testing for gene overlap with: monkey

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: monkey

    ## Common name mapping found for monkey

    ## 1 organism identified from search: 9544

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-9544-homologene.csv.gz

    ## Returning all 16,843 genes from monkey.

    ## Testing for gene overlap with: rat

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: rat

    ## Common name mapping found for rat

    ## 1 organism identified from search: 10116

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-10116-homologene.csv.gz

    ## Returning all 20,616 genes from rat.

    ## Testing for gene overlap with: mouse

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: mouse

    ## Common name mapping found for mouse

    ## 1 organism identified from search: 10090

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-10090-homologene.csv.gz

    ## Returning all 21,207 genes from mouse.

    ## Testing for gene overlap with: zebrafish

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: zebrafish

    ## Common name mapping found for zebrafish

    ## 1 organism identified from search: 7955

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-7955-homologene.csv.gz

    ## Returning all 20,897 genes from zebrafish.

    ## Testing for gene overlap with: fly

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: fly

    ## Common name mapping found for fly

    ## 1 organism identified from search: 7227

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-7227-homologene.csv.gz

    ## Returning all 8,438 genes from fly.

    ## Top match:
    ##   - species: human
    ##   - percent_match: 100%

# Additional `test_species`

You can even supply `test_species` with the name of one of the R packages that `orthogene` gets orthologs from. This will test against all species available in that particular R package.

For example, by setting `test_species="homologene"` we automatically test for % gene matches in each of the 20+ species available in `homologene`.

    matches <- orthogene::infer_species(gene_df = exp_human,
                                        test_species = method,
                                        method = method)

