{
“cells”: [
{

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“## EUKulele tuneR”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Tutorial below details usage of EUKulele results in R. Specifically, compiling output files for downstream analysis and providing R functions to explore results.”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### Import estimated-taxonomy outputs from EUKulelen”, “n”, “Input requires files from `/taxonomic_estimation` directory from EUKulele”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Enable a working R environment and load required libraries.”

]

}, {

“cell_type”: “code”, “execution_count”: 146, “metadata”: {}, “outputs”: [], “source”: [

“library(tidyverse); library(cowplot); library(ggalluvial)”

]

}, {

“cell_type”: “code”, “execution_count”: 147, “metadata”: {}, “outputs”: [

{
“data”: {
“text/html”: [
“<table>n”, “<thead><tr><th scope=col>X</th><th scope=col>transcript_name</th><th scope=col>classification_level</th><th scope=col>full_classification</th><th scope=col>classification</th><th scope=col>max_pid</th><th scope=col>ambiguous</th></tr></thead>n”, “<tbody>n”, “t<tr><td>0 </td><td>megahit_NarBay_A_megahit_NarBay_A_k111_0 </td><td>species </td><td>Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema grethea</td><td>Skeletonema grethea </td><td>100.0 </td><td>0 </td></tr>n”, “t<tr><td>0 </td><td>megahit_NarBay_A_megahit_NarBay_A_k111_10 </td><td>species </td><td>Hacrobia; Haptophyta; Prymnesiophyceae; Prymnesiales; Chrysochromulinaceae; Chrysochromulina; Chrysochromulina ericina </td><td>Chrysochromulina ericina </td><td> 95.5 </td><td>0 </td></tr>n”, “</tbody>n”, “</table>n”

], “text/latex”: [

“\begin{tabular}{r|lllllll}n”, ” X & transcript\_name & classification\_level & full\_classification & classification & max\_pid & ambiguous\n”, “\hlinen”, “t 0 & megahit\_NarBay\_A\_megahit\_NarBay\_A\_k111\_0 & species & Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta\_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema grethea & Skeletonema grethea & 100.0 & 0 \n”, “t 0 & megahit\_NarBay\_A\_megahit\_NarBay\_A\_k111\_10 & species & Hacrobia; Haptophyta; Prymnesiophyceae; Prymnesiales; Chrysochromulinaceae; Chrysochromulina; Chrysochromulina ericina & Chrysochromulina ericina & 95.5 & 0 \n”, “\end{tabular}n”

], “text/markdown”: [

“n”, “| X | transcript_name | classification_level | full_classification | classification | max_pid | ambiguous |\n", "||---||---||---||\n", "| 0 | megahit_NarBay_A_megahit_NarBay_A_k111_0 | species | Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema grethea | Skeletonema grethea | 100.0 | 0 |\n", "| 0 | megahit_NarBay_A_megahit_NarBay_A_k111_10 | species | Hacrobia; Haptophyta; Prymnesiophyceae; Prymnesiales; Chrysochromulinaceae; Chrysochromulina; Chrysochromulina ericina | Chrysochromulina ericina | 95.5 | 0 |n”, “n”

], “text/plain”: [

” X transcript_name classification_leveln”, “1 0 megahit_NarBay_A_megahit_NarBay_A_k111_0 species n”, “2 0 megahit_NarBay_A_megahit_NarBay_A_k111_10 species n”, ” full_classification n”, “1 Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema grethean”, “2 Hacrobia; Haptophyta; Prymnesiophyceae; Prymnesiales; Chrysochromulinaceae; Chrysochromulina; Chrysochromulina ericina n”, ” classification max_pid ambiguousn”, “1 Skeletonema grethea 100.0 0 n”, “2 Chrysochromulina ericina 95.5 0 “

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# Import EUKulele output from running NB database with MMETSPn”, “mmetsp_dia_nb <- read.delim(“/vortexfs1/omics/alexander/shu/eukulele-test/mmetsp-diamond/nb-output-20-10/taxonomy_estimation/merged_merged-estimated-taxonomy.out”)n”, “head(mmetsp_dia_nb[1:2,])”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“In the above example data, EUKulele was run using the default MMETSP database and DIAMOND. Salmon counts were not incorporated into the EUKulele analysis, so each line represents a transcript from a metatranscriptome assembly. Since this includes over 6 million lines/transcripts, the R code below demonstrates examples of how to parse this data.”

]

}, {

“cell_type”: “code”, “execution_count”: 148, “metadata”: {}, “outputs”: [

{
“data”: {
“text/html”: [
“<ol class=list-inline>n”, “t<li>6110375</li>n”, “t<li>7</li>n”, “</ol>n”

], “text/latex”: [

“\begin{enumerate*}n”, “\item 6110375n”, “\item 7n”, “\end{enumerate*}n”

], “text/markdown”: [

“1. 6110375n”, “2. 7n”, “n”, “n”

], “text/plain”: [

“[1] 6110375 7”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“dim(mmetsp_dia_nb)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### R functions to process EUKulele results”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“For each sample, what are the total number of contigs with ambiguous matches? and how many contigs were assigned to the different taxonomic classification levels?”

]

}, {

“cell_type”: “code”, “execution_count”: 149, “metadata”: {}, “outputs”: [], “source”: [

“# Execute this function in R.n”, “## Usage:n”, “# eukulele_stats_mmetsp(df) - df = input taxonomy estimation dataframe from EUKulele run with MMETSPn”, “## Output: reports total number of contigs assigned to each taxonomic groupn”, “eukulele_stats_mmetsp <- function(df_tax_est){n”, ” df_tax_est %>% n”, ” summarise(Total_contigs = n_distinct(transcript_name),n”, ” Num_ambig = sum(ambiguous == 1),n”, ” SUPERGROUP = sum(str_count(classification_level, “supergroup”)),n”, ” CLASS = sum(str_count(classification_level, “class”)),n”, ” FAMILY = sum(str_count(classification_level, “family”)),n”, ” ORDER = sum(str_count(classification_level, “order”)),n”, ” GENUS = sum(str_count(classification_level, “genus”)),n”, ” SPECIES = sum(str_count(classification_level, “species”)),n”, ” Distinct_tax_ids = n_distinct(full_classification)) %>% n”, ” data.framen”, ” }”

]

}, {

“cell_type”: “code”, “execution_count”: 150, “metadata”: {}, “outputs”: [

{
“data”: {
“text/html”: [
“<table>n”, “<thead><tr><th scope=col>Total_contigs</th><th scope=col>Num_ambig</th><th scope=col>SUPERGROUP</th><th scope=col>CLASS</th><th scope=col>FAMILY</th><th scope=col>ORDER</th><th scope=col>GENUS</th><th scope=col>SPECIES</th><th scope=col>Distinct_tax_ids</th></tr></thead>n”, “<tbody>n”, “t<tr><td>6110176</td><td>413796 </td><td>8256 </td><td>711632 </td><td>1270798</td><td>1186377</td><td>1246361</td><td>1571852</td><td>832 </td></tr>n”, “</tbody>n”, “</table>n”

], “text/latex”: [

“\begin{tabular}{r|lllllllll}n”, ” Total\_contigs & Num\_ambig & SUPERGROUP & CLASS & FAMILY & ORDER & GENUS & SPECIES & Distinct\_tax\_ids\n”, “\hlinen”, “t 6110176 & 413796 & 8256 & 711632 & 1270798 & 1186377 & 1246361 & 1571852 & 832 \n”, “\end{tabular}n”

], “text/markdown”: [

“n”, “| Total_contigs | Num_ambig | SUPERGROUP | CLASS | FAMILY | ORDER | GENUS | SPECIES | Distinct_tax_ids |\n", "||---||---||---||---||\n", "| 6110176 | 413796 | 8256 | 711632 | 1270798 | 1186377 | 1246361 | 1571852 | 832 |n”, “n”

], “text/plain”: [

” Total_contigs Num_ambig SUPERGROUP CLASS FAMILY ORDER GENUS SPECIESn”, “1 6110176 413796 8256 711632 1270798 1186377 1246361 1571852n”, ” Distinct_tax_idsn”, “1 832 “

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“eukulele_stats_mmetsp(mmetsp_dia_nb)”

