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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since our paper on [SpatialDE](https://github.com/teichlab/spatialde) was published today in [Nature Methods](https://www.nature.com/articles/nmeth.4636), I wanted to demonstrate how to use our method on a dataset which came out while the paper was under review.\n",
"\n",
"I spent a few hours this afternoon (March 19), doing this analysis. The data is from [Asp et al](https://www.nature.com/articles/s41598-017-13462-5) published in Scientific Reports in October last year. The authors use the [Spatial Transcriptomics](www.spatialtranscriptomicsresearch.org) method to investigate spatial gene expression in cardiac biopsies."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"According to [Table 1 of Asp et al ](https://www.nature.com/articles/s41598-017-13462-5/tables/1), individual 3 right atrial appandage is covering 543 \"spots\", being one of the larger datasets. This data is available on the [ST website](http://www.spatialtranscriptomicsresearch.org/datasets/doi10-1038s41598-017-13462-5/), I downloaded both tables for `Individual3_RAA`."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"long_table = pd.read_csv('Individual3_RAA_R1.txt', sep='\\t')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th># gene_name</th>\n",
" <th>barcode_id</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>reads_count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>ENSG00000103512</td>\n",
" <td>CCTCGAACTCGAACGTTG</td>\n",
" <td>10</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>ENSG00000172209</td>\n",
" <td>CCTCGAACTCGAACGTTG</td>\n",
" <td>10</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>ENSG00000138663</td>\n",
" <td>CCTCGAACTCGAACGTTG</td>\n",
" <td>10</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>ENSG00000132541</td>\n",
" <td>CCTCGAACTCGAACGTTG</td>\n",
" <td>10</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>ENSG00000114126</td>\n",
" <td>CCTCGAACTCGAACGTTG</td>\n",
" <td>10</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" # gene_name barcode_id x y reads_count\n",
"0 ENSG00000103512 CCTCGAACTCGAACGTTG 10 5 1\n",
"1 ENSG00000172209 CCTCGAACTCGAACGTTG 10 5 1\n",
"2 ENSG00000138663 CCTCGAACTCGAACGTTG 10 5 1\n",
"3 ENSG00000132541 CCTCGAACTCGAACGTTG 10 5 1\n",
"4 ENSG00000114126 CCTCGAACTCGAACGTTG 10 5 1"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"long_table.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This table is in \"long\" format, where each row is a combination of gene, x, y, and gene count. This is generally a pretty handy format, but for our analysis, it will be simpler to work on a wide expression matrix."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"counts = long_table \\\n",
" .pivot(index='barcode_id', columns='# gene_name', values='reads_count') \\\n",
" .fillna(0) \\\n",
" .astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th># gene_name</th>\n",
" <th>ENSG00000000003</th>\n",
" <th>ENSG00000000005</th>\n",
" <th>ENSG00000000419</th>\n",
" <th>ENSG00000000457</th>\n",
" <th>ENSG00000000460</th>\n",
" </tr>\n",
" <tr>\n",
" <th>barcode_id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ACAAAGAGATATAGCCCT</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ACAACTATGGGTTGGCGG</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ACAAGCCGCGCTGTTACG</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ACACAGATCCTGTTCTGA</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ACACTACGTCCTGTCGAA</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ACATAGACGCCGTCTCGG</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ACATCACCTGCGCGCTCT</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ACATGTATGGCCGCGCCC</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ACATTAACCTGATAACAT</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ACATTTAAGGCGCATGAT</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"# gene_name ENSG00000000003 ENSG00000000005 ENSG00000000419 \\\n",
"barcode_id \n",
"ACAAAGAGATATAGCCCT 0 0 0 \n",
"ACAACTATGGGTTGGCGG 0 0 0 \n",
"ACAAGCCGCGCTGTTACG 0 0 0 \n",
"ACACAGATCCTGTTCTGA 0 0 1 \n",
