Skip to content

Instantly share code, notes, and snippets.

@eric-czech
Last active May 23, 2020 16:18
Show Gist options
  • Save eric-czech/8b6e0331f7e512f89cf009839e9f84ca to your computer and use it in GitHub Desktop.
Save eric-czech/8b6e0331f7e512f89cf009839e9f84ca to your computer and use it in GitHub Desktop.
Genetic data simulations with dask
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Genetic Data Simulation and Usage Examples"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import dask.array as da\n",
"import seaborn as sns\n",
"from scipy.cluster.vq import kmeans2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data Simulation"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [],
"source": [
"def make_genotypes(\n",
" n_variants, \n",
" n_samples, \n",
" n_populations, \n",
" pop_dist=None, \n",
" fst=None, \n",
" seed=None, \n",
" admixture=None\n",
"):\n",
" \"\"\"Draw from Balding-Nichols or Pritchard-Stephens-Donnelly admixed population models\"\"\"\n",
" da.random.seed(seed=seed)\n",
" \n",
" # Default to same number of samples drawn in each population\n",
" if pop_dist is None:\n",
" pop_dist = [1/n_populations] * n_populations\n",
"\n",
" # Default to fairly low levels of panmixis so that populations\n",
" # can still be easily differentiated (below .01 or so they become\n",
" # indistinguishable)\n",
" if fst is None:\n",
" fst = [0.1] * n_populations\n",
" \n",
" # Set global, ancestral allele frequency for each variant\n",
" aaf = .1 + .8 * da.random.random_sample(size=n_variants)\n",
" \n",
" # Create (n_samples, n_populations) array containing admixture proportions\n",
" if admixture is None:\n",
" idx = da.random.choice(list(range(n_populations)), size=n_samples, p=pop_dist)\n",
" pops = da.stack([(idx == k).astype(float) for k in range(n_populations)], axis=1)\n",
" elif n_populations == 2:\n",
" pops = da.random.beta(*admixture, size=n_samples)\n",
" pops = da.stack([pops, 1-pops], axis=1)\n",
" else:\n",
" raise NotImplementedError(\n",
" 'Admixture for more than 2 populations not supported (need dirichlet)'\n",
" )\n",
" \n",
" # Create (n_variants, n_populations) array containing population AFs\n",
" population_variant_af = lambda p, fst: da.random.beta(\n",
" p * (1 - fst) / fst, \n",
" (1 - p) * (1 - fst) / fst\n",
" )\n",
" vafs = da.stack([\n",
" population_variant_af(aaf, fst[k])\n",
" for k in range(n_populations)\n",
" ], axis=1)\n",
" \n",
" # Dot product of variant AFs (one for each population) and \n",
" # mixing proportions for each sample (one for each population)\n",
" # gives the binomial sampling distribution (n_variants, n_samples)\n",
" vafs = vafs @ pops.T\n",
"\n",
" # Draw unphased, biallelic, diploid genotype indexes in [0, 1, 2]\n",
" gts = da.random.binomial(2, vafs)\n",
" return gts"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Simulate genotyping data for 3 populations of people (e.g. European, Japanese, African) where one population is a good bit larger than the other two:"
]
},
{
"cell_type": "code",
"execution_count": 206,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1000, 240)"
]
},
"execution_count": 206,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Result has genetic variations measured at 1000 sites for 240 people\n",
"# Note: The variants/rows are completely independent in this \n",
"# case -- i.e. they are in \"linkage equilibrium\"\n",
"gt = make_genotypes(1000, 240, 3, pop_dist=[.5, .3, .2], seed=0)\n",
"gt.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Genetic Relatedness"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Genetic Relatedness Matrix (GRM) as specified in [Population Structure and Eigenanalysis](https://journals.plos.org/plosgenetics/article?id=10.1371/journal.pgen.0020190) Patterson et al. 2006:"
]
},
{
"cell_type": "code",
"execution_count": 207,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(240, 240)"
]
},
"execution_count": 207,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vaf = .5 * gt.mean(axis=1, keepdims=True)\n",
"grm = (gt - 2 * vaf) / da.sqrt(2 * vaf * (1 - vaf) * gt.shape[0])\n",
"grm = grm.T @ grm\n",
"grm.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Show distribution of off-diagonal GRM values:"
]
},
{
"cell_type": "code",
"execution_count": 208,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# TODO: Is there a way to do this with dask arrays instead?\n",
"# grm[np.triu_indices(grm.shape[0], k=1)]\n",
"\n",
"fig, ax = plt.subplots(figsize=(12, 3))\n",
"values = grm[da.triu(da.ones(shape=grm.shape, dtype=bool), k=1)]\n",
"sns.distplot(values, bins=128, ax=ax)\n",
"ax.set_title('Genetic Relatedness Distribution')\n",
"ax.set_xlabel('');"
]
},
{
"cell_type": "code",
"execution_count": 209,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cg = sns.clustermap(grm.compute(), cmap='YlGnBu_r', figsize=(12, 12))\n",
"cg.ax_row_dendrogram.set_visible(False)\n",
"cg.ax_col_dendrogram.set_visible(False)\n",
"cg.cax.set_visible(False)\n",
"cg.ax_heatmap.set_xlabel('Sample Index')\n",
"cg.ax_heatmap.set_ylabel('Sample Index')\n",
"cg.ax_heatmap.set_title('Genetic Relatedness Matrix');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Population Structure (PCA)\n",
"\n",
"Rescaling and projection, again according to Patterson 2006:"
]
},
{
"cell_type": "code",
"execution_count": 210,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1000, 240)"
]
},
"execution_count": 210,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gtm = gt.mean(axis=1, keepdims=True) \n",
"gts = (gt - gtm) / da.sqrt((gtm / 2) * (1 - gtm/2))\n",
"gts.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute rank 2 SVD:"
]
},
{
"cell_type": "code",
"execution_count": 211,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2, 240)"
]
},
"execution_count": 211,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"u, s, v = da.linalg.svd_compressed(gts.T, 2)\n",
"gtp = (v @ gts).compute()\n",
"gtp.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Show projections of samples with inferred clusterings:"
]
},
{
"cell_type": "code",
"execution_count": 230,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'PC1')"
]
},
"execution_count": 230,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 6))\n",
"clusters = kmeans2(gtp.T, 3, minit='++')[1]\n",
"sns.scatterplot(gtp[0], gtp[1], ax=ax, hue=clusters, palette='Set1')\n",
"ax.set_title('PCA Sample Projection')\n",
"ax.set_xlabel('PC0')\n",
"ax.set_ylabel('PC1')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment