{ "cells": [ { "cell_type": "markdown", "id": "091be986-ff7a-4697-9c5a-7f8094642cda", "metadata": {}, "source": [ "# 2. Visualizing cis co-accessible regions" ] }, { "cell_type": "code", "execution_count": 6, "id": "18bcf460-6d87-487c-8433-7fa9f898970a", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import circe as ci\n", "import scanpy as sc\n", "import scipy as sp" ] }, { "cell_type": "markdown", "id": "56049b45", "metadata": {}, "source": [ "## 0. Import (or create) data" ] }, { "cell_type": "markdown", "id": "3972a885-0c5c-4378-81c2-26b7cfdee1f6", "metadata": { "tags": [] }, "source": [ "#### Create fake AnnData" ] }, { "cell_type": "markdown", "id": "1d0ec88e-0410-4e5c-a2d1-beb196b02b16", "metadata": {}, "source": [ "This data doesn't contain strong correlation between fake regions, the score will then be low. \n", "\n", "It will still allow us to demonstrate how to use Circe. :)" ] }, { "cell_type": "code", "execution_count": 7, "id": "79295862-9df3-4fa4-a32c-0931c73c705f", "metadata": {}, "outputs": [], "source": [ "atac = sc.datasets.blobs(n_centers=8, n_variables=2_000, n_observations=300, random_state=1)\n", "atac.X = np.random.poisson(lam=0.2, size=atac.X.shape)\n", "cell_names = [f\"cell_{i}\" for i in range(1, atac.shape[0]+1)]\n", "# number of chr_start_end region names\n", "region_names = [[f\"chr{i}_{str(j)}_{str(j+399)}\" \n", " for j in range(1, 10000*400+1, 10000)] \n", " for i in range(1, 6)]\n", "regions_names = [item for sublist in region_names for item in sublist]\n", "# select a random number of regions per cell, and make it 0\n", "for i in range(atac.shape[0]):\n", " num_regions = np.random.randint(500, 1000)\n", " region_indices = np.random.choice(len(regions_names), num_regions, replace=False)\n", " atac.X[i, region_indices] = 0\n", "\n", "atac.var_names = regions_names\n", "atac.obs_names = cell_names" ] }, { "cell_type": "markdown", "id": "5f4fbec1", "metadata": {}, "source": [ "## 1. Preprocess the data" ] }, { "cell_type": "markdown", "id": "50a80d79-8423-473a-9810-6dc35b7e9900", "metadata": { "tags": [] }, "source": [ "#### 1.1. Filter the data" ] }, { "cell_type": "code", "execution_count": 12, "id": "30d98f97-b3b5-4d21-ae8f-4de6c9797f29", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.pp.filter_cells(atac, min_genes=20)\n", "sc.pp.filter_genes(atac, min_cells=30)" ] }, { "cell_type": "markdown", "id": "56bbfdba-4447-4778-b4d7-83be18c8923f", "metadata": { "tags": [] }, "source": [ "### 1.2. Add region position in AnnData.obs" ] }, { "cell_type": "markdown", "id": "42c7fb90-ff33-4058-b1a0-aaf99ef0719f", "metadata": {}, "source": [ "Let's first run `add_region_infos` that will **add coordinate annotations** `chr`, `start`, `end` as columns in `atac.var` slot" ] }, { "cell_type": "code", "execution_count": null, "id": "2feb1282-0e2b-4e10-bb8b-8f448e4ca2a6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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n_cellsn_countschromosomestartend
chr1_1_4003132chr11400
chr1_30001_304003135chr13000130400
chr1_40001_404003233chr14000140400
\n", "
" ], "text/plain": [ " n_cells n_counts chromosome start end\n", "chr1_1_400 31 32 chr1 1 400\n", "chr1_30001_30400 31 35 chr1 30001 30400\n", "chr1_40001_40400 32 33 chr1 40001 40400" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "atac = ci.add_region_infos(atac)\n", "atac.var.head(3)" ] }, { "cell_type": "markdown", "id": "23c4e2ef-c346-4c63-9efb-8e4bbeb95cb2", "metadata": {}, "source": [ "### 2. Calculate co-accessibility" ] }, { "cell_type": "markdown", "id": "b8cab636-4a10-40cd-a347-5f3e3269f16e", "metadata": {}, "source": [ "We can finally **compute all the cis co-accessibility scores** !