"ACACTACGTCCTGTCGAA 0 0 0 \n",
"ACATAGACGCCGTCTCGG 0 0 0 \n",
"ACATCACCTGCGCGCTCT 0 0 0 \n",
"ACATGTATGGCCGCGCCC 0 0 0 \n",
"ACATTAACCTGATAACAT 0 0 0 \n",
"ACATTTAAGGCGCATGAT 0 0 0 \n",
"\n",
"# gene_name ENSG00000000457 ENSG00000000460 \n",
"barcode_id \n",
"ACAAAGAGATATAGCCCT 0 0 \n",
"ACAACTATGGGTTGGCGG 0 0 \n",
"ACAAGCCGCGCTGTTACG 0 0 \n",
"ACACAGATCCTGTTCTGA 0 0 \n",
"ACACTACGTCCTGTCGAA 0 0 \n",
"ACATAGACGCCGTCTCGG 0 0 \n",
"ACATCACCTGCGCGCTCT 0 0 \n",
"ACATGTATGGCCGCGCCC 0 0 \n",
"ACATTAACCTGATAACAT 0 0 \n",
"ACATTTAAGGCGCATGAT 0 0 "
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"counts.iloc[:10, :5]"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(534, 14980)"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"counts.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To keep track of spatial location of each sample, we create a sample information table."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"sample_info = long_table.groupby('barcode_id')['x', 'y'].first()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"# Just to make sure ecerything is sorted the same\n",
"sample_info = sample_info.sort_index()\n",
"counts = counts.sort_index()"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figsize(5, 5)\n",
"plt.scatter(sample_info.x, sample_info.y, c='k', s=50)\n",
"plt.gca().invert_yaxis();\n",
"plt.axis('equal');\n",
"plt.xlabel('Spatial x-axis')\n",
"plt.ylabel('Spatial y-axis');"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"sample_info['total_count'] = counts.sum(1)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"# Filter practically unobserved genes, and remove practically empty \"spots\"\n",
"counts = counts.T[counts.sum(0) >= 3].T\n",
"sample_info = sample_info.query('total_count > 5').copy()\n",
"counts = counts.loc[sample_info.index]"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(530, 12150)"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"counts.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"After filtering, there are 530 spatial \"spots\", where 12,150 genes have been measured."
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figsize(5, 5)\n",
"plt.scatter(sample_info.x, sample_info.y, c=np.log10(sample_info.total_count), s=50)\n",
"plt.gca().invert_yaxis();\n",
"plt.axis('equal');\n",
"plt.xlabel('Spatial x-axis')\n",
"plt.ylabel('Spatial y-axis');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before running `SpatialDE` we need to do a couple of things: first variance stabilize the counts, then control for the variation in count depth for the \"spots\"."
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"import NaiveDE\n",
"\n",
"# Apply Anscombe's transform for NB data\n",
"dfm = NaiveDE.stabilize(counts.T).T\n",
"\n",
"# Extract residuals from regression\n",
"resids = NaiveDE.regress_out(sample_info, dfm.T, 'np.log(total_count)').T\n",
"\n",
"# Put spatial coordinates in their own table\n",
"X = sample_info[['x', 'y']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we run SpatialDE, this takes about 3 minutes on my iMac"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:root:Performing DE test\n",
"INFO:root:Pre-calculating USU^T = K's ...\n",
"INFO:root:Done: 0.34s\n",
"INFO:root:Fitting gene models\n",
"INFO:root:Model 1 of 10\n",
"INFO:root:Model 2 of 10 \n",
"INFO:root:Model 3 of 10 \n",
"INFO:root:Model 4 of 10 \n",
"INFO:root:Model 5 of 10 \n",
"INFO:root:Model 6 of 10 \n",
"INFO:root:Model 7 of 10 \n",
"INFO:root:Model 8 of 10 \n",
"INFO:root:Model 9 of 10 \n",
"INFO:root:Model 10 of 10 \n",
" \r"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 2min 40s, sys: 3.15 s, total: 2min 43s\n",
"Wall time: 2min 38s\n"
]
}
],
"source": [
"%%time\n",
"import SpatialDE\n",
"\n",
"results = SpatialDE.run(X, resids)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
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" <tr>\n",
" <th>FSV</th>\n",
" <td>2.05897e-09</td>\n",
" <td>2.05897e-09</td>\n",
" <td>2.05897e-09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>M</th>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>g</th>\n",
" <td>ENSG00000000419</td>\n",
" <td>ENSG00000000938</td>\n",