]

}, {

“cell_type”: “code”, “execution_count”: 151, “metadata”: {}, “outputs”: [], “source”: [

“# For each sample, how many contigs were assigned to various classification levels?n”, “plot_classification <- function(df_tax_est, name){n”, ” df_tax_est %>% n”, ” replace_na(list(counts = 1)) %>% n”, ” add_column(Sample = name) %>%n”, ” add_column(counts = 1) %>% n”, ” group_by(Sample, classification_level) %>% n”, ” summarise(SUM_classification_level = sum(counts)) %>% n”, ” ggplot(aes(x = Sample, y = SUM_classification_level, fill = classification_level)) +n”, ” geom_bar(stat = “identity”, color = “black”) +n”, ” coord_flip() +n”, ” theme_minimal() +n”, ” theme(legend.position = “bottom”, legend.title = element_blank()) n”, “}”

]

}, {

“cell_type”: “code”, “execution_count”: 152, “metadata”: {}, “outputs”: [

{

“name”: “stderr”, “output_type”: “stream”, “text”: [

summarise() regrouping output by ‘Sample’ (override with .groups argument)n”

]

}, {

“data”: {

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”, “text/plain”: [

“plot without title”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“options(repr.plot.width = 6, repr.plot.height = 2) # Set plot output spacen”, “plot_classification(mmetsp_dia_nb, “Whole dataset”)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“If you have a data table with counts across samples that corresponds to the transcript names, this can be joined with the EUKulele outputs to visualize the taxonomy assignments. In this case, you can add the taxonomy identifiers to your count table. Use the function below, where `SAMPLE` equals your sample IDs and `COUNT` represents the relevent counts.”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“An alterative is to use EUKulele’s built in incorporation of Salmount count data with the option `--use_salmon_counts`. “

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### Combine multiple EUKulele outputs”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Tell R where your EUKulele output directory is located. This function will import each file and compile into one dataframe.”

]

}, {

“cell_type”: “code”, “execution_count”: 153, “metadata”: {}, “outputs”: [], “source”: [

“## If in your current directory:n”, “# euk_out <- file.path(“PATH/TO/EUKULELE/OUTPUTDIR”)n”, “# Example:n”, “euk_out <- file.path(“/vortexfs1/omics/alexander/shu/eukulele-test/mmetsp-diamond/nb-output/”)n”, “n”, “## If located in your current directory use this:n”, “# euk_out <- getwd()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Once the location of your output EUKulele directory is located, the below commmands will list the files that the R function will locate and compile. In the case below, I have identified 13 taxonomy.out files from EUKulele. The next step is to join these together.”

]

}, {

“cell_type”: “code”, “execution_count”: 154, “metadata”: {}, “outputs”: [

{

“name”: “stdout”, “output_type”: “stream”, “text”: [

“Found SRR1810204_merged-estimated-taxonomy.outn”, “Found SRR1810205_merged-estimated-taxonomy.outn”, “Found SRR1810206_merged-estimated-taxonomy.outn”, “Found SRR1810207_merged-estimated-taxonomy.outn”, “Found SRR1810208_merged-estimated-taxonomy.outn”, “Found SRR1810209_merged-estimated-taxonomy.outn”, “Found SRR1810210_merged-estimated-taxonomy.outn”, “Found SRR1810211_merged-estimated-taxonomy.outn”, “Found SRR1810799_merged-estimated-taxonomy.outn”, “Found SRR1810801_merged-estimated-taxonomy.outn”, “Found SRR1945044_merged-estimated-taxonomy.outn”, “Found SRR1945045_merged-estimated-taxonomy.outn”, “Found SRR1945046_merged-estimated-taxonomy.outn”

]

}

], “source”: [

“file_list <- list.files(pattern = “estimated-taxonomy.out”, n”, ” path = file.path(euk_out, “taxonomy_estimation”), n”, ” full.names = FALSE)n”, “writeLines(paste(“Found”, file_list))”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“The loop below will import each of the taxonomy.out files in your directory, parse the sample name (by “-”) and compile the output into a single data frame called `compiled_est_tax`

]

}, {

“cell_type”: “code”, “execution_count”: 155, “metadata”: {}, “outputs”: [

{

“name”: “stdout”, “output_type”: “stream”, “text”: [

“Imported SRR1810204_merged added 209 identities.n”, “Imported SRR1810205_merged added 249 identities.n”, “Imported SRR1810206_merged added 298 identities.n”, “Imported SRR1810207_merged added 169 identities.n”, “Imported SRR1810208_merged added 85 identities.n”, “Imported SRR1810209_merged added 143 identities.n”, “Imported SRR1810210_merged added 343 identities.n”, “Imported SRR1810211_merged added 129 identities.n”, “Imported SRR1810799_merged added 220 identities.n”, “Imported SRR1810801_merged added 294 identities.n”, “Imported SRR1945044_merged added 426 identities.n”, “Imported SRR1945045_merged added 63 identities.n”, “Imported SRR1945046_merged added 84 identities.n”

]

}

], “source”: [

“for (a in file_list){n”, ” if(!exists(“compiled_est_tax”)){n”, ” df_in <- read.delim(file.path(euk_out, “taxonomy_estimation”, a)) # Importn”, ” names <- unlist(strsplit(a, “-estimated-taxonomy.out”)) # Isolate sample namen”, ” df_in$SAMPLE <- names[1] # Add sample name in columnn”, ” writeLines(paste(“Imported”, names[1], “added”, dim(df_in)[1], “identities.”))n”, ” compiled_est_tax <- df_in # Generate final taxonomy tablen”, ” rm(df_in) # Clean up excess tmp dfn”, ” }n”, ” if(exists(“compiled_est_tax”)){n”, ” df_in <- read.delim(file.path(euk_out, “taxonomy_estimation”, a)) # Importn”, ” names <- unlist(strsplit(a, “-estimated-taxonomy.out”)) # Isolate sample namen”, ” df_in$SAMPLE <- names[1] # Add sample name in columnn”, ” writeLines(paste(“Imported”, names[1], “added”, dim(df_in)[1], “identities.”))n”, ” compiled_est_tax <- rbind(compiled_est_tax, df_in) # Add to exisiting dataframen”, ” rm(df_in) # Clean up excess tmp dfn”, ” }n”, ” }n”, “# Output message notes which file has been added and compiled.”

]

}, {

“cell_type”: “code”, “execution_count”: 156, “metadata”: {}, “outputs”: [

{
“data”: {
“text/html”: [
“<table>n”, “<thead><tr><th scope=col>X</th><th scope=col>transcript_name</th><th scope=col>classification_level</th><th scope=col>full_classification</th><th scope=col>classification</th><th scope=col>max_pid</th><th scope=col>ambiguous</th><th scope=col>SAMPLE</th></tr></thead>n”, “<tbody>n”, “t<tr><td>0 </td><td>megahit_SRR1810204_k71_10 </td><td>species </td><td>Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoi</td><td>Skeletonema marinoi </td><td>100 </td><td>0 </td><td>SRR1810204_merged </td></tr>n”, “t<tr><td>0 </td><td>megahit_SRR1810204_k71_100 </td><td>genus </td><td>Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema </td><td>Skeletonema </td><td>100 </td><td>1 </td><td>SRR1810204_merged </td></tr>n”, “t<tr><td>0 </td><td>megahit_SRR1810204_k71_101 </td><td>species </td><td>Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoi</td><td>Skeletonema marinoi </td><td>100 </td><td>0 </td><td>SRR1810204_merged </td></tr>n”, “</tbody>n”, “</table>n”

], “text/latex”: [

“\begin{tabular}{r|llllllll}n”, ” X & transcript\_name & classification\_level & full\_classification & classification & max\_pid & ambiguous & SAMPLE\n”, “\hlinen”, “t 0 & megahit\_SRR1810204\_k71\_10 & species & Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta\_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoi & Skeletonema marinoi & 100 & 0 & SRR1810204\_merged \n”, “t 0 & megahit\_SRR1810204\_k71\_100 & genus & Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta\_X; Polar-centric-Mediophyceae; Skeletonema & Skeletonema & 100 & 1 & SRR1810204\_merged \n”, “t 0 & megahit\_SRR1810204\_k71\_101 & species & Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta\_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoi & Skeletonema marinoi & 100 & 0 & SRR1810204\_merged \n”, “\end{tabular}n”

