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initial app
Browse files
app.py
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| 1 |
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import datasets
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import streamlit as st
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from st_aggrid import AgGrid, GridOptionsBuilder, JsCode
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st.set_page_config(layout='wide')
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# parse out gene_ids from URL query args to it's possible to link to this page
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query_params = st.query_params
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if "gene_id" in query_params.keys():
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gene_id = query_params["gene_id"]
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else:
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gene_id = "TGME49_231630"
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st.markdown("""
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# ToxoCEN Top50 co-expressed partners
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**ToxoCEN** is a co-expression network for *Cryptococcus neoformans* built on 719 RNA-seq runs across 39 studies.
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A pair of genes are said to be co-expressed when their expression is correlated across different conditions and
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is often a marker for genes to be involved in similar processes.
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To Cite:<br>
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CS Arnold, Y Wang, VB Carruthers, MJ O'Meara ToxoCEN: A Co-Expression Network for Toxoplasma gondii
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* Code available at https://github.com/maomlab/CalCEN/tree/master/vignettes/ToxoCEN
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* Full network and dataset: https://huggingface.co/datasets/maomlab/ToxoCEN
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## Look up top-coexpressed partners:
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Put in the ``TGME49_######`` gene_id for a gene and expand the table to get the top 50 co-expressed genes.
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``coexp_score`` ranges between ``[0-1]``, where ``1`` is the best and greater than ``0.85`` can be considered significant.
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""")
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top_coexp_hits = datasets.load_dataset(
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path = "maomlab/ToxoCEN",
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data_files = {"top_coexp_hits": "top_coexp_hits.tsv"})
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top_coexp_hits = top_coexp_hits["top_coexp_hits"].to_pandas()
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col1, col2, col3 = st.columns(spec = [0.3, 0.2, 0.5])
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with col1:
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gene_id = st.text_input(
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label = "Gene ID",
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value = f"{gene_id}",
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max_chars = 10,
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help = "TGME49 Gene ID e.g. CTGME49_231630")
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top_coexp_hits = top_coexp_hits[
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top_coexp_hits.gene_id_1 == gene_id]
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top_coexp_hits = top_coexp_hits[[
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'gene_id_1', 'gene_name_1', 'description_1',
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'gene_id_2', 'gene_name_2', 'description_2',
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'coexp_score', 'blastp_EValue']]
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top_coexp_hits["scatter_link"] = top_coexp_hits.apply(
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lambda row: f"https://huggingface.co/spaces/maomlab/ToxoCEN-ExpressionScatter?gene_id_1={row.gene_id_1}&gene_id_2={row.gene_id_2}",
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axis = 1)
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top_coexp_hits.reset_index()
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with col2:
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st.text('') # help alignment with input box
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st.download_button(
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label = "Download data as TSV",
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data = top_coexp_hits.to_csv(sep ='\t').encode('utf-8'),
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file_name = f"top_coexp_hits_{gene_id}.tsv",
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mime = "text/csv")
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# third column is padding only
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######### Table #########
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fungidb_link_renderer = JsCode("""
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class UrlCellRenderer {
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init(params) {
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this.eGui = document.createElement('a');
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this.eGui.innerText = params.value;
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this.eGui.setAttribute('href', "https://toxodb.org/toxo/app/record/gene/" + params.value);
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this.eGui.setAttribute('style', "text-decoration:none");
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this.eGui.setAttribute('target', "_blank");
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}
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getGui() {
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return this.eGui;
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}
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}
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""")
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coexp_scatter_link_renderer = JsCode("""
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class UrlCellRenderer {
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init(params) {
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this.eGui = document.createElement('a');
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this.eGui.innerText = 'plot';
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this.eGui.setAttribute('href', params.value);
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this.eGui.setAttribute('style', "text-decoration:none");
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this.eGui.setAttribute('target', "_blank");
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}
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getGui() {
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return this.eGui;
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}
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}
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""")
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grid_option_builder = GridOptionsBuilder()
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grid_option_builder.configure_auto_height()
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grid_option_builder.configure_default_column(
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filterable=False,
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groupable=False,
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editable=False,
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wrapText=True,
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autoHeight=True)
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grid_option_builder.configure_column("gene_id_1", header_name="GeneID 1", pinned="left", cellRenderer=fungidb_link_renderer, width=550)
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grid_option_builder.configure_column("gene_name_1", header_name="Gene 1", pinned="left", width=500)
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grid_option_builder.configure_column("description_1", header_name="Description 1", width=1600)
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grid_option_builder.configure_column("gene_id_2", header_name="GeneID 2", pinned="left", cellRenderer=fungidb_link_renderer, width=550)
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grid_option_builder.configure_column("gene_name_2", header_name="Gene 2", pinned="left", width=500)
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grid_option_builder.configure_column("description_2", header_name="Description 2", width=1600)
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grid_option_builder.configure_column(
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"coexp_score",
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header_name="Coexp Score",
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type=["numericColumn", "customNumericFormat"],
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precision=3,
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width=600)
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grid_option_builder.configure_column(
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"blast_EValue",
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header_name="Blast E-value",
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type=["numericColumn", "customNumericFormat"],
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precision=3,
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width=600)
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grid_option_builder.configure_column(
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"scatter_link",
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header_name="Expression Scatterplot",
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cellRenderer=coexp_scatter_link_renderer,
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width=550)
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grid_option_builder.configure_selection(selection_mode=False, use_checkbox=False)
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AgGrid(
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data = top_coexp_hits,
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| 138 |
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gridOptions = grid_option_builder.build(),
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fit_columns_on_grid_load=True,
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theme="streamlit",
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allow_unsafe_jscode=True)
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