" <td>ENSG00000001036</td>\n",
" </tr>\n",
" <tr>\n",
" <th>l</th>\n",
" <td>0.5</td>\n",
" <td>0.5</td>\n",
" <td>0.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max_delta</th>\n",
" <td>4.85165e+08</td>\n",
" <td>4.85165e+08</td>\n",
" <td>4.85165e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max_ll</th>\n",
" <td>179.568</td>\n",
" <td>881.869</td>\n",
" <td>327.966</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max_mu_hat</th>\n",
" <td>0.129841</td>\n",
" <td>0.350817</td>\n",
" <td>0.186056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max_s2_t_hat</th>\n",
" <td>9.60333e-11</td>\n",
" <td>2.58001e-10</td>\n",
" <td>1.06357e-10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>model</th>\n",
" <td>SE</td>\n",
" <td>SE</td>\n",
" <td>SE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n</th>\n",
" <td>530</td>\n",
" <td>530</td>\n",
" <td>530</td>\n",
" </tr>\n",
" <tr>\n",
" <th>s2_FSV</th>\n",
" <td>0.759402</td>\n",
" <td>0.611944</td>\n",
" <td>0.0295725</td>\n",
" </tr>\n",
" <tr>\n",
" <th>s2_logdelta</th>\n",
" <td>1.29702e+17</td>\n",
" <td>1.04517e+17</td>\n",
" <td>5.05083e+15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>time</th>\n",
" <td>0.000999928</td>\n",
" <td>0.000757933</td>\n",
" <td>0.000724792</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BIC</th>\n",
" <td>-334.044</td>\n",
" <td>-1738.65</td>\n",
" <td>-630.841</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max_ll_null</th>\n",
" <td>179.567</td>\n",
" <td>881.868</td>\n",
" <td>327.966</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LLR</th>\n",
" <td>0.00047229</td>\n",
" <td>0.000472289</td>\n",
" <td>0.000472279</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pval</th>\n",
" <td>0.982662</td>\n",
" <td>0.982662</td>\n",
" <td>0.982662</td>\n",
" </tr>\n",
" <tr>\n",
" <th>qval</th>\n",
" <td>0.982662</td>\n",
" <td>0.982662</td>\n",
" <td>0.982662</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0 1 2\n",
"FSV 2.05897e-09 2.05897e-09 2.05897e-09\n",
"M 4 4 4\n",
"g ENSG00000000419 ENSG00000000938 ENSG00000001036\n",
"l 0.5 0.5 0.5\n",
"max_delta 4.85165e+08 4.85165e+08 4.85165e+08\n",
"max_ll 179.568 881.869 327.966\n",
"max_mu_hat 0.129841 0.350817 0.186056\n",
"max_s2_t_hat 9.60333e-11 2.58001e-10 1.06357e-10\n",
"model SE SE SE\n",
"n 530 530 530\n",
"s2_FSV 0.759402 0.611944 0.0295725\n",
"s2_logdelta 1.29702e+17 1.04517e+17 5.05083e+15\n",
"time 0.000999928 0.000757933 0.000724792\n",
"BIC -334.044 -1738.65 -630.841\n",
"max_ll_null 179.567 881.868 327.966\n",
"LLR 0.00047229 0.000472289 0.000472279\n",
"pval 0.982662 0.982662 0.982662\n",
"qval 0.982662 0.982662 0.982662"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results.head(3).T"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(12150, 18)"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results.shape"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
"import SpatialDE.plot"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"# For numerical reasons, sometimes p-values are set to 0 of they are too small.\n",
"# Bring these back to reasonable numbers.\n",
"results['pval'] = results['pval'].clip_lower(results.query('pval > 0')['pval'].min() / 2)\n",
"results['qval'] = results['qval'].clip_lower(results.query('qval > 0')['qval'].min() / 2)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"SpatialDE.plot.FSV_sig(results)"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
"sig_res = results.query('qval < 0.05')"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(73, 18)"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sig_res.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This means 73 genes are significantly spatially variable. We would like to investigate these, so we need to translate the ENSEMBL IDs in the table to gene names that are easier for people to parse. For this, I went to [http://uswest.ensembl.org/biomart](http://uswest.ensembl.org/biomart) and downloaded a table of gene ids and gene names for the human gene annotation. I don't know if this is the annotation Asp et al used, but in most cases the IDs haven't changed in a long time."