], “text/markdown”: [

“n”, “| X | transcript_name | classification_level | full_classification | classification | max_pid | ambiguous | SAMPLE |\n", "||---||---||---||---|n”, “| 0 | megahit_SRR1810204_k71_10 | species | Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoi | Skeletonema marinoi | 100 | 0 | SRR1810204_merged |\n", "| 0 | megahit_SRR1810204_k71_100 | genus | Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema | Skeletonema | 100 | 1 | SRR1810204_merged |\n", "| 0 | megahit_SRR1810204_k71_101 | species | Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoi | Skeletonema marinoi | 100 | 0 | SRR1810204_merged |n”, “n”

], “text/plain”: [

” X transcript_name classification_leveln”, “1 0 megahit_SRR1810204_k71_10 species n”, “2 0 megahit_SRR1810204_k71_100 genus n”, “3 0 megahit_SRR1810204_k71_101 species n”, ” full_classification n”, “1 Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoin”, “2 Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema n”, “3 Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoin”, ” classification max_pid ambiguous SAMPLE n”, “1 Skeletonema marinoi 100 0 SRR1810204_mergedn”, “2 Skeletonema 100 1 SRR1810204_mergedn”, “3 Skeletonema marinoi 100 0 SRR1810204_merged”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# Now the output compiled dataframe has a column called “SAMPLE”.n”, “head(compiled_est_tax[1:3,])”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Now I can use a modified function from above to group my output taxonomy files by sample.”

]

}, {

“cell_type”: “code”, “execution_count”: 157, “metadata”: {}, “outputs”: [], “source”: [

“# For each sample, how many contigs were assigned to various classification levels?n”, “plot_classification_wsamples <- function(df_tax_est){n”, ” df_tax_est %>% n”, ” group_by(SAMPLE, classification_level) %>% n”, ” add_column(COUNTS = 1) %>% # Comment out if a COUNTS column already existsn”, ” summarise(SUM_classification_level = sum(COUNTS)) %>% n”, ” ggplot(aes(x = SAMPLE, y = SUM_classification_level, fill = classification_level)) +n”, ” geom_bar(stat = “identity”, color = “black”) +n”, ” coord_flip() +n”, ” theme_minimal() +n”, ” theme(legend.position = “bottom”, legend.title = element_blank()) n”, “}”

]

}, {

“cell_type”: “code”, “execution_count”: 158, “metadata”: {}, “outputs”: [

{

“name”: “stderr”, “output_type”: “stream”, “text”: [

summarise() regrouping output by ‘SAMPLE’ (override with .groups argument)n”

]

}, {

“data”: {

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”, “text/plain”: [

“plot without title”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“options(repr.plot.width = 6, repr.plot.height = 5) # Set plot output spacen”, “plot_classification_wsamples(compiled_est_tax)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### Parse taxonomic classifications & plot”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Modify the functions below to plot results from each sample by different taxonomic groups. The examples below all use EUKulele outputs where the MMETSP database was used. The two functions below separate the classification columns from the EUKulele outputs and place them into separate columns. They are currently written to work with MMETSP or phylodb, but can be easily modified.”

]

}, {

“cell_type”: “code”, “execution_count”: 159, “metadata”: {}, “outputs”: [], “source”: [

“# Create a dataframe with parsed classificationn”, “## Usage: parse_mmetps(df) - df = input dataframe with column called “full_classification”n”, “parse_mmetsp <- function(df_est) {n”, ” df_out <- df_est %>% n”, ” separate(full_classification, n”, ” c(“Supergroup”, “Class”, “Family”, “Order”, “Genus”, “Species”), n”, ” sep = “;”, remove = FALSE) %>% n”, ” data.framen”, ” return(df_out)n”, ” }”

]

}, {

“cell_type”: “code”, “execution_count”: 160, “metadata”: {}, “outputs”: [], “source”: [

“# Separate phylodb ‘taxonomy’ column into separate columnsn”, “parse_phylodb <- function(df_est) {n”, ” df_out <- df_est %>%n”, ” separate(taxonomy, c(“Domain”,”Phylum”,”Class”,”Order”,”Family”,”Genus”,”Species”), sep = “;”, extra = “merge”, remove = FALSE) %>% n”, ” data.framen”, ” return(df_out)n”, ” }”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Example usage, where I take my compiled dataset with EUKulele taxonomy classifications and parse.”

]

}, {

“cell_type”: “code”, “execution_count”: 161, “metadata”: {}, “outputs”: [

{

“name”: “stderr”, “output_type”: “stream”, “text”: [

“Warning message:n”, ““Expected 6 pieces. Additional pieces discarded in 3103 rows [1, 3, 11, 13, 19, 20, 25, 28, 32, 35, 36, 39, 42, 49, 50, 51, 53, 54, 55, 60, …].”Warning message:n”, ““Expected 6 pieces. Missing pieces filled with NA in 4112 rows [4, 5, 6, 9, 15, 16, 18, 23, 24, 26, 31, 62, 72, 77, 87, 103, 109, 118, 124, 143, …].””

]

}, {

“data”: {
“text/html”: [
“<table>n”, “<thead><tr><th scope=col>X</th><th scope=col>transcript_name</th><th scope=col>classification_level</th><th scope=col>full_classification</th><th scope=col>Supergroup</th><th scope=col>Class</th><th scope=col>Family</th><th scope=col>Order</th><th scope=col>Genus</th><th scope=col>Species</th><th scope=col>classification</th><th scope=col>max_pid</th><th scope=col>ambiguous</th><th scope=col>SAMPLE</th></tr></thead>n”, “<tbody>n”, “t<tr><td>0 </td><td>megahit_SRR1810204_k71_10 </td><td>species </td><td>Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoi</td><td>Stramenopiles </td><td> Ochrophyta </td><td> Bacillariophyta </td><td> Bacillariophyta_X </td><td> Polar-centric-Mediophyceae </td><td> Skeletonema </td><td>Skeletonema marinoi </td><td>100 </td><td>0 </td><td>SRR1810204_merged </td></tr>n”, “t<tr><td>0 </td><td>megahit_SRR1810204_k71_100 </td><td>genus </td><td>Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema </td><td>Stramenopiles </td><td> Ochrophyta </td><td> Bacillariophyta </td><td> Bacillariophyta_X </td><td> Polar-centric-Mediophyceae </td><td> Skeletonema </td><td>Skeletonema </td><td>100 </td><td>1 </td><td>SRR1810204_merged </td></tr>n”, “</tbody>n”, “</table>n”

], “text/latex”: [

“\begin{tabular}{r|llllllllllllll}n”, ” X & transcript\_name & classification\_level & full\_classification & Supergroup & Class & Family & Order & Genus & Species & classification & max\_pid & ambiguous & SAMPLE\n”, “\hlinen”, “t 0 & megahit\_SRR1810204\_k71\_10 & species & Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta\_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoi & Stramenopiles & Ochrophyta & Bacillariophyta & Bacillariophyta\_X & Polar-centric-Mediophyceae & Skeletonema & Skeletonema marinoi & 100 & 0 & SRR1810204\_merged \n”, “t 0 & megahit\_SRR1810204\_k71\_100 & genus & Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta\_X; Polar-centric-Mediophyceae; Skeletonema & Stramenopiles & Ochrophyta & Bacillariophyta & Bacillariophyta\_X & Polar-centric-Mediophyceae & Skeletonema & Skeletonema & 100 & 1 & SRR1810204\_merged \n”, “\end{tabular}n”

], “text/markdown”: [

“n”, “| X | transcript_name | classification_level | full_classification | Supergroup | Class | Family | Order | Genus | Species | classification | max_pid | ambiguous | SAMPLE |\n", "||---||---||---||---||---||---||---|n”, “| 0 | megahit_SRR1810204_k71_10 | species | Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoi | Stramenopiles | Ochrophyta | Bacillariophyta | Bacillariophyta_X | Polar-centric-Mediophyceae | Skeletonema | Skeletonema marinoi | 100 | 0 | SRR1810204_merged |\n", "| 0 | megahit_SRR1810204_k71_100 | genus | Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema | Stramenopiles | Ochrophyta | Bacillariophyta | Bacillariophyta_X | Polar-centric-Mediophyceae | Skeletonema | Skeletonema | 100 | 1 | SRR1810204_merged |n”, “n”

