| name | gokegg-analysis |
| description | Use when performing GO and KEGG enrichment on a gene list from bulk RNA-seq or microarray studies, then generating a combined GO/KEGG dot chart. NOT for single-cell RNA-seq, methylation data, or non-expression data. |
| license | MIT |
| author | AIPOCH |
Source: https://github.com/aipoch/medical-research-skills
When To Read External Files
| Situation | File To Read | Purpose |
|---|
| Need algorithm details | references/algorithm.md | Statistical methods and formulas |
| Need to run the analysis | scripts/main.R | Full execution command |
| Encounter an error | references/troubleshooting.md | Troubleshooting guidance |
| Need CLI examples | references/cli-guide.md | Parameter usage examples |
When To Use
Use this skill for:
- GO and KEGG enrichment from a gene list derived from bulk RNA-seq or microarray studies
- Supported gene ID types:
SYMBOL, ENSEMBL, ENTREZID
- Supported species databases:
org.Hs.eg.db, org.Mm.eg.db, org.Rn.eg.db
Do not use this skill for:
- Single-cell RNA-seq analysis
- Methylation, proteomics, or non-expression omics workflows
- Differential expression testing from raw count matrices
Usage
Main analysis and plotting:
Rscript scripts/main.R --feature "TP53,EGFR,BRCA1,MYC" --output_dir ./output --sp org.Hs.eg.db --gene_type SYMBOL --pvalue_cutoff 0.05 --qvalue_cutoff 0.2 --pAdjustMethod BH --seed 66 --go_top_n 3 --kegg_top_n 3 --format pdf
Notes:
scripts/main.R is the only command-line entry point
scripts/dochart.R currently provides plotting functions and is sourced by scripts/main.R
- If
--go_input, --kegg_input, or --outdir are omitted, main.R uses output_dir/temp/GO_list.rda, output_dir/temp/KEGG_list.rda, and output_dir/plot automatically
Agent Output
On success, the agent should report:
- Whether GO enrichment completed successfully
- Whether KEGG enrichment completed successfully
- The normalized input gene count after trimming and parsing
- The main output directory
- The generated files, especially
GO_df.csv, KEGG_df.csv, GO_list.rda, KEGG_list.rda, and the combined dot chart
- The path to
session_info.txt
Post-run checklist:
- Re-parse the original
--feature string using the documented separator rules and report the deduplicated gene count after trimming
- Check
temp/GO_df.csv and temp/GO_list.rda before claiming GO success
- Check
temp/KEGG_df.csv and temp/KEGG_list.rda before claiming KEGG success
- Check
plot/gokegg_dot_chart.<format>, plot/gokegg_dot_chart_data.csv, plot/gokegg_dot_chart_data.rda, and session_info.txt before claiming full success
- Summarize the final result with: parsed gene count, GO status, KEGG status, plot status, output directory, and key output files
On failure, the agent should report:
- The exact
SKILL_* error code
- The failing step, such as gene parsing, ID conversion, enrichment, or plotting
- The actionable next step, such as fixing input IDs, checking missing packages, or regenerating
.rda files
Parameter Reference
scripts/main.R
| Short | Long | Type | Default | Required | Description |
|---|
-f | --feature | character | "" | Yes | Gene list separated by commas, Chinese commas, semicolons, tabs, or newlines |
-o | --output_dir | character | ./output/ | No | Main output directory |
-s | --sp | character | org.Hs.eg.db | No | Species database |
-g | --gene_type | character | SYMBOL | No | Input gene ID type |
-p | --pvalue_cutoff | numeric | 0.05 | No | Enrichment p-value cutoff |
-q | --qvalue_cutoff | numeric | 0.2 | No | Enrichment q-value cutoff |
-m | --pAdjustMethod | character | BH | No | P-value adjustment method |
| --seed | integer | 66 | No | Random seed |
| --go_input | character | NULL | No | Optional GO .rda; defaults to output_dir/temp/GO_list.rda |
| --kegg_input | character | NULL | No | Optional KEGG .rda; defaults to output_dir/temp/KEGG_list.rda |
| --outdir |
Input Format
Main Analysis Input
--feature should be provided as a gene list
- Preferred separator: comma
- Also accepted: Chinese commas, semicolons, tabs, and newlines
- Leading and trailing spaces around each gene are removed automatically with trimming
- The gene ID type must match
--gene_type
--sp supports only org.Hs.eg.db, org.Mm.eg.db, and org.Rn.eg.db
Examples:
TP53,EGFR,BRCA1,MYC
TP53, EGFR, BRCA1, MYC
TP53;EGFR;BRCA1;MYC
TP53\nEGFR\nBRCA1\nMYC
Example command with minimal input:
Rscript scripts/main.R --feature "TP53,EGFR,BRCA1,MYC" --output_dir ./example_output --sp org.Hs.eg.db --gene_type SYMBOL
Example command with custom plotting parameters:
Rscript scripts/main.R --feature "TP53,EGFR,BRCA1,MYC" --output_dir ./example_plot_output --sp org.Hs.eg.db --gene_type SYMBOL --go_top_n 5 --kegg_top_n 8 --colors "#E41A1C,#FFFF33,#2E86AB,#4DAF4A" --title "Custom GO + KEGG Dot Chart" --xlab="-log10(adjusted p-value)" --ylab="Enriched Terms" --width 24 --height 18 --label_width 40 --format png --dpi 300 --no-rotate --verbose
Note: values passed to --xlab or --ylab that start with - should use --option=value syntax to avoid being parsed as flags.