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Gene name</th>\n",
" <th>Gene description</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Gene stable ID</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ENSG00000283891</th>\n",
" <td>MIR628</td>\n",
" <td>microRNA 628 [Source:HGNC Symbol;Acc:HGNC:32884]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000251931</th>\n",
" <td>RNU6-871P</td>\n",
" <td>RNA, U6 small nuclear 871, pseudogene [Source:...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000207766</th>\n",
" <td>MIR626</td>\n",
" <td>microRNA 626 [Source:HGNC Symbol;Acc:HGNC:32882]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000275323</th>\n",
" <td>AC012314.7</td>\n",
" <td>40S ribosomal protein S9 [Source:UniProtKB/Sw...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ENSG00000276678</th>\n",
" <td>GHRLOS</td>\n",
" <td>Ghrelin opposite strand RNA conserved region [...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Gene name Gene description\n",
"Gene stable ID \n",
"ENSG00000283891 MIR628 microRNA 628 [Source:HGNC Symbol;Acc:HGNC:32884]\n",
"ENSG00000251931 RNU6-871P RNA, U6 small nuclear 871, pseudogene [Source:...\n",
"ENSG00000207766 MIR626 microRNA 626 [Source:HGNC Symbol;Acc:HGNC:32882]\n",
"ENSG00000275323 AC012314.7 40S ribosomal protein S9 [Source:UniProtKB/Sw...\n",
"ENSG00000276678 GHRLOS Ghrelin opposite strand RNA conserved region [..."
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gene_info = pd.read_csv('gene_ids.tsv', index_col=0, sep='\\t')\n",
"gene_info.head()"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [],
"source": [
"results['gene_name'] = results.g.map(gene_info['Gene name'])"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [],
"source": [
"sig_res = results.query('qval < 0.05')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What is the general distribution of length scales of significant genes?"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.500000 22\n",
"4.178220 21\n",
"7.103897 17\n",
"2.457457 5\n",
"0.850110 4\n",
"1.445375 3\n",
"12.078193 1\n",
"Name: l, dtype: int64"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sig_res.l.value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the ST technology used in Asp et al, the length unit for spatial coordinates is 200 µm, so in real-world coordinates, a lengthscale of 0.5 corresponds to 100 µm, while 4.17 corresponds to 834 µm. These are the roughyl scales at which expression levels change in a meaningful way. Now let's see which genes are represented at these scales. We can probably ignore the results for the smallest lengthscale, since it is so much smaller than smallest observed distance, it is likely to indicate a couple of neighboring spots expressing the gene."
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"l = 0.5:\n",
"PABPC3, CDH23, AMY2A, LARP1B, ZNF117, LRRC4B, PRR15, ZDHHC11, PTPRD, LYSMD1, ...\n",
"\n",
"l = 0.8501104046527316:\n",
"ALMS1, SDK1, NPM3, GFRA3\n",
"\n",
"l = 1.445375400197662:\n",
"HBA2, HBB, TPM1\n",
"\n",
"l = 2.4574573326742764:\n",
"NPPA, MT-CO3, CST3, CFD, DES\n",
"\n",
"l = 4.178220094993103:\n",
"DCN, FBLN1, MT-ATP6, MT-ND4, MT-CO1, MT-CO2, MB, PTGDS, MT-CYB, TNNT2, ...\n",
"\n",
"l = 7.10389675136552:\n",
"MT-ND2, MT-ND6, MTRNR2L1, MYH6, GAPDH, MT-ND5, ITLN1, ACTC1, CYCS, C1S, ...\n",
"\n",
"l = 12.078193083829134:\n",
"MYL7\n",
"\n"
]
}
],
"source": [
"grp = sig_res.groupby('l')\n",
"for l, group in grp:\n",
" top_string = ', '.join(group.sort_values('pval').head(10)['gene_name'].values)\n",
" if group.shape[0] > 10:\n",
" top_string += ', ...'\n",
"\n",
" print(f'l = {l}:')\n",
" print(top_string)\n",
" print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At this point it is usually fun to google all these genes, and plot what they look like spatially. I leave that as an exercise to the reader, but plot the top gene at each lengthscale so you can get a feeling for how the different lengthscales look."