], “text/plain”: [

” X transcript_name classification_leveln”, “1 0 megahit_SRR1810204_k71_10 species n”, “2 0 megahit_SRR1810204_k71_100 genus n”, ” full_classification n”, “1 Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema; Skeletonema marinoin”, “2 Stramenopiles; Ochrophyta; Bacillariophyta; Bacillariophyta_X; Polar-centric-Mediophyceae; Skeletonema n”, ” Supergroup Class Family Order n”, “1 Stramenopiles Ochrophyta Bacillariophyta Bacillariophyta_Xn”, “2 Stramenopiles Ochrophyta Bacillariophyta Bacillariophyta_Xn”, ” Genus Species classification max_pidn”, “1 Polar-centric-Mediophyceae Skeletonema Skeletonema marinoi 100 n”, “2 Polar-centric-Mediophyceae Skeletonema Skeletonema 100 n”, ” ambiguous SAMPLE n”, “1 0 SRR1810204_mergedn”, “2 1 SRR1810204_merged”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“df_parsed_compiled <- parse_mmetsp(compiled_est_tax)n”, “head(df_parsed_compiled[1:2,])”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Now we can use the below functions to plot our results at different taxonomic levels.”

]

}, {

“cell_type”: “code”, “execution_count”: 162, “metadata”: {}, “outputs”: [], “source”: [

“# Function to plot at chosen taxonomic leveln”, “## Usage:n”, “# plot_mmetsp_atlevel(df, level) - df=input dataframe, and level=column name of taxonomic level to visualize results.n”, “plot_mmetsp_atlevel <- function(df_in, level){n”, ” LEVEL <- enquo(level)n”, ” out <- df_in %>% n”, ” type.convert(as.is = TRUE) %>%n”, ” group_by(!!LEVEL, SAMPLE) %>% n”, ” add_column(COUNT = 1) %>% n”, ” summarise(SUM = sum(COUNT)) %>% n”, ” data.framen”, ” ggplot(out, aes(x = SAMPLE, fill = !!LEVEL, y = SUM)) +n”, ” geom_bar(stat = “identity”, color = “black”) +n”, ” coord_flip() +n”, ” theme_minimal()n”, “}”

]

}, {

“cell_type”: “code”, “execution_count”: 163, “metadata”: {}, “outputs”: [

{
“data”: {
“text/html”: [
“<ol class=list-inline>n”, “t<li>’X’</li>n”, “t<li>’transcript_name’</li>n”, “t<li>’classification_level’</li>n”, “t<li>’full_classification’</li>n”, “t<li>’Supergroup’</li>n”, “t<li>’Class’</li>n”, “t<li>’Family’</li>n”, “t<li>’Order’</li>n”, “t<li>’Genus’</li>n”, “t<li>’Species’</li>n”, “t<li>’classification’</li>n”, “t<li>’max_pid’</li>n”, “t<li>’ambiguous’</li>n”, “t<li>’SAMPLE’</li>n”, “</ol>n”

], “text/latex”: [

“\begin{enumerate*}n”, “\item ‘X’n”, “\item ‘transcript\_name’n”, “\item ‘classification\_level’n”, “\item ‘full\_classification’n”, “\item ‘Supergroup’n”, “\item ‘Class’n”, “\item ‘Family’n”, “\item ‘Order’n”, “\item ‘Genus’n”, “\item ‘Species’n”, “\item ‘classification’n”, “\item ‘max\_pid’n”, “\item ‘ambiguous’n”, “\item ‘SAMPLE’n”, “\end{enumerate*}n”

], “text/markdown”: [

“1. ‘X’n”, “2. ‘transcript_name’n”, “3. ‘classification_level’n”, “4. ‘full_classification’n”, “5. ‘Supergroup’n”, “6. ‘Class’n”, “7. ‘Family’n”, “8. ‘Order’n”, “9. ‘Genus’n”, “10. ‘Species’n”, “11. ‘classification’n”, “12. ‘max_pid’n”, “13. ‘ambiguous’n”, “14. ‘SAMPLE’n”, “n”, “n”

], “text/plain”: [

” [1] “X” “transcript_name” “classification_level”n”, ” [4] “full_classification” “Supergroup” “Class” n”, ” [7] “Family” “Order” “Genus” n”, “[10] “Species” “classification” “max_pid” n”, “[13] “ambiguous” “SAMPLE” “

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# Make sure to used a data frame with taxonomy parsed apart.n”, “colnames(df_parsed_compiled)”

]

}, {

“cell_type”: “code”, “execution_count”: 164, “metadata”: {}, “outputs”: [

{

“name”: “stderr”, “output_type”: “stream”, “text”: [

summarise() regrouping output by ‘Class’ (override with .groups argument)n”

]

}, {

“data”: {

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”, “text/plain”: [

“plot without title”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“options(repr.plot.width = 6, repr.plot.height = 4) # Set plot output spacen”, “plot_mmetsp_atlevel(df_parsed_compiled, Class)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### EUKulele provided databasesn”, “Since EUKulele will determine taxonomic assignment for provided sequence data, you can retrieve those databases ahead of time if needed (or create your own). By default EUKulele will download and use MMETSP. Options for databases include: MMETSP (`mmetsp`), PhyloDB (`phylodb`), Eukprot (`eukprot`), or EukZoo (`eukzoo`). To only download the database, run the following command:”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

`\n", "# Within the EUKulele conda environment\n", "EUKulele download --reference_dir phylodb\n", "`

]

}, {

“cell_type”: “code”, “execution_count”: 165, “metadata”: {}, “outputs”: [], “source”: [

“setwd(“/vortexfs1/omics/alexander/shu/db”)n”, “# IMPORTn”, “mmetsp <- read.delim(“mmetsp/tax-table.txt”)n”, “phylodb <- read.delim(“phylodb/tax-table.txt”)n”, “eukprot <- read.delim(“eukprot/tax-table.txt”)n”, “eukzoo <- read.delim(“eukzoo/taxonomy-table.txt”)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Use the below functions to get database stats and search each EUKulele provided database.”

]

}, {

“cell_type”: “code”, “execution_count”: 166, “metadata”: {}, “outputs”: [], “source”: [

“# Prints contents of a database.n”, “db_stats <- function(db_df){n”, ” writeLines(paste(dim(db_df)[1], “total entries in database.”))n”, ” # EUKulele taxonomic level designations:n”, ” tld <- c(“Strain”, “Supergroup”, “Division”, “Class”, “Order”, “Family”, “Genus”, “Species”,n”, ” “Genus_UniEuk”, “Epithet_UniEuk”, “Supergroup_UniEuk”, “Taxogroup_UniEuk”)n”, “# tmp <- db_df %>% n”, “# select((tld))n”, ” tmp_avail <- names(db_df)[names(db_df) %in% tld]n”, ” tmp <- db_df[, tmp_avail]n”, ” as.character(unique(tmp$Supergroup))n”, ” writeLines(paste(“Total unique strains”, length(unique(tmp$Strain))))n”, ” writeLines(paste(“Total unique species”, length(unique(tmp$Species))))n”, “}”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Example usage:”

]

}, {

“cell_type”: “code”, “execution_count”: 167, “metadata”: {}, “outputs”: [

{

“name”: “stdout”, “output_type”: “stream”, “text”: [

“678 total entries in database.n”, “Total unique strains 405n”, “Total unique species 316n”

]

}

], “source”: [

“db_stats(mmetsp)”

]

}, {

“cell_type”: “code”, “execution_count”: 168, “metadata”: {}, “outputs”: [

{

“name”: “stdout”, “output_type”: “stream”, “text”: [

“739 total entries in database.n”, “Total unique strains 441n”, “Total unique species 361n”

]

}

], “source”: [

“db_stats(eukzoo)”

]

}, {

“cell_type”: “code”, “execution_count”: 169, “metadata”: {}, “outputs”: [], “source”: [

“# Function to search database for taxa of interestn”, “## Uses regular expression in stringn”, “## set equal to new R object to save listn”, “db_search <- function(db_df, query_tax, output){n”, ” out <- db_df %>% n”, ” filter_all(any_vars(str_detect(., pattern = query_tax))) %>% n”, ” data.framen”, ” writeLines(paste(“Found”, dim(out)[1], “matching IDs”))n”, ” return(out)n”, “}”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Example usage is to ask: How many Dictyochophyceae entries are present in the MMETSP database versus the EukZoo database?