\n", "The default way is to **indicate your organism** if among the one known by Circe.
\n", "The atac network is stored automatically as a sparse matrix in `atac.varp[\"atac_network\"]`" ] }, { "cell_type": "code", "execution_count": 14, "id": "85035bc6-5fa6-4cef-839f-7a9f12926753", "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "46a995adbfff4d4c902b09e7e5e9c82c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "acbc18d0fbfb4a10b316f86ef7d4d9f9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating co-accessibility scores...\n",
      "Concatenating results from all chromosomes...\n"
     ]
    }
   ],
   "source": [
    "ci.compute_atac_network(\n",
    "    atac,\n",
    "    njobs=3, verbose=0,\n",
    "    window_size=100000,\n",
    "    unit_distance=1000,\n",
    "    distance_constraint=50000,\n",
    "    s=0.75,)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aad0c904-effe-43a0-b504-d12089176550",
   "metadata": {},
   "source": [
    "### 4. Extract connections"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "735f7800-4f9a-4526-853c-d878f031dbf5",
   "metadata": {},
   "source": [
    "#### 4.A.Get the whole genome cis-coaccessible network\n",
    "\n",
    "You can **extract connections** from the atac.varp slot (sparse matrix), as a `DataFrame object` with `extract_atac_links`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0a26c332-5a1e-4b10-bf0b-3e6339dace60",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Peak1Peak2score
0chr4_290001_290400chr4_300001_3004000.154638
1chr3_3340001_3340400chr3_3380001_33804000.153625
2chr3_3140001_3140400chr3_3170001_31704000.152573
\n", "
" ], "text/plain": [ " Peak1 Peak2 score\n", "0 chr4_290001_290400 chr4_300001_300400 0.154638\n", "1 chr3_3340001_3340400 chr3_3380001_3380400 0.153625\n", "2 chr3_3140001_3140400 chr3_3170001_3170400 0.152573" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "circe_network = ci.extract_atac_links(atac)\n", "circe_network.head(3)" ] }, { "cell_type": "markdown", "id": "07516731-4de2-48c6-bd59-5fcffca34084", "metadata": {}, "source": [ "#### 4.B. Subset the AnnData object to a given window" ] }, { "cell_type": "markdown", "id": "f8a1bc5a-dfc0-4437-aed6-2e6606165378", "metadata": {}, "source": [ "If you're interested in a specific genomic region only, you can also **subset your anndata object** on this specific window" ] }, { "cell_type": "code", "execution_count": 19, "id": "f699ad6c", "metadata": { "scrolled": true }, "outputs": [], "source": [ "subset_atac = ci.subset_region(atac, \"chr1\", 10_000, 200_000).copy()" ] }, { "cell_type": "code", "execution_count": 20, "id": "39d41ca4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Peak1Peak2score
0chr1_100001_100400chr1_170001_1704000.064061
1chr1_150001_150400chr1_160001_1604000.054190
2chr1_150001_150400chr1_170001_1704000.026427
\n", "
" ], "text/plain": [ " Peak1 Peak2 score\n", "0 chr1_100001_100400 chr1_170001_170400 0.064061\n", "1 chr1_150001_150400 chr1_160001_160400 0.054190\n", "2 chr1_150001_150400 chr1_170001_170400 0.026427" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "circe_network_subset = ci.extract_atac_links(subset_atac)\n", "circe_network_subset.head(3)" ] }, { "cell_type": "markdown", "id": "1c66dcfb-1a1d-4309-bf57-ee9b4ee1f3b4", "metadata": {}, "source": [ "### 5. Plot co-accessibility scores in a window" ] }, { "cell_type": "markdown", "id": "a2beae63-65f4-4642-a876-e01a271db740", "metadata": {}, "source": [ "You can pass either your `anndata` object or your freshly extracted `dataframe` into `plot_connections` to **visualize all Circe scores**.