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 7 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figsize(10, 6)\n",
"top_list = ['PABPC3', 'ALMS1', 'HBA2', 'NPPA', 'DCN', 'MT-ND2', 'MYL7']\n",
"for i, g in enumerate(top_list):\n",
" plt.subplot(2, 4, i + 1)\n",
" g_id = results.query('gene_name == @g').g.iloc[0]\n",
" l = results.query('gene_name == @g').l.iloc[0]\n",
" plt.scatter(sample_info.x, sample_info.y, c=resids[g_id], s=25)\n",
" plt.axis('equal');\n",
" plt.gca().invert_yaxis();\n",
" plt.title(f'l = {l:.2}: {g}')\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's investigate what histological patterns in the heart tissue is defined by these spatially variable genes.\n",
"\n",
"I'm excluding the genes with very small lengthscales, because they seem independent from eachother. I'm picking 8 patterns, and a lengthscale of 2.0 which should be compatible with the l=1.4 genes at the same time as using the spatial prior for genes with larger l."
]
},
{
"cell_type": "code",
"execution_count": 238,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"iter 0, ELBO: -2.60e+10\n",
"iter 1, ELBO: -1.31e+10, delta_ELBO: 1.29e+10\n",
"iter 2, ELBO: -1.31e+10, delta_ELBO: 2.89e+03\n",
"iter 3, ELBO: -1.31e+10, delta_ELBO: 1.60e+03\n",
"iter 4, ELBO: -1.31e+10, delta_ELBO: 5.32e+02\n",
"iter 5, ELBO: -1.31e+10, delta_ELBO: 6.26e+01\n",
"iter 6, ELBO: -1.31e+10, delta_ELBO: 8.26e+01\n",
"iter 7, ELBO: -1.31e+10, delta_ELBO: 1.22e+00\n",
"iter 8, ELBO: -1.31e+10, delta_ELBO: 1.69e-02\n",
"iter 9, ELBO: -1.31e+10, delta_ELBO: 2.44e-04\n",
"Converged on iter 9\n",
"CPU times: user 26.1 s, sys: 1.64 s, total: 27.7 s\n",
"Wall time: 14.2 s\n"
]
}
],
"source": [
"%%time\n",
"histology_results, patterns = SpatialDE.spatial_patterns(X, res, sig_res.query('l > 0.8'), 8, 2.0, verbosity=1)"
]
},
{
"cell_type": "code",
"execution_count": 239,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"7 11\n",
"1 10\n",
"6 9\n",
"3 8\n",
"0 6\n",
"2 3\n",
"5 2\n",
"4 2\n",
"Name: pattern, dtype: int64"
]
},
"execution_count": 239,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"histology_results.pattern.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 240,
"metadata": {},
"outputs": [],
"source": [
"# Again put in interpretable gene names\n",
"histology_results['gene_name'] = histology_results.g.map(gene_info['Gene name'])"
]
},
{
"cell_type": "code",
"execution_count": 241,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pattern 0\n",
"SLC25A4, ATP5A1, TPM1, TTN, ACTC1, MYH6\n",
"\n",
"Pattern 1\n",
"MTRNR2L1, MT-ND1, MT-CO3, MT-CO2, MT-CYB, MT-CO1, MT-ND3, MT-ND4, MT-ATP6, MT-ND2\n",
"\n",
"Pattern 2\n",
"ALMS1, KRT7, ITLN1\n",
"\n",
"Pattern 3\n",
"MTRNR2L12, WISP2, MT-ND6, SDK1, RPL32, MGP, MT-ND5, MT-ND4L\n",
"\n",
"Pattern 4\n",
"LDB3, NPM3\n",
"\n",
"Pattern 5\n",
"HBA2, HBB\n",
"\n",
"Pattern 6\n",
"GFRA3, C1R, C1S, CST3, CFD, DCN, FBLN1, FTL, C3\n",
"\n",
"Pattern 7\n",
"CYCS, PTGDS, DES, TNNT2, NPPA, S100A1, MB, CHCHD10, GAPDH, ATP2A2, MYL7\n",
"\n"
]
}
],
"source": [
"for i in histology_results.sort_values('pattern').pattern.unique():\n",
" \n",
" print('Pattern {}'.format(i))\n",
" print(', '.join(histology_results.query('pattern == @i').sort_values('membership')['gene_name'].tolist()))\n",
" print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These groups of genes can then be directly related to underlying spatial patterns."
]
},
{
"cell_type": "code",
"execution_count": 245,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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