    ## Retrieving all organisms available in homologene.

    ## Preparing gene_df.

    ## sparseMatrix format detected.

    ## Extracting genes from rownames.

    ## 13,243 genes extracted.

    ## Testing for gene overlap with: Mus musculus

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Mus musculus

    ## 1 organism identified from search: 10090

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-10090-homologene.csv.gz

    ## Returning all 21,207 genes from Mus musculus.

    ## Testing for gene overlap with: Rattus norvegicus

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Rattus norvegicus

    ## 1 organism identified from search: 10116

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-10116-homologene.csv.gz

    ## Returning all 20,616 genes from Rattus norvegicus.

    ## Testing for gene overlap with: Kluyveromyces lactis

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Kluyveromyces lactis

    ## 1 organism identified from search: 28985

    ## Gene table with 4,283 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-28985-homologene.csv.gz

    ## Returning all 4,283 genes from Kluyveromyces lactis.

    ## Testing for gene overlap with: Magnaporthe oryzae

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Magnaporthe oryzae

    ## 1 organism identified from search: 318829

    ## Gene table with 6,598 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-318829-homologene.csv.gz

    ## Returning all 6,598 genes from Magnaporthe oryzae.

    ## Testing for gene overlap with: Eremothecium gossypii

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Eremothecium gossypii

    ## 1 organism identified from search: 33169

    ## Gene table with 3,874 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-33169-homologene.csv.gz

    ## Returning all 3,874 genes from Eremothecium gossypii.

    ## Testing for gene overlap with: Arabidopsis thaliana

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Arabidopsis thaliana

    ## 1 organism identified from search: 3702

    ## Gene table with 19,143 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-3702-homologene.csv.gz

    ## Returning all 19,143 genes from Arabidopsis thaliana.

    ## Testing for gene overlap with: Oryza sativa

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Oryza sativa

    ## 1 organism identified from search: 4530

    ## Gene table with 16,112 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-4530-homologene.csv.gz

    ## Returning all 16,112 genes from Oryza sativa.

    ## Testing for gene overlap with: Schizosaccharomyces pombe

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Schizosaccharomyces pombe

    ## 1 organism identified from search: 4896

    ## Gene table with 3,018 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-4896-homologene.csv.gz

    ## Returning all 3,018 genes from Schizosaccharomyces pombe.

    ## Testing for gene overlap with: Saccharomyces cerevisiae

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Saccharomyces cerevisiae

    ## 1 organism identified from search: 4932

    ## Gene table with 4,579 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-4932-homologene.csv.gz

    ## Returning all 4,579 genes from Saccharomyces cerevisiae.

    ## Testing for gene overlap with: Neurospora crassa

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Neurospora crassa

    ## 1 organism identified from search: 5141

    ## Gene table with 5,807 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-5141-homologene.csv.gz

    ## Returning all 5,807 genes from Neurospora crassa.

    ## Testing for gene overlap with: Caenorhabditis elegans

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Caenorhabditis elegans

    ## 1 organism identified from search: 6239

    ## Gene table with 7,575 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-6239-homologene.csv.gz

    ## Returning all 7,575 genes from Caenorhabditis elegans.

    ## Testing for gene overlap with: Anopheles gambiae

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Anopheles gambiae

    ## 1 organism identified from search: 7165

    ## Gene table with 8,428 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-7165-homologene.csv.gz

    ## Returning all 8,428 genes from Anopheles gambiae.

    ## Testing for gene overlap with: Drosophila melanogaster

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Drosophila melanogaster

    ## 1 organism identified from search: 7227

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-7227-homologene.csv.gz

    ## Returning all 8,438 genes from Drosophila melanogaster.

    ## Testing for gene overlap with: Danio rerio

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Danio rerio

    ## 1 organism identified from search: 7955

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-7955-homologene.csv.gz

    ## Returning all 20,897 genes from Danio rerio.

    ## Testing for gene overlap with: Xenopus (Silurana) tropicalis

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Xenopus (Silurana) tropicalis

    ## 1 organism identified from search: 8364

    ## Gene table with 18,446 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-8364-homologene.csv.gz

    ## Returning all 18,446 genes from Xenopus (Silurana) tropicalis.

    ## Testing for gene overlap with: Gallus gallus

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Gallus gallus

    ## 1 organism identified from search: 9031

    ## Gene table with 14,600 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-9031-homologene.csv.gz

    ## Returning all 14,600 genes from Gallus gallus.

    ## Testing for gene overlap with: Macaca mulatta

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Macaca mulatta

    ## 1 organism identified from search: 9544

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-9544-homologene.csv.gz

    ## Returning all 16,843 genes from Macaca mulatta.

    ## Testing for gene overlap with: Pan troglodytes

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Pan troglodytes

    ## 1 organism identified from search: 9598

    ## Gene table with 18,730 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-9598-homologene.csv.gz

    ## Returning all 18,730 genes from Pan troglodytes.

    ## Testing for gene overlap with: Homo sapiens

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Homo sapiens

    ## 1 organism identified from search: 9606

    ## Using cached file: /github/home/.cache/R/orthogene/all_genes-9606-homologene.csv.gz

    ## Returning all 19,129 genes from Homo sapiens.

    ## Testing for gene overlap with: Canis lupus familiaris

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Canis lupus familiaris

    ## 1 organism identified from search: 9615

    ## Gene table with 18,117 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-9615-homologene.csv.gz

    ## Returning all 18,117 genes from Canis lupus familiaris.

    ## Testing for gene overlap with: Bos taurus

    ## Retrieving all genes using: homologene.

    ## Retrieving all organisms available in homologene.

    ## Mapping species name: Bos taurus

    ## 1 organism identified from search: 9913

    ## Gene table with 18,797 rows retrieved.

    ## Caching file --> /github/home/.cache/R/orthogene/all_genes-9913-homologene.csv.gz

    ## Returning all 18,797 genes from Bos taurus.

    ## Top match:
    ##   - species: Homo sapiens
    ##   - percent_match: 100%

# Session Info

    utils::sessionInfo()