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“The output prints the total number of entries matching your query search text and prints the output. If you save the command to a new dataframe, it will save the results.”

]

}, {

“cell_type”: “code”, “execution_count”: 170, “metadata”: {}, “outputs”: [

{

“name”: “stdout”, “output_type”: “stream”, “text”: [

“Found 14 matching IDsn”

]

}, {

“data”: {
“text/html”: [
“<table>n”, “<thead><tr><th scope=col>X</th><th scope=col>CYVERSE_PATH</th><th scope=col>Source_ID_dup</th><th scope=col>REF_STATUS</th><th scope=col>Source_ID</th><th scope=col>Strain</th><th scope=col>Supergroup</th><th scope=col>Division</th><th scope=col>Class</th><th scope=col>Order</th><th scope=col>Family</th><th scope=col>Genus</th><th scope=col>Species</th><th scope=col>Notes</th></tr></thead>n”, “<tbody>n”, “t<tr><td>609 </td><td>2496 </td><td>MMETSP1174 </td><td>Clean </td><td>MMETSP1174 </td><td>CCMP1381 </td><td>Stramenopiles </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Dictyochophyceae_X </td><td>Dictyochales </td><td>Dictyocha </td><td>Dictyocha speculum </td><td>Guillou L., Vaulot D., PhytoRef (PR2)</td></tr>n”, “t<tr><td>610 </td><td>2108 </td><td>MMETSP1323 </td><td>Clean </td><td>MMETSP1323 </td><td>RCC1693 </td><td>Stramenopiles </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Dictyochophyceae_X </td><td>Florenciellales </td><td>Florenciella </td><td>Florenciella parvula </td><td>Guillou L., Vaulot D., PhytoRef (PR2)</td></tr>n”, “t<tr><td>611 </td><td>2152 </td><td>MMETSP1344 </td><td>Clean </td><td>MMETSP1344 </td><td>CCMP2471 </td><td>Stramenopiles </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Dictyochophyceae_X </td><td>Florenciellales </td><td>Florenciella </td><td>Florenciella parvula </td><td>Guillou L., Vaulot D., PhytoRef (PR2)</td></tr>n”, “t<tr><td>612 </td><td>2114 </td><td>MMETSP1324 </td><td>Clean </td><td>MMETSP1324 </td><td>RCC1587 </td><td>Stramenopiles </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Dictyochophyceae_X </td><td>Florenciellales </td><td>Florenciella </td><td>Florenciella sp. </td><td>Guillou L., Vaulot D., PhytoRef (PR2)</td></tr>n”, “t<tr><td>613 </td><td>2468 </td><td>MMETSP1325 </td><td>Clean </td><td>MMETSP1325 </td><td>RCC1007 </td><td>Stramenopiles </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Dictyochophyceae_X </td><td>Florenciellales </td><td>Florenciella </td><td>Florenciella sp. </td><td>Guillou L., Vaulot D., PhytoRef (PR2)</td></tr>n”, “t<tr><td>614 </td><td>1899 </td><td>MMETSP1068 </td><td>Clean </td><td>MMETSP1068 </td><td>CCMP716 </td><td>Stramenopiles </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Dictyochophyceae_X </td><td>Pedinellales </td><td>Pseudopedinella </td><td>Pseudopedinella elastica </td><td>Guillou L., Vaulot D., PhytoRef (PR2)</td></tr>n”, “</tbody>n”, “</table>n”

], “text/latex”: [

“\begin{tabular}{r|llllllllllllll}n”, ” X & CYVERSE\_PATH & Source\_ID\_dup & REF\_STATUS & Source\_ID & Strain & Supergroup & Division & Class & Order & Family & Genus & Species & Notes\n”, “\hlinen”, “t 609 & 2496 & MMETSP1174 & Clean & MMETSP1174 & CCMP1381 & Stramenopiles & Ochrophyta & Dictyochophyceae & Dictyochophyceae\_X & Dictyochales & Dictyocha & Dictyocha speculum & Guillou L., Vaulot D., PhytoRef (PR2)\n”, “t 610 & 2108 & MMETSP1323 & Clean & MMETSP1323 & RCC1693 & Stramenopiles & Ochrophyta & Dictyochophyceae & Dictyochophyceae\_X & Florenciellales & Florenciella & Florenciella parvula & Guillou L., Vaulot D., PhytoRef (PR2)\n”, “t 611 & 2152 & MMETSP1344 & Clean & MMETSP1344 & CCMP2471 & Stramenopiles & Ochrophyta & Dictyochophyceae & Dictyochophyceae\_X & Florenciellales & Florenciella & Florenciella parvula & Guillou L., Vaulot D., PhytoRef (PR2)\n”, “t 612 & 2114 & MMETSP1324 & Clean & MMETSP1324 & RCC1587 & Stramenopiles & Ochrophyta & Dictyochophyceae & Dictyochophyceae\_X & Florenciellales & Florenciella & Florenciella sp. & Guillou L., Vaulot D., PhytoRef (PR2)\n”, “t 613 & 2468 & MMETSP1325 & Clean & MMETSP1325 & RCC1007 & Stramenopiles & Ochrophyta & Dictyochophyceae & Dictyochophyceae\_X & Florenciellales & Florenciella & Florenciella sp. & Guillou L., Vaulot D., PhytoRef (PR2)\n”, “t 614 & 1899 & MMETSP1068 & Clean & MMETSP1068 & CCMP716 & Stramenopiles & Ochrophyta & Dictyochophyceae & Dictyochophyceae\_X & Pedinellales & Pseudopedinella & Pseudopedinella elastica & Guillou L., Vaulot D., PhytoRef (PR2)\n”, “\end{tabular}n”

], “text/markdown”: [

“n”, “| X | CYVERSE_PATH | Source_ID_dup | REF_STATUS | Source_ID | Strain | Supergroup | Division | Class | Order | Family | Genus | Species | Notes |\n", "||---||---||---||---||---||---||---|n”, “| 609 | 2496 | MMETSP1174 | Clean | MMETSP1174 | CCMP1381 | Stramenopiles | Ochrophyta | Dictyochophyceae | Dictyochophyceae_X | Dictyochales | Dictyocha | Dictyocha speculum | Guillou L., Vaulot D., PhytoRef (PR2) |\n", "| 610 | 2108 | MMETSP1323 | Clean | MMETSP1323 | RCC1693 | Stramenopiles | Ochrophyta | Dictyochophyceae | Dictyochophyceae_X | Florenciellales | Florenciella | Florenciella parvula | Guillou L., Vaulot D., PhytoRef (PR2) |\n", "| 611 | 2152 | MMETSP1344 | Clean | MMETSP1344 | CCMP2471 | Stramenopiles | Ochrophyta | Dictyochophyceae | Dictyochophyceae_X | Florenciellales | Florenciella | Florenciella parvula | Guillou L., Vaulot D., PhytoRef (PR2) |\n", "| 612 | 2114 | MMETSP1324 | Clean | MMETSP1324 | RCC1587 | Stramenopiles | Ochrophyta | Dictyochophyceae | Dictyochophyceae_X | Florenciellales | Florenciella | Florenciella sp. | Guillou L., Vaulot D., PhytoRef (PR2) |\n", "| 613 | 2468 | MMETSP1325 | Clean | MMETSP1325 | RCC1007 | Stramenopiles | Ochrophyta | Dictyochophyceae | Dictyochophyceae_X | Florenciellales | Florenciella | Florenciella sp. | Guillou L., Vaulot D., PhytoRef (PR2) |\n", "| 614 | 1899 | MMETSP1068 | Clean | MMETSP1068 | CCMP716 | Stramenopiles | Ochrophyta | Dictyochophyceae | Dictyochophyceae_X | Pedinellales | Pseudopedinella | Pseudopedinella elastica | Guillou L., Vaulot D., PhytoRef (PR2) |n”, “n”

