345 lines (344 with data), 447.1 kB
{
"cells": [
{
"cell_type": "markdown",
"id": "bbb0a422",
"metadata": {},
"source": [
"## Unbalanced Gromov-Wasserstein for SNARE-seq example\n",
"\n",
"To simulate imbalance between cell types, we subsample the ATAC dataset and try to align to the full RNA dataset."
]
},
{
"cell_type": "markdown",
"id": "9dfc03a3",
"metadata": {},
"source": [
"First import the data:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "3f33b6f8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dimensions of input datasets are: X(rna)= (1047, 10) Y(atac)= (1047, 19)\n"
]
}
],
"source": [
"import numpy as np\n",
"from sklearn.preprocessing import normalize\n",
"#load the data:\n",
"Xrna=normalize(np.load(\"../data/SNARE/SNAREseq_rna_feat.npy\"))\n",
"Yatac=normalize(np.load(\"../data/SNARE/SNAREseq_atac_feat.npy\"))\n",
"print(\"Dimensions of input datasets are: \", \"X(rna)= \", Xrna.shape, \" Y(atac)= \", Yatac.shape)"
]
},
{
"cell_type": "markdown",
"id": "1031656b",
"metadata": {},
"source": [
"Visualize the distribution of cell-types:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a2550bb1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Xrna_ctypes=np.loadtxt(\"../data/SNARE/SNAREseq_rna_types.txt\").astype(int)\n",
"Yatac_ctypes=np.loadtxt(\"../data/SNARE/SNAREseq_atac_types.txt\").astype(int)\n",
"\n",
"from sklearn.decomposition import PCA\n",
"import matplotlib.pyplot as plt \n",
"pca=PCA(n_components=2)\n",
"Xrna_2Dpca=pca.fit_transform(Xrna)\n",
"Yatac_2Dpca=pca.fit_transform(Yatac)\n",
"\n",
"plt.scatter(Xrna_2Dpca[:,0], Xrna_2Dpca[:,1], s=5, c=Xrna_ctypes)\n",
"plt.show()\n",
"plt.scatter(Yatac_2Dpca[:,0], Yatac_2Dpca[:,1], s=5, c=Yatac_ctypes)\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "504afba5",
"metadata": {},
"source": [
"Randomly subsample different cell types in the ATAC domain for the \"unbalanced\" experiment"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "2c49b34b",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x156152af0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"props = [1, 1, 0.7, 0.5]\n",
"\n",
"index = np.concatenate([np.where(Yatac_ctypes == i)[0][0:int((Yatac_ctypes == i).sum() * props[i-1])] for i in range(1,len(props)+1)])\n",
"Yatac_subsamp = Yatac[index, :]\n",
"\n",
"Yatac_subsamp_2Dpca = pca.fit_transform(Yatac_subsamp)\n",
"plt.scatter(Yatac_subsamp_2Dpca[:, 0], Yatac_subsamp_2Dpca[:, 1], s = 4, c = Yatac_ctypes[index])"
]
},
{
"cell_type": "markdown",
"id": "408b53e0",
"metadata": {},
"source": [
"### Now run SCOTv2 to align the RNA domain with the subsampled ATAC domain"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6aab042d",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing intra-domain graph distances\n",
"running pairwise dataset alignments\n",
"Unbalanced GW step: 0\n",
"Unbalanced GW step: 10\n",
"FLAGS [True]\n"
]
}
],
"source": [
"import os\n",
"os.chdir(\"../src\")\n",
"import scotv2\n",
"SCOTv2=scotv2.SCOTv2([Xrna, Yatac_subsamp])\n",
"integrated_data=SCOTv2.align(normalize=False, k=110, eps=5e-3, rho=0.01,projMethod=\"barycentric\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "60bd0277",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1047, 10) (914, 10)\n",
"(1047, 2) (914, 2)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Xrna_integrated=integrated_data[0]\n",
"Yatac_subsamp_integrated=integrated_data[1]\n",
"#run PC jointly:\n",
"concatenated=np.concatenate((Xrna_integrated,Yatac_subsamp_integrated), axis=0)\n",
"concatenated_pc=pca.fit_transform(concatenated)\n",
"Xrna_integrated_pc=concatenated_pc[0:Xrna_integrated.shape[0],:]\n",
"Yatac_subsamp_integrated_pc=concatenated_pc[Xrna_integrated.shape[0]:,:]\n",
"\n",
"print(Xrna_integrated.shape, Yatac_subsamp_integrated.shape)\n",
"print(Xrna_integrated_pc.shape, Yatac_subsamp_integrated_pc.shape)\n",
"\n",
"plt.scatter(Xrna_integrated_pc[:,0], Xrna_integrated_pc[:,1], s=5, c=Xrna_ctypes)\n",
"plt.show()\n",
"plt.scatter(Yatac_subsamp_integrated_pc[:,0], Yatac_subsamp_integrated_pc[:,1], s=5, c=Yatac_ctypes[index])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "9fa5a3aa",
"metadata": {},
"source": [
"Compare with SCOTv1:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "2b5d6350",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"It. |Err \n",
"-------------------\n",
" 0|8.740201e-04|\n",
" 10|4.616618e-05|\n",
" 20|7.293195e-06|\n",
" 30|2.832574e-06|\n",
" 40|9.805228e-07|\n",
" 50|3.238587e-07|\n",
" 60|1.052574e-07|\n",
" 70|3.402874e-08|\n",
" 80|1.098226e-08|\n",
" 90|3.542385e-09|\n",
" 100|1.142410e-09|\n",
" 110|3.684028e-10|\n"
]
}
],
"source": [
"import scotv1\n",
"SCOTv1=scotv1.SCOT(Yatac_subsamp, Xrna)\n",
"Yatac_sumsamp_aligned, Xrna_aligned=SCOTv1.align(k=110, e=5e-3, normalize=False, XontoY=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "1db7aad6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1047, 2) (914, 2)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#run PCA jointly:\n",
"concatenated=np.concatenate((Xrna_aligned,Yatac_sumsamp_aligned), axis=0)\n",
"concatenated_pc=pca.fit_transform(concatenated)\n",
"Xrna_aligned_pc=concatenated_pc[0:Xrna_aligned.shape[0],:]\n",
"Yatac_sumsamp_aligned_pc=concatenated_pc[Xrna_aligned.shape[0]:,:]\n",
"\n",
"print(Xrna_aligned_pc.shape, Yatac_sumsamp_aligned_pc.shape)\n",
"\n",
"plt.scatter(Xrna_aligned_pc[:,0], Xrna_aligned_pc[:,1], s=5, c=Xrna_ctypes)\n",
"plt.show()\n",
"plt.scatter(Yatac_sumsamp_aligned_pc[:,0], Yatac_sumsamp_aligned_pc[:,1], s=5, c=Yatac_ctypes[index])\n",
"plt.show()"
]
}
],
"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": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}