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Feature Number: 15
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Feature Type: exon
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Feature Type: exon
Feature Number: 13
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Feature Number: 12
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Feature Number: 11
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Feature Type: exon
Feature Number: 10
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Feature Type: exon
Feature Number: 9
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Feature Type: exon
Feature Number: 8
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Feature Type: exon
Feature Number: 7
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Feature Type: exon
Feature Number: 6
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Feature Type: exon
Feature Number: 5
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Feature Type: exon
Feature Number: 4
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Feature Type: exon
Feature Number: 3
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Feature Type: exon
Feature Number: 2
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Feature Type: exon
Feature Number: 1
Chromosome: 21
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Feature Type: exon
Feature Number: 6
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Feature Type: exon
Feature Number: 5
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Size: 147
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Feature Type: exon
Feature Number: 4
Chromosome: 21
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Feature Type: exon
Feature Number: 3
Chromosome: 21
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Size: 54
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Feature Type: exon
Feature Number: 2
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Start: 25911741
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Size: 222
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Feature Number: 1
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Feature Type: exon
Feature Number: 16
Chromosome: 21
Start: 25880550
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Size: 1222
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Feature Type: exon
Feature Number: 15
Chromosome: 21
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Size: 147
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Feature Type: exon
Feature Number: 14
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Size: 101
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Feature Type: exon
Feature Number: 13
Chromosome: 21
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Size: 54
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Feature Type: exon
Feature Number: 12
Chromosome: 21
Start: 25911741
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Size: 222
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Feature Type: exon
Feature Number: 11
Chromosome: 21
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Feature Type: exon
Feature Number: 10
Chromosome: 21
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Feature Type: exon
Feature Number: 9
Chromosome: 21
Start: 25975070
End: 25975228
Size: 159
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Feature Type: exon
Feature Number: 8
Chromosome: 21
Start: 25975954
End: 25976028
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Feature Type: exon
Feature Number: 7
Chromosome: 21
Start: 25982344
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Size: 134
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Feature Type: exon
Feature Number: 6
Chromosome: 21
Start: 26021840
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"text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Define your scaling factors\n", "plot_width = 600\n", "plot_height = 250\n", "scaling_factor = 0.5\n", "\n", "\n", "\n", "## Path to your ENSEMBL GTF file, counts matrix file, and metadata file\n", "ensembl_gtf_path = \"../../tests/test_data/Homo_sapiens_chr21_and_Y.GRCh38.110.gtf\"\n", "counts_matrix_path = \"../../tests/test_data/counts_matrix_chr21_and_Y.tsv\"\n", "metadata_path = \"../../tests/test_data/sample_metadata.tsv\"\n", "\n", "\n", "## Read ENSEMBL GTF and counts matrix with metadata and normalizations\n", "annotation = RNApy.read_ensembl_gtf(ensembl_gtf_path)\n", "counts_matrix = RNApy.read_expression_matrix(expression_matrix_path=counts_matrix_path,\n", " metadata_path=metadata_path,\n", " cpm_normalization=True, relative_abundance=True)\n", "\n", "\n", "## Filter APP gene and keep only top 5 expressed transcripts\n", "app_annotation, app_counts_matrix = RNApy.gene_filtering(annotation=annotation, expression_matrix=counts_matrix, target_gene=\"APP\",\n", " order_by_expression=True, keep_top_expressed_transcripts=5, \n", " order_by_expression_column=\"counts\")\n", "\n", "\n", "# Rescale introns\n", "app_annotation = RNApy.shorten_gaps(app_annotation)\n", "\n", "\n", "# Define a mapping from transcript_biotype to colors\n", "biotype_colors = {\n", " 'protein_coding': '#F8766D',\n", " 'protein_coding_CDS_not_defined': '#00BFC4'\n", "}\n", "\n", "# Define a mapping for \"AD Status\" from expression matrix\n", "ad_status_colors = {\n", " 'AD': '#7CAE00',\n", " 'Control': '#C77CFF',\n", "}\n", "\n", "\n", "\n", "\"\"\"\n", "Notice the `marker_size` and `arrow_size` parameters being scaled by the scaling factor\n", "\"\"\"\n", "traces = RNApy.make_traces(annotation=app_annotation, expression_matrix=app_counts_matrix, \n", " x_start=\"rescaled_start\", x_end=\"rescaled_end\",\n", " y='transcript_id', annotation_hue=\"transcript_biotype\",\n", " hover_start=\"start\", hover_end=\"end\",\n", " expression_columns=[\"counts\", \"CPM\", \"relative_abundance\"],\n", " expression_hue=\"AD status\", marker_size=(5*scaling_factor), arrow_size=(10*scaling_factor),\n", " annotation_color_map=biotype_colors,\n", " expression_color_map=ad_status_colors)\n", "\n", "## Put traces into a figure\n", "fig = RNApy.make_plot(traces=traces, subplot_titles=[\"Transcript Structure\", \"Counts\", \"CPM\", \"Relative Abundance\"], \n", " width=1200, height=600)\n", "\n", "\n", "\"\"\"\n", "Update layout of plot using `plot_height` and `plot_width` defined at the top of the function\n", "as well as changing font sizes and plot margins using the scaling_factor\n", "\"\"\"\n", "fig.update_layout(\n", " height=plot_height,\n", " width=plot_width,\n", " font_size=(12*scaling_factor),\n", " legend_tracegroupgap=(7*scaling_factor),\n", " yaxis=dict(tickfont=dict(size=(12*scaling_factor))),\n", " legend=dict(font=dict(size=(12*scaling_factor)), grouptitlefont=dict(size=(12*scaling_factor))),\n", " annotations=[dict(font=dict(size=(12*scaling_factor))) for annotation in fig['layout']['annotations']],\n", " margin=dict(l=(100*scaling_factor), \n", " r=(50*scaling_factor), t=(100*scaling_factor), b=(50*scaling_factor)))\n", "\n", "\"\"\"\n", "There is a bug in plotly and the tickfont for the x-axis has to be updated in this manner,\n", "it can't be done using the `update_layout` function. See: https://github.com/plotly/plotly.py/issues/2922\n", "\"\"\"\n", "fig.update_xaxes(tickfont_size=(12*scaling_factor))\n", "\n", "## Show figure\n", "fig.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notes:\n", "\n", "You can click on the legend items to make figure elements appear and disappear.\n", "\n", "The legend title will get grayed out when clicking on the first legend item. I could not find a workaround for that with the current plotly release (version 5).\n", "\n", "The hovering for exons and CDS works best if you hover your mouse over the corners of the CDS/exon boxes." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 4 }