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string-protein-interaction-analysis-with-omicverse

Help Claude query STRING for protein interactions, build PPI graphs with pyPPI, and render styled network figures for bulk gene lists.

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技能内容

STRING protein interaction analysis with omicverse

Overview

Invoke this skill when the user has a list of genes and wants to explore STRING protein–protein interactions via omicverse. The

workflow mirrors [t_network.ipynb](../../omicverse_guide/docs/Tutorials-bulk/t_network.ipynb), covering species selection, S

TRING API queries, and quick visualisation of the resulting network.

Instructions

  1. Set up libraries
  • Import omicverse as ov and call ov.utils.ov_plot_set() (or ov.plot_set()) to match omicverse aesthetics.
  1. Collect gene inputs
  • Accept a curated list of gene symbols (gene_list = [...]).
  • Encourage the user to flag priority genes or categories so you can colour-code groups in the plot.
  1. Assign metadata for plotting
  • Build dictionaries mapping genes to types and colours, e.g. `gene_type_dict = dict(zip(gene_list, ['Type1']5 + ['Type2']6

)) and gene_color_dict = {...}`.

  • Remind users that consistent group labels improve legend readability.
  1. Query STRING interactions
  • Call ov.bulk.string_interaction(gene_list, species_id) where species_id is the NCBI taxonomy ID (e.g. 4932 for yeast).
  • Inspect the resulting DataFrame for combined scores and evidence channels to verify coverage.
  1. Construct the network object
  • Initialise ppi = ov.bulk.pyPPI(gene=gene_list, gene_type_dict=..., gene_color_dict=..., species=species_id).
  • Run ppi.interaction_analysis() to fetch and cache STRING edges.
  1. Visualise the network
  • Generate a default plot with ppi.plot_network() to reproduce the notebook figure.
  • Mention that advanced styling (layout, node size, legends) can be tuned through ov.utils.plot_network keyword arguments if

the user requests adjustments.

  1. Troubleshooting
  • Ensure gene symbols match the species—STRING expects case-sensitive identifiers; suggest mapping Ensembl IDs to symbols when

queries fail.

  • If the API rate-limits, instruct the user to wait or provide a cached interaction table.
  • For missing interactions, recommend enabling STRING's "add_nodes" option via ppi.interaction_analysis(add_nodes=...) to exp

and the network.

Examples

  • "Retrieve STRING interactions for FAA4 and plot the network highlighting two gene classes."
  • "Download the STRING edge table for my Saccharomyces cerevisiae gene panel and colour nodes by module."
  • "Extend the network by adding the top five predicted partners before plotting."

References

  • Tutorial notebook: [t_network.ipynb](../../omicverse_guide/docs/Tutorials-bulk/t_network.ipynb)
  • STRING background: string-db.org
  • Quick copy/paste commands: [reference.md](reference.md)

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