], “text/plain”: [

” X CYVERSE_PATH Source_ID_dup REF_STATUS Source_ID Strain Supergroup n”, “1 609 2496 MMETSP1174 Clean MMETSP1174 CCMP1381 Stramenopilesn”, “2 610 2108 MMETSP1323 Clean MMETSP1323 RCC1693 Stramenopilesn”, “3 611 2152 MMETSP1344 Clean MMETSP1344 CCMP2471 Stramenopilesn”, “4 612 2114 MMETSP1324 Clean MMETSP1324 RCC1587 Stramenopilesn”, “5 613 2468 MMETSP1325 Clean MMETSP1325 RCC1007 Stramenopilesn”, “6 614 1899 MMETSP1068 Clean MMETSP1068 CCMP716 Stramenopilesn”, ” Division Class Order Family n”, “1 Ochrophyta Dictyochophyceae Dictyochophyceae_X Dictyochales n”, “2 Ochrophyta Dictyochophyceae Dictyochophyceae_X Florenciellalesn”, “3 Ochrophyta Dictyochophyceae Dictyochophyceae_X Florenciellalesn”, “4 Ochrophyta Dictyochophyceae Dictyochophyceae_X Florenciellalesn”, “5 Ochrophyta Dictyochophyceae Dictyochophyceae_X Florenciellalesn”, “6 Ochrophyta Dictyochophyceae Dictyochophyceae_X Pedinellales n”, ” Genus Species n”, “1 Dictyocha Dictyocha speculum n”, “2 Florenciella Florenciella parvula n”, “3 Florenciella Florenciella parvula n”, “4 Florenciella Florenciella sp. n”, “5 Florenciella Florenciella sp. n”, “6 Pseudopedinella Pseudopedinella elastican”, ” Notes n”, “1 Guillou L., Vaulot D., PhytoRef (PR2)n”, “2 Guillou L., Vaulot D., PhytoRef (PR2)n”, “3 Guillou L., Vaulot D., PhytoRef (PR2)n”, “4 Guillou L., Vaulot D., PhytoRef (PR2)n”, “5 Guillou L., Vaulot D., PhytoRef (PR2)n”, “6 Guillou L., Vaulot D., PhytoRef (PR2)”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“mmetsp_dictyocho <- db_search(mmetsp, “Dicty”)n”, “head(mmetsp_dictyocho)”

]

}, {

“cell_type”: “code”, “execution_count”: 171, “metadata”: {}, “outputs”: [

{

“name”: “stdout”, “output_type”: “stream”, “text”: [

“Found 12 matching IDsn”

]

}, {

“data”: {
“text/html”: [
“<table>n”, “<thead><tr><th scope=col>Source_ID</th><th scope=col>Strain</th><th scope=col>Supergroup</th><th scope=col>Phylum</th><th scope=col>Class</th><th scope=col>Order</th><th scope=col>Family</th><th scope=col>Genus</th><th scope=col>Species</th><th scope=col>Notes</th></tr></thead>n”, “<tbody>n”, “t<tr><td>MMETSP1174 </td><td>CCMP1381 </td><td>Stramenopile </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Dictyochales </td><td>Dictyochaceae </td><td>Dictyocha </td><td>Dictyocha speculum </td><td>Ehrenberg, 1839 </td></tr>n”, “t<tr><td>MMETSP1323 </td><td>RCC1693 </td><td>Stramenopile </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Florenciellales </td><td>Incertae sedis </td><td>Florenciella </td><td>Florenciella parvula </td><td>Eikrem, 2004 </td></tr>n”, “t<tr><td>MMETSP1344 </td><td>CCMP2471 </td><td>Stramenopile </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Florenciellales </td><td>Incertae sedis </td><td>Florenciella </td><td>Florenciella parvula </td><td>Eikrem, 2004 </td></tr>n”, “t<tr><td>MMETSP1324 </td><td>RCC1587 </td><td>Stramenopile </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Florenciellales </td><td>Incertae sedis </td><td>Florenciella </td><td>Florenciella sp. </td><td>Eikrem, 2004 </td></tr>n”, “t<tr><td>MMETSP1325 </td><td>RCC1007 </td><td>Stramenopile </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Florenciellales </td><td>Incertae sedis </td><td>Florenciella </td><td>Florenciella sp. </td><td>Eikrem, 2004 </td></tr>n”, “t<tr><td>MMETSP1068 </td><td>CCMP716 </td><td>Stramenopile </td><td>Ochrophyta </td><td>Dictyochophyceae </td><td>Pedinellales </td><td>Pedinellaceae </td><td>Pseudopedinella </td><td>Pseudopedinella elastica</td><td>Skuja, 1948 </td></tr>n”, “</tbody>n”, “</table>n”

], “text/latex”: [

“\begin{tabular}{r|llllllllll}n”, ” Source\_ID & Strain & Supergroup & Phylum & Class & Order & Family & Genus & Species & Notes\n”, “\hlinen”, “t MMETSP1174 & CCMP1381 & Stramenopile & Ochrophyta & Dictyochophyceae & Dictyochales & Dictyochaceae & Dictyocha & Dictyocha speculum & Ehrenberg, 1839 \n”, “t MMETSP1323 & RCC1693 & Stramenopile & Ochrophyta & Dictyochophyceae & Florenciellales & Incertae sedis & Florenciella & Florenciella parvula & Eikrem, 2004 \n”, “t MMETSP1344 & CCMP2471 & Stramenopile & Ochrophyta & Dictyochophyceae & Florenciellales & Incertae sedis & Florenciella & Florenciella parvula & Eikrem, 2004 \n”, “t MMETSP1324 & RCC1587 & Stramenopile & Ochrophyta & Dictyochophyceae & Florenciellales & Incertae sedis & Florenciella & Florenciella sp. & Eikrem, 2004 \n”, “t MMETSP1325 & RCC1007 & Stramenopile & Ochrophyta & Dictyochophyceae & Florenciellales & Incertae sedis & Florenciella & Florenciella sp. & Eikrem, 2004 \n”, “t MMETSP1068 & CCMP716 & Stramenopile & Ochrophyta & Dictyochophyceae & Pedinellales & Pedinellaceae & Pseudopedinella & Pseudopedinella elastica & Skuja, 1948 \n”, “\end{tabular}n”

], “text/markdown”: [

“n”, “| Source_ID | Strain | Supergroup | Phylum | Class | Order | Family | Genus | Species | Notes |\n", "||---||---||---||---||---|n”, “| MMETSP1174 | CCMP1381 | Stramenopile | Ochrophyta | Dictyochophyceae | Dictyochales | Dictyochaceae | Dictyocha | Dictyocha speculum | Ehrenberg, 1839 |\n", "| MMETSP1323 | RCC1693 | Stramenopile | Ochrophyta | Dictyochophyceae | Florenciellales | Incertae sedis | Florenciella | Florenciella parvula | Eikrem, 2004 |\n", "| MMETSP1344 | CCMP2471 | Stramenopile | Ochrophyta | Dictyochophyceae | Florenciellales | Incertae sedis | Florenciella | Florenciella parvula | Eikrem, 2004 |\n", "| MMETSP1324 | RCC1587 | Stramenopile | Ochrophyta | Dictyochophyceae | Florenciellales | Incertae sedis | Florenciella | Florenciella sp. | Eikrem, 2004 |\n", "| MMETSP1325 | RCC1007 | Stramenopile | Ochrophyta | Dictyochophyceae | Florenciellales | Incertae sedis | Florenciella | Florenciella sp. | Eikrem, 2004 |\n", "| MMETSP1068 | CCMP716 | Stramenopile | Ochrophyta | Dictyochophyceae | Pedinellales | Pedinellaceae | Pseudopedinella | Pseudopedinella elastica | Skuja, 1948 |n”, “n”