Note: separator variants are supported only when they are passed inside a single --feature argument value.
Plot Input
- Plotting is triggered by
scripts/main.R
--go_input: optional .rda file containing a GO_list object
--kegg_input: optional .rda file containing a KEGG_list object
- If not provided,
main.R uses the newly generated files under output_dir/temp
- Plotting requires result tables with at least
Description and p.adjust
Output Files
| File Name | Format | Description |
|---|
temp/GO_df.csv | CSV | GO enrichment result table |
temp/GO_list.rda | RDA | Full GO enrichment object |
temp/KEGG_df.csv | CSV | KEGG enrichment result table |
temp/KEGG_list.rda | RDA | Full KEGG enrichment object |
plot/gokegg_dot_chart.pdf etc. | PDF/PNG/SVG | Combined GO/KEGG dot chart |
plot/gokegg_dot_chart_data.csv | CSV | Combined plotting table used for the figure |
plot/gokegg_dot_chart_data.rda | RDA | Plot bundle with plotting data and parameters |
session_info.txt | TXT | Runtime session information |
Error Handling
Common error codes and fixes:
SKILL_FILE_NOT_FOUND: Input file does not exist; check the path and permissions
SKILL_FILE_FORMAT_ERROR: .rda cannot be read or is malformed; regenerate upstream results
SKILL_MISSING_COLUMNS: Result table is missing Description or p.adjust
SKILL_EMPTY_DATA: Input genes are empty after parsing, cannot be converted, or enrichment results are empty
SKILL_INVALID_PARAMETER: Required parameter missing, unsupported species, or insufficient color count
SKILL_PACKAGE_NOT_FOUND: Required package is not installed
SKILL_ANALYSIS_FAILED: Internal GO/KEGG enrichment failure; verify gene_type, sp, and input genes
For detailed troubleshooting, read references/troubleshooting.md.
Testing
Minimal test dataset: use a small built-in gene list directly, with no extra files required.
Smoke test command:
Rscript scripts/main.R --feature "TP53,EGFR,BRCA1,MYC" --output_dir ./test_output --sp org.Hs.eg.db --gene_type SYMBOL --pvalue_cutoff 0.05 --qvalue_cutoff 0.2 --pAdjustMethod BH --seed 66 --go_top_n 3 --kegg_top_n 3 --format pdf --verbose
Expected smoke-test outputs:
./test_output/temp/GO_list.rda
./test_output/temp/KEGG_list.rda
./test_output/temp/GO_df.csv
./test_output/temp/KEGG_df.csv
./test_output/plot/gokegg_dot_chart.pdf
./test_output/plot/gokegg_dot_chart_data.csv
./test_output/plot/gokegg_dot_chart_data.rda
./test_output/session_info.txt
- Exit status code
0
Automated regression script:
Rscript test/test_regressions.R
The regression script covers:
- Separator parsing with comma, Chinese semicolon, newline, tab, and mixed separators
- Empty parsed-gene handling
- Invalid
--plot_margin validation
- Plot input validation for missing GO/KEGG inputs
Separator examples for manual CLI verification:
Rscript scripts/main.R --feature "TP53,EGFR,BRCA1,MYC" --output_dir ./test_sep_comma
Rscript scripts/main.R --feature "TP53;EGFR;BRCA1;MYC" --output_dir ./test_sep_cn_semicolon
Rscript scripts/main.R --feature $'TP53\nEGFR\nBRCA1\nMYC' --output_dir ./test_sep_newline
Rscript scripts/main.R --feature $'TP53\tEGFR\tBRCA1\tMYC' --output_dir ./test_sep_tab
Rscript scripts/main.R --feature $'TP53; EGFR, BRCA1 MYC' --output_dir ./test_sep_mixed
Note: all separators must be passed inside a single --feature argument value.