|
| 1 | +import marimo |
| 2 | + |
| 3 | +__generated_with = "0.13.15" |
| 4 | +app = marimo.App() |
| 5 | + |
| 6 | + |
| 7 | +@app.cell(hide_code=True) |
| 8 | +def _(mo): |
| 9 | + mo.md( |
| 10 | + r""" |
| 11 | + # Load UCSC Cell Browser project in Vitessce |
| 12 | + """ |
| 13 | + ) |
| 14 | + return |
| 15 | + |
| 16 | + |
| 17 | +@app.cell(hide_code=True) |
| 18 | +def _(mo): |
| 19 | + mo.md( |
| 20 | + r""" |
| 21 | + This notebook shows you how to use the `convert_cell_browser_project_to_anndata` function, which allows you to take an existing project, published in https://cells.ucsc.edu/ and: |
| 22 | + 1. Convert it into the AnnData format that is supported by Vitessce |
| 23 | + 2. Save the AnnData object as a Zarr store |
| 24 | + 3. Configure Vitessce with the AnnData-Zarr store |
| 25 | + 4. Render a Vitessce widget based on the config (step 3) directly in the notebook. |
| 26 | +
|
| 27 | + The dataset that you choose to convert needs to be a valid UCSC Cell Browser "project", accessible from https://cells.ucsc.edu/, with a configuration available in https://github.com/ucscGenomeBrowser/cellbrowser-confs |
| 28 | +
|
| 29 | + The `convert_cell_browser_project_to_anndata` function takes the name of that project as an input. For example, to convert this project, https://cells.ucsc.edu/?ds=adultPancreas, you will neeed to pass `"adultPancreas"` as the project name. |
| 30 | + """ |
| 31 | + ) |
| 32 | + return |
| 33 | + |
| 34 | + |
| 35 | +@app.cell |
| 36 | +def _(): |
| 37 | + import os |
| 38 | + import json |
| 39 | + from os.path import join |
| 40 | + from vitessce import ( |
| 41 | + convert_cell_browser_project_to_anndata, |
| 42 | + AnnDataWrapper, |
| 43 | + VitessceConfig, |
| 44 | + ) |
| 45 | + from vitessce.data_utils import VAR_CHUNK_SIZE |
| 46 | + return ( |
| 47 | + AnnDataWrapper, |
| 48 | + VAR_CHUNK_SIZE, |
| 49 | + VitessceConfig, |
| 50 | + convert_cell_browser_project_to_anndata, |
| 51 | + join, |
| 52 | + os, |
| 53 | + ) |
| 54 | + |
| 55 | + |
| 56 | +@app.cell(hide_code=True) |
| 57 | +def _(mo): |
| 58 | + mo.md( |
| 59 | + r""" |
| 60 | + ## 1. Convert UCSC Cell Browser project to a format that is supported by Vitessce |
| 61 | + #### Output: |
| 62 | + An AnnData object |
| 63 | +
|
| 64 | + """ |
| 65 | + ) |
| 66 | + return |
| 67 | + |
| 68 | + |
| 69 | +@app.cell |
| 70 | +def _(): |
| 71 | + ## 3. Convert UCSC Cell Browser project to a Vitessce view config |
| 72 | + return |
| 73 | + |
| 74 | + |
| 75 | +@app.cell |
| 76 | +def _(convert_cell_browser_project_to_anndata): |
| 77 | + # Example run, coverting "adultPancreas" project: |
| 78 | + adata = convert_cell_browser_project_to_anndata(project_name="adultPancreas", keep_only_marker_genes=True) |
| 79 | + return (adata,) |
| 80 | + |
| 81 | + |
| 82 | +@app.cell(hide_code=True) |
| 83 | +def _(mo): |
| 84 | + mo.md( |
| 85 | + r""" |
| 86 | + ## 2. Save the AnnData object as a Zarr store |
| 87 | + """ |
| 88 | + ) |
| 89 | + return |
| 90 | + |
| 91 | + |
| 92 | +@app.cell |
| 93 | +def _(VAR_CHUNK_SIZE, adata, join, os): |
| 94 | + zarr_filepath = join("data", "out.adata.zarr") |
| 95 | + os.makedirs(os.path.dirname(zarr_filepath), exist_ok=True) |
| 96 | + adata.write_zarr(zarr_filepath, chunks=[adata.shape[0], VAR_CHUNK_SIZE]) |
| 97 | + return (zarr_filepath,) |
| 98 | + |
| 99 | + |
| 100 | +@app.cell(hide_code=True) |
| 101 | +def _(mo): |
| 102 | + mo.md( |
| 103 | + r""" |
| 104 | + ## 3. Configure Vitessce with the AnnData-Zarr store |
| 105 | + """ |
| 106 | + ) |
| 107 | + return |
| 108 | + |
| 109 | + |
| 110 | +@app.cell |
| 111 | +def _(AnnDataWrapper, VitessceConfig, zarr_filepath): |
| 112 | + anndata_wrapper_inst = AnnDataWrapper( |
| 113 | + adata_path=zarr_filepath, |
| 114 | + obs_feature_matrix_path="X", |
| 115 | + obs_embedding_paths=["obsm/X_tsne"], |
| 116 | + obs_embedding_names=["t-SNE"], |
| 117 | + obs_set_paths=["obs/cluster", "obs/age"], |
| 118 | + obs_set_names=["cluster", "age"], |
| 119 | + ) |
| 120 | + vc = VitessceConfig(schema_version="1.0.15", name="Vitessce configuration for CellBrowser project adultPancreas") |
| 121 | + anndata_wrapper_inst.auto_view_config(vc) |
| 122 | + return (vc,) |
| 123 | + |
| 124 | + |
| 125 | +@app.cell(hide_code=True) |
| 126 | +def _(mo): |
| 127 | + mo.md( |
| 128 | + r""" |
| 129 | + ## 4. Render the Vitessce widget |
| 130 | + """ |
| 131 | + ) |
| 132 | + return |
| 133 | + |
| 134 | + |
| 135 | +@app.cell |
| 136 | +def _(vc): |
| 137 | + vw = vc.widget() |
| 138 | + vw |
| 139 | + return |
| 140 | + |
| 141 | + |
| 142 | +@app.cell |
| 143 | +def _(): |
| 144 | + import marimo as mo |
| 145 | + return (mo,) |
| 146 | + |
| 147 | + |
| 148 | +if __name__ == "__main__": |
| 149 | + app.run() |
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