], “text/plain”: [

” Source_ID Strain Supergroup Phylum Class Order n”, “1 MMETSP1174 CCMP1381 Stramenopile Ochrophyta Dictyochophyceae Dictyochales n”, “2 MMETSP1323 RCC1693 Stramenopile Ochrophyta Dictyochophyceae Florenciellalesn”, “3 MMETSP1344 CCMP2471 Stramenopile Ochrophyta Dictyochophyceae Florenciellalesn”, “4 MMETSP1324 RCC1587 Stramenopile Ochrophyta Dictyochophyceae Florenciellalesn”, “5 MMETSP1325 RCC1007 Stramenopile Ochrophyta Dictyochophyceae Florenciellalesn”, “6 MMETSP1068 CCMP716 Stramenopile Ochrophyta Dictyochophyceae Pedinellales n”, ” Family Genus Species Notes n”, “1 Dictyochaceae Dictyocha Dictyocha speculum Ehrenberg, 1839n”, “2 Incertae sedis Florenciella Florenciella parvula Eikrem, 2004 n”, “3 Incertae sedis Florenciella Florenciella parvula Eikrem, 2004 n”, “4 Incertae sedis Florenciella Florenciella sp. Eikrem, 2004 n”, “5 Incertae sedis Florenciella Florenciella sp. Eikrem, 2004 n”, “6 Pedinellaceae Pseudopedinella Pseudopedinella elastica Skuja, 1948 “

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“eukzoo_dictyocho <- db_search(eukzoo, “Dicty”)n”, “head(eukzoo_dictyocho)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“In the above examples there were 14 and 12 entired in the MMETSP and EukZoo databases, respectively. Each were saved to an output dataframe.”

]

}, {

“cell_type”: “code”, “execution_count”: 172, “metadata”: {}, “outputs”: [

{

“name”: “stderr”, “output_type”: “stream”, “text”: [

summarise() regrouping output by ‘LEVELS’ (override with .groups argument)n”

]

}, {

“data”: {

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”, “text/plain”: [

“plot without title”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# Visualize contents of MMETSP databasen”, “# Prep mmetsp database to plot distributionn”, “tld <- c(“Strain”, “Supergroup”, “Division”, “Class”, “Order”, “Family”, “Genus”, “Species”,n”, ” “Genus_UniEuk”, “Epithet_UniEuk”, “Supergroup_UniEuk”, “Taxogroup_UniEuk”)n”, “mmetsp_plot <- mmetsp %>% n”, ” select(any_of(tld))n”, “n”, “#Factor & prepn”, “super_div <- mmetsp %>% n”, ” select(Supergroup, Division) %>% n”, ” add_column(freq = 1) %>% n”, ” pivot_longer(cols = c(Supergroup, Division), names_to = “LEVELS”) %>%n”, ” group_by(LEVELS, value) %>% n”, ” summarise(FREQ = sum(freq)) %>% n”, ” arrange(LEVELS) %>% n”, ” data.framen”, “div_order <- c(“Alveolata”,”Amoebozoa”,”Archaeplastida”,”Hacrobia”,n”, ” “Excavata”,”Opisthokonta”,”Rhizaria”,”Stramenopiles”,n”, ” “Apicomplexa”,”Ciliophora”,”Dinoflagellata”,”Perkinsea”,n”, ” “Lobosa”,”Discosea”,”Conosa”,”Chlorophyta”,”Glaucophyta”,n”, ” “Rhodophyta”,”Cryptophyta”,”Hacrobia_X”,”Haptophyta”, “Discoba”,n”, ” “Choanoflagellida”,”Fungi”,”Cercozoa”,”Foraminifera”,”Opalozoa”,n”, ” “Sagenista”,”Ochrophyta”,”Stramenopiles_X”)n”, “col_order <- c(“#9e0142”,”#f46d43”,”#1a9850”,”#fee08b”,n”, ” “#e6f598”,”#5e4fa2”,”#de77ae”,”#3288bd”,n”, ” “#fc9272”,”#ef3b2c”,”#a50f15”,”#67000d”,n”, ” “#fc4e2a”,”#fd8d3c”,”#feb24c”,”#bae4b3”,”#74c476”,”#238b45”,n”, ” “#ffffb2”,”#fecc5c”,”#e6f598”,”#fd8d3c”,”#9e9ac8”,”#54278f”,n”, ” “#f768a1”,”#c51b8a”,”#bdd7e7”,”#6baed6”,”#3182bd”,”#08519c”)n”, “super_div$DIVISION <- factor(super_div$value, levels = div_order)n”, “super_div$LEVELS_ORDER <- factor(super_div$LEVELS, levels = c(“Supergroup”, “Division”))n”, “names(div_order) <- col_ordern”, “n”, “# plotn”, “ggplot(super_div, aes(x = LEVELS_ORDER, fill = DIVISION, y = FREQ)) +n”, ” geom_bar(stat = “identity”, position = “stack”, color = “black”, alpha = 0.9, width = c(0.8)) +n”, ” coord_polar(“y”, start = 0) +n”, ” scale_fill_manual(values = col_order) +n”, ” theme_void() +n”, ” theme(legend.title = element_blank(),n”, ” legend.text = element_text(size = 15)) +n”, ” labs(title = “MMETSP Supergroup-Division”)”

]

}, {

“cell_type”: “code”, “execution_count”: 173, “metadata”: {}, “outputs”: [

{

“name”: “stderr”, “output_type”: “stream”, “text”: [

summarise() ungrouping output (override with .groups argument)n”

]

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“plot without title”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# PhyloDB at domain leveln”, “phylodb %>% n”, ” select(Supergroup) %>% n”, ” add_column(freq = 1) %>% n”, ” group_by(Supergroup) %>% n”, ” summarise(FREQ = sum(freq)) %>% n”, ” pivot_longer(cols = c(Supergroup), names_to = “LEVELS”) %>%n”, ” ggplot(aes(x = LEVELS, fill = value, y = FREQ)) +n”, ” geom_bar(stat = “identity”, position = “stack”, color = “black”, alpha = 0.7) +n”, ” scale_fill_manual(values = c(“#756bb1”, “#cb181d”, “#feb24c”, “#02818a”)) +n”, ” coord_polar(“y”, start = 0) +n”, ” theme_void() +n”, ” theme(legend.title = element_blank(),n”, ” legend.text = element_text(size = 15)) +n”, ” labs(title = “PhyloDB by Domain”)”

]

}, {

“cell_type”: “code”, “execution_count”: 174, “metadata”: {}, “outputs”: [

{

“name”: “stderr”, “output_type”: “stream”, “text”: [

summarise() regrouping output by ‘LEVELS’ (override with .groups argument)n”

]

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“plot without title”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# prep phylodb database to plotn”, “phylodb_div_class <- phylodb %>% n”, ” filter(Supergroup == “Eukaryota”) %>% n”, ” select(Division, Class) %>% n”, ” add_column(freq= 1) %>% n”, ” pivot_longer(cols = c(Division, Class), names_to = “LEVELS”) %>% n”, ” group_by(LEVELS, value) %>%n”, ” summarise(FREQ = sum(freq)) %>%n”, ” arrange(LEVELS) %>%n”, ” data.framen”, “taxa_order <- c(“Alveolata”,”Amoebozoa”,”Apusozoa”,”Archaeplastida”,”Excavata”,”Hacrobia”,”Opisthokonta”,”Rhizaria”,”Stramenopiles”,”Alveolata_X”,”Apicomplexa”,”Chromerida”,”Ciliophora”,”Dinophyta”,”Perkinsea”,”Conosa”,”Lobosa”,”Stereomyxa”,”Tubulinea”,”Hilomonadea”,”Chlorophyta”,”Glaucocystophyta”,”Rhodophyta”,”Streptophyta”,”Discoba”,”Malawimonadidae”,”Metamonada”,”Cryptophyta”,”Hacrobia_X”,”Haptophyta”,”Picobiliphyta”,”Choanoflagellida”,”Fungi”,”Metazoa”,”Cercozoa”,”Foraminifera”,”Stramenopiles_X”,”Synurophyceae”)n”, “color_order <- c(“#d7301f”,”#fed976”,”#ef6548”,”#238443”,”#1c9099”,”#08519c”,”#54278f”,”#df65b0”,”#fdae61”,”#fcbba1”,”#fc9272”,”#fb6a4a”,”#ef3b2c”,”#cb181d”,”#99000d”,”#fee391”,”#fec44f”,”#fe9929”,”#ec7014”,”#ef6548”,”#d9f0a3”,”#addd8e”,”#78c679”,”#41ab5d”,”#67a9cf”,”#1c9099”,”#016c59”,”#c6dbef”,”#9ecae1”,”#6baed6”,”#3182bd”,”#9e9ac8”,”#756bb1”,”#54278f”,”#f768a1”,”#ae017e”,”#d7191c”,”#fdae61”)n”, “# head(phylodb_div_class)n”, “phylodb_div_class$TAXA_ORDER <- factor(phylodb_div_class$value, levels = taxa_order)n”, “phylodb_div_class$LEVELS_ORDER <- factor(phylodb_div_class$LEVELS, levels = c(“Division”, “Class”))n”, “names(taxa_order) <- color_ordern”, “n”, “# Plotn”, “ggplot(phylodb_div_class, aes(x = LEVELS_ORDER, fill = TAXA_ORDER, y = FREQ)) +n”, ” geom_bar(stat = “identity”, position = “stack”, color = “black”, alpha = 0.9, width = c(0.8)) +n”, ” coord_polar(“y”, start = 0) +n”, ” scale_fill_manual(values = color_order) +n”, ” theme_void() +n”, ” theme(legend.title = element_blank(),n”, ” legend.text = element_text(size = 15)) +n”, ” labs(title = “PhyloDB”)”