\n", "**Blue edges** correspond to positive co-accessibility scores, while **yellow ones** are for negative scores" ] }, { "cell_type": "code", "execution_count": 21, "id": "7e256844-e050-49fc-b811-191b0cf17561", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ci.plot_connections(\n", " circe_network,\n", " chromosome=\"chr2\",\n", " start=10_000,\n", " end=200_000,\n", " sep=(\"_\",\"_\"),\n", " abs_threshold=0.01\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "id": "0c3bef89", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ci.plot_connections(\n", " atac,\n", " chromosome=\"chr2\",\n", " start=10_000,\n", " end=200_000,\n", " sep=(\"_\",\"_\"),\n", " abs_threshold=0.01\n", ")" ] }, { "cell_type": "markdown", "id": "bdcb097f-a019-4caa-8b0d-b393bc737156", "metadata": {}, "source": [ "### 6. Find cis-coaccessible connected modules" ] }, { "cell_type": "markdown", "id": "366c168b-3f25-41a8-96f3-ae876f20715e", "metadata": {}, "source": [ "In addition to pairwise co-accessibility scores, Circe can also be used to **define cis co-accessibility modules** (called CCANs by Cicero), which are modules of sites that are highly co-accessible with one another. We use the Louvain community detection algorithm (Blondel et al., 2008) to find clusters of sites that tended to be co-accessible.
\n", "- The function `find_ccans` takes as input a `connection data frame` or the `anndata object` once again, and outputs a data frame with CCAN assignments for each input peak.
\n", "- You can also use `add_ccans` to directly add CCAN assignments to your anndata object as `anndata.var['CCAN']`. The regions that aren't assigned to a CCAN will contain `None`." ] }, { "cell_type": "code", "execution_count": 23, "id": "f8ef9ec3-d93f-4dfe-b92c-6aaae9f7e921", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coaccessibility cutoff used: 0.0\n", "Number of CCANs generated: 160\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PeakCCAN
0chr3_3180001_31804001
1chr3_3220001_32204001
2chr3_3170001_31704001
\n", "
" ], "text/plain": [ " Peak CCAN\n", "0 chr3_3180001_3180400 1\n", "1 chr3_3220001_3220400 1\n", "2 chr3_3170001_3170400 1" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ccans = ci.find_ccans(circe_network, seed=0)\n", "ccans.head(3)" ] }, { "cell_type": "code", "execution_count": 29, "id": "71d59d82", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coaccessibility cutoff used: 0.0\n" ] } ], "source": [ "atac = ci.add_ccans(atac, seed=0)" ] }, { "cell_type": "code", "execution_count": 30, "id": "9c795c97-91fd-4512-89c8-b931296c7abc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CCAN\n", "24 15\n", "164 15\n", "45 15\n", "Name: count, dtype: int64" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "atac.var['CCAN'].value_counts().head(3)" ] }, { "cell_type": "markdown", "id": "538af36a-102d-475d-80cb-4e7aaa1212ed", "metadata": {}, "source": [ "With default `coaccess_cutoff_override=None`, the function will determine and report an appropriate co-accessibility score cutoff value for CCAN generation based on the number of overall CCANs at varying cutoffs. You can also set `coaccess_cutoff_override` to be a numeric between 0 and 1, to override the cutoff-finding part of the function. This option is useful if you feel that the cutoff found automatically was too strict or loose, or for speed if you are rerunning the code and know what the cutoff will be, since the cutoff finding procedure can be slow. " ] }, { "cell_type": "code", "execution_count": 