    ## R version 4.6.0 (2026-04-24)
    ## Platform: x86_64-pc-linux-gnu
    ## Running under: Ubuntu 24.04.4 LTS
    ##
    ## Matrix products: default
    ## BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3
    ## LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.26.so;  LAPACK version 3.12.0
    ##
    ## locale:
    ##  [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C
    ##  [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8
    ##  [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8
    ##  [7] LC_PAPER=en_US.UTF-8       LC_NAME=C
    ##  [9] LC_ADDRESS=C               LC_TELEPHONE=C
    ## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
    ##
    ## time zone: Etc/UTC
    ## tzcode source: system (glibc)
    ##
    ## attached base packages:
    ## [1] stats     graphics  grDevices utils     datasets  methods   base
    ##
    ## other attached packages:
    ## [1] orthogene_1.18.1 BiocStyle_2.40.0
    ##
    ## loaded via a namespace (and not attached):
    ##  [1] gtable_0.3.6              babelgene_22.9
    ##  [3] xfun_0.57                 bslib_0.10.0
    ##  [5] ggplot2_4.0.3             htmlwidgets_1.6.4
    ##  [7] rstatix_0.7.3             lattice_0.22-9
    ##  [9] vctrs_0.7.3               tools_4.6.0
    ## [11] generics_0.1.4            yulab.utils_0.2.4
    ## [13] parallel_4.6.0            tibble_3.3.1
    ## [15] R.oo_1.27.1               pkgconfig_2.0.3
    ## [17] Matrix_1.7-5              data.table_1.18.2.1
    ## [19] homologene_1.4.68.19.3.27 ggplotify_0.1.3
    ## [21] RColorBrewer_1.1-3        S7_0.2.2
    ## [23] lifecycle_1.0.5           compiler_4.6.0
    ## [25] farver_2.1.2              treeio_1.36.1
    ## [27] carData_3.0-6             ggtree_4.2.0
    ## [29] gprofiler2_0.2.4          fontLiberation_0.1.0
    ## [31] fontquiver_0.2.1          ggfun_0.2.0
    ## [33] htmltools_0.5.9           sys_3.4.3
    ## [35] buildtools_1.0.0          sass_0.4.10
    ## [37] yaml_2.3.12               lazyeval_0.2.3
    ## [39] plotly_4.12.0             Formula_1.2-5
    ## [41] pillar_1.11.1             car_3.1-5
    ## [43] ggpubr_0.6.3              jquerylib_0.1.4
    ## [45] tidyr_1.3.2               R.utils_2.13.0
    ## [47] MASS_7.3-65               cachem_1.1.0
    ## [49] abind_1.4-8               fontBitstreamVera_0.1.1
    ## [51] nlme_3.1-169              tidyselect_1.2.1
    ## [53] aplot_0.2.9               digest_0.6.39
    ## [55] dplyr_1.2.1               purrr_1.2.2
    ## [57] labeling_0.4.3            maketools_1.3.2
    ## [59] fastmap_1.2.0             grid_4.6.0
    ## [61] cli_3.6.6                 magrittr_2.0.5
    ## [63] patchwork_1.3.2           broom_1.0.12
    ## [65] ape_5.8-1                 withr_3.0.2
    ## [67] gdtools_0.5.0             scales_1.4.0
    ## [69] backports_1.5.1           rappdirs_0.3.4
    ## [71] httr_1.4.8                rmarkdown_2.31
    ## [73] otel_0.2.0                ggsignif_0.6.4
    ## [75] R.methodsS3_1.8.2         evaluate_1.0.5
    ## [77] knitr_1.51                viridisLite_0.4.3
    ## [79] gridGraphics_0.5-1        rlang_1.2.0
    ## [81] ggiraph_0.9.6             Rcpp_1.1.1-1.1
    ## [83] glue_1.8.1                tidytree_0.4.7
    ## [85] BiocManager_1.30.27       jsonlite_2.0.0
    ## [87] R6_2.6.1                  systemfonts_1.3.2
    ## [89] fs_2.1.0