]

}, {

“cell_type”: “code”, “execution_count”: 175, “metadata”: {}, “outputs”: [

{

“name”: “stderr”, “output_type”: “stream”, “text”: [

summarise() regrouping output by ‘LEVELS’ (override with .groups argument)n”

]

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“plot without title”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# EukZoon”, “zoo_div <- eukzoo %>% n”, ” select(Supergroup, Phylum) %>% n”, ” add_column(freq= 1) %>% n”, ” pivot_longer(cols = c(Supergroup, Phylum), names_to = “LEVELS”) %>% n”, ” group_by(LEVELS, value) %>%n”, ” summarise(FREQ = sum(freq)) %>%n”, ” arrange(LEVELS) %>%n”, ” data.framen”, “taxa_order <- c(“Alveolate”,”Amoebozoa”,”Archaeplastida”,”Cryptista”,”Discoba”,”Haptophytes”,”Rhizaria”,”Stramenopile”,”Opisthokont”,”Apicomplexa”,”Ciliate”,”Dinoflagellate”,”Discosea”,”Tubulinea”,”Variosea”,”Chlorophyta”,”Glaucophyta”,”Rhodophyta”,”Cryptophyta”,”Euglenida”,”Heterolobosea”,”Kinetoplastea”,”Haptophyta”,”Cercozoa”,”Retaria”,”Bicosoecida”,”Labyrinthulomycota”,”MAST”,”Ochrophyta”,”Uncertain”,”Choanoflagellatea”,”Fungi”,”Metazoa”)n”, “color_order <- c(“#de2d26”,”#fd8d3c”,”#31a354”,”#c7e9b4”,”#225ea8”,”#4292c6”,”#016c59”,”#8856a7”,”#f768a1”,”#fc8d59”,”#e34a33”,”#b30000”,”#fec44f”,”#fe9929”,”#d95f0e”,”#addd8e”,”#78c679”,”#31a354”,”#c7e9b4”,”#7fcdbb”,”#41b6c4”,”#1d91c0”,”#4292c6”,”#67a9cf”,”#02818a”,”#edf8fb”,”#b3cde3”,”#8c96c6”,”#8856a7”,”#810f7c”,”#feebe2”,”#fbb4b9”,”#f768a1”)n”, “zoo_div$TAXA_ORDER <- factor(zoo_div$value, levels = taxa_order)n”, “zoo_div$LEVELS_ORDER <- factor(zoo_div$LEVELS, levels = c(“Supergroup”, “Phylum”))n”, “names(taxa_order) <- color_ordern”, “n”, “# plotn”, “ggplot(zoo_div, aes(x = LEVELS_ORDER, fill = TAXA_ORDER, y = FREQ)) +n”, ” geom_bar(stat = “identity”, position = “stack”, color = “black”, alpha = 0.9, width = c(0.8)) +n”, ” coord_polar(“y”, start = 0) +n”, ” scale_fill_manual(values = color_order) +n”, ” theme_void() +n”, ” theme(legend.title = element_blank(),n”, ” legend.text = element_text(size = 15)) +n”, ” labs(title = “EukZoo”)”

]

}, {

“cell_type”: “code”, “execution_count”: 176, “metadata”: {}, “outputs”: [

{

“name”: “stderr”, “output_type”: “stream”, “text”: [

“Warning message:n”, ““Expected 6 pieces. Additional pieces discarded in 704 rows [5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, …].”Warning message:n”, ““Expected 6 pieces. Missing pieces filled with NA in 12 rows [3, 29, 162, 163, 320, 647, 648, 687, 688, 689, 690, 732].”summarise() regrouping output by ‘LEVELS’ (override with .groups argument)n”

]

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“plot without title”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# EukProtn”, “eukprot_div <- eukprot %>% n”, ” separate(Taxonomy_UniEuk, c(“ONE”, “TWO”, “THREE”, “FOUR”, “FIVE”, “SIX”), sep = “;”) %>% n”, ” select(TWO, THREE) %>% n”, ” add_column(freq= 1) %>% n”, ” pivot_longer(cols = c(TWO, THREE), names_to = “LEVELS”) %>%n”, ” group_by(LEVELS, value) %>%n”, ” summarise(FREQ = sum(freq)) %>%n”, ” arrange(LEVELS) %>%n”, ” mutate(value = case_when(n”, ” grepl(“CRuMs”, value) ~ “CRuMs”,n”, ” grepl(“BF clade”, value) ~ “BF clade”,n”, ” TRUE ~ valuen”, ” )) %>% n”, ” data.framen”, “n”, “# Factorn”, “tax_order <- c(“CRuMs”,”Amorphea”,”Ancyromonadida”,”Diaphoretickes”,”Discoba”,”Hemimastigophora”,”Malawimonadidae”,”Metamonada”,”Collodictyonidae”,”Mantamonas”,”Rigifilida”,”Amoebozoa”,”Obazoa”,”Ancyromonadidae”,”Fabomonas”,”Ancoracysta”,”Archaeplastida”,”Cryptista”,”Haptista”,”Picozoa”,”Sar”,”Telonemia”,”Euglenozoa”,”Heterolobosea”,”Jakobida”,”Tsukubamonadida”,”Spironemidae”,”Gefionella”,”Malawimonas”,”BF clade”,”Parabasalia”,”Preaxostyla”)n”, “color_order <- c(“#c51b8a”,”#e31a1c”,”#fed976”,”#7bccc4”,”#238b45”,”#08306b”,”#9ebcda”,”#88419d”,”#f768a1”,”#c51b8a”,”#7a0177”,”#e31a1c”,”#fc4e2a”,”#feb24c”,”#ffeda0”,”#ccebc5”,”#a8ddb5”,”#7bccc4”,”#4eb3d3”,”#2b8cbe”,”#0868ac”,”#084081”,”#66c2a4”,”#41ae76”,”#238b45”,”#006d2c”,”#08306b”,”#e0ecf4”,”#9ebcda”,”#8c6bb1”,”#88419d”,”#810f7c”)n”, “eukprot_div$TAXA_ORDER <- factor(eukprot_div$value, levels = tax_order)n”, “eukprot_div$LEVELS_ORDER <- factor(eukprot_div$LEVELS, levels = c(“TWO”, “THREE”))n”, “names(taxa_order) <- color_ordern”, “n”, “# Plotn”, “ggplot(eukprot_div, aes(x = LEVELS_ORDER, fill = TAXA_ORDER, y = FREQ)) +n”, ” geom_bar(stat = “identity”, position = “stack”, color = “black”, alpha = 0.9, width = c(0.8)) +n”, ” coord_polar(“y”, start = 0) +n”, ” scale_fill_manual(values = color_order) +n”, ” theme_void() +n”, ” theme(legend.title = element_blank(),n”, ” legend.text = element_text(size = 15)) +n”, ” labs(title = “EukProt”)”

]

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Last updated SKH Oct 2020

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