27, "id": "38c8d848-287b-4200-b7be-434b65bf0dbf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coaccessibility cutoff used: 1e-07\n", "Number of CCANs generated: 41\n" ] } ], "source": [ "ccans = ci.find_ccans(circe_network, seed=0, coaccess_cutoff_override=1e-7)" ] }, { "cell_type": "markdown", "id": "1b02d2de-2d7c-41ad-85cc-34c1179e2c90", "metadata": {}, "source": [ "#### 6.B. Plot only a CCAN module" ] }, { "cell_type": "markdown", "id": "df4a6121-0aad-4563-925d-bdd0b06e96de", "metadata": {}, "source": [ "If you're interested in a specific CCAN module, you can use `circe.draw.plot_ccan` function, precising its CCAN name. Only the connections between **regions belonging to this CCAN module will be plotted**." ] }, { "cell_type": "code", "execution_count": 32, "id": "4d2d830d-c3f8-4417-b441-697a8eb43c4d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This CCAN module is on the chromosome: chr4\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rtrimbou/ATACNet/circe/circe/draw.py:244: UserWarning: varp parameter is ignored for DataFrame input.\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ci.draw.plot_ccan(\n", " atac,\n", " ccan_module=atac.var['CCAN'].value_counts().index[1],\n", " sep=('_', '_'),\n", " abs_threshold=0,\n", " figsize=(15,5),\n", " only_positive=False)" ] }, { "cell_type": "markdown", "id": "46a807ab-4eaa-4951-9f45-eae267bc2ab7", "metadata": {}, "source": [ "### 7.Coordinates overlap between co-accessible regions and gene bodies" ] }, { "cell_type": "markdown", "id": "17d516e3-76b7-454c-b4d5-f8494c549014", "metadata": {}, "source": [ "To better understand the role of specific regions and modules, you can additionally plot **gene bodies** falling into your window of interest.\n", "
You need first to load gene coordinates as a dataframe, or to download them through `circe.downloads.download_genes`. This functions will require to install the `pybiomart` package Then you can use `ci.draw.plot_connections_genes`, using gene infos and either your AnnData object or the dataframe of Circe's results to compare these locations. " ] }, { "cell_type": "code", "execution_count": null, "id": "4e614cf2", "metadata": {}, "outputs": [], "source": [ "pip install pybiomart" ] }, { "cell_type": "code", "execution_count": 34, "id": "0e6fc9fa-98e0-4b95-a95e-92be187a138f", "metadata": {}, "outputs": [], "source": [ "import circe.downloads\n", "genes_df = ci.downloads.download_genes()" ] }, { "cell_type": "code", "execution_count": 39, "id": "094a89c8-8eda-4bae-86cf-cad7a39a276a", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots(1, figsize = (20, 6))\n", "ci.draw.plot_connections_genes(\n", " connections=atac,\n", " genes=genes_df,\n", " chromosome=\"chr1\",\n", " start=50_000,\n", " end=350_000,\n", " gene_spacing=30_000,\n", " y_lim_top=-0.01,\n", " abs_threshold=0.0,\n", " track_spacing=0.01,\n", " track_width=0.01,\n", " legend=True,\n", " ax=ax\n", ")" ] }, { "cell_type": "markdown", "id": "af6228fc-9bb2-4fda-9467-b739d8d6a54b", "metadata": {}, "source": [ "### 7. Work in progress! Happy to get feedbacks :)" ] }, { "cell_type": "markdown", "id": "79257a67-9d1e-4b22-8dc6-40a95b1b1ede", "metadata": {}, "source": [ "If you feel any function could be useful for you on others, don't hesitate to write me at `remi.trimbour@inria.fr` or to submit an issue on `github.com/cantinilab/Circe`." ] }, { "cell_type": "markdown", "id": "c9309c8a", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "circe_local", "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": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 5 }