{ "cells": [ { "cell_type": "markdown", "id": "4dfe3e0e-c43e-4606-b007-fe1e28fedbea", "metadata": {}, "source": [ "## Clustering with UMAPs\n", "Clustering objects can be challenging when working with many parameters, in particular when interacting with data manually. To reduce the number of parameters, dimensionality reduction techniques such as the Uniform Manifold Approximation Projection (UMAP) have been developed. In this notebook we use the technique to differentiate nuclei in an image which are mitotic from those which are not mitotic.\n", "\n", "See also\n", "* [UMAP Documentation](https://umap-learn.readthedocs.io/)\n", "* [McInnes, L, Healy, J, UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction, ArXiv e-prints 1802.03426, 2018](https://arxiv.org/abs/1802.03426)" ] }, { "cell_type": "code", "execution_count": 1, "id": "406bb25d-3828-4eff-ac79-6279df50618a", "metadata": {}, "outputs": [], "source": [ "from skimage.data import human_mitosis\n", "from napari_segment_blobs_and_things_with_membranes import voronoi_otsu_labeling\n", "from napari_simpleitk_image_processing import label_statistics\n", "from sklearn.preprocessing import StandardScaler\n", "import numpy as np\n", "import umap\n", "import seaborn\n", "import pyclesperanto_prototype as cle\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "10101f47-9d5f-4e03-bea6-3f9c2b7b15bf", "metadata": {}, "source": [ "## Example data\n", "First, we load the example image (taken from the [scikit-image examples](https://scikit-image.org/docs/stable/auto_examples/applications/plot_human_mitosis.html)) showing human cell nuclei." ] }, { "cell_type": "code", "execution_count": 2, "id": "65b18c0e-dc03-453e-bff6-35bbdba94e61", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Downloading file 'data/mitosis.tif' from 'https://gitlab.com/scikit-image/data/-/raw/2cdc5ce89b334d28f06a58c9f0ca21aa6992a5ba/AS_09125_050116030001_D03f00d0.tif' to 'C:\\Users\\haase\\AppData\\Local\\scikit-image\\scikit-image\\Cache\\0.20.0'.\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
\n", "\n", "\n", "cle._ image
\n", "\n", "\n", "\n", "\n", "\n", "
shape(512, 512)
dtypefloat32
size1024.0 kB
min7.0
max255.0
\n", "\n", "
" ], "text/plain": [ "cl.OCLArray([[ 8., 8., 8., ..., 63., 78., 75.],\n", " [ 8., 8., 7., ..., 67., 71., 71.],\n", " [ 9., 8., 8., ..., 53., 64., 66.],\n", " ...,\n", " [ 8., 9., 8., ..., 17., 24., 59.],\n", " [ 8., 8., 8., ..., 17., 22., 55.],\n", " [ 8., 8., 8., ..., 16., 18., 38.]], dtype=float32)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image = cle.asarray(human_mitosis())\n", "image" ] }, { "cell_type": "code", "execution_count": 3, "id": "f5c65cf1-5871-4d4f-89b2-e148dc3e530e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
\n", "\n", "\n", "cle._ image
\n", "\n", "\n", "\n", "\n", "\n", "
shape(512, 512)
dtypeuint32
size1024.0 kB
min0.0
max320.0
\n", "\n", "
" ], "text/plain": [ "cl.OCLArray([[ 0, 0, 0, ..., 314, 314, 314],\n", " [ 0, 0, 0, ..., 314, 314, 314],\n", " [ 0, 0, 0, ..., 314, 314, 314],\n", " ...,\n", " [ 0, 0, 0, ..., 0, 0, 320],\n", " [ 0, 0, 0, ..., 0, 0, 320],\n", " [ 0, 0, 0, ..., 0, 0, 320]], dtype=uint32)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels = cle.voronoi_otsu_labeling(image, spot_sigma=2.5, outline_sigma=0)\n", "labels" ] }, { "cell_type": "markdown", "id": "d011d8fb-0da3-4170-a80d-fda62f841e3b", "metadata": {}, "source": [ "## Feature extraction\n", "We then measure properties of the nuclei such as intensity, size, shape, perimeter and moments." ] }, { "cell_type": "code", "execution_count": 4, "id": "4d7525cf-1cdd-4e47-a659-24ab381b82e7", "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", " \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", " \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", " \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", " \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", "
labelmaximummeanmedianminimumsigmasumvarianceelongationferet_diameter...number_of_pixels_on_borderperimeterperimeter_on_borderperimeter_on_border_ratioprincipal_axes0principal_axes1principal_axes2principal_axes3principal_moments0principal_moments1
0183.069.88636473.35937548.09.8906013075.097.8239961.8587359.486833...1025.66498210.00.3896360.998995-0.0448250.0448250.9989951.9264486.655680
1246.042.12500043.32812538.02.748376337.07.5535710.0000007.000000...815.9543498.00.5014311.0000000.0000000.0000001.0000000.0000005.250000
2353.044.91666745.26562538.04.461111539.019.9015153.6095116.000000...714.8436297.00.4715831.0000000.0000000.0000001.0000000.2430563.166667
3492.065.60317565.60937538.014.4752734133.0209.5335381.21293310.000000...729.6872577.00.2357910.9145110.404561-0.4045610.9145114.2272716.219189
4559.046.31506846.23437538.05.0658903381.025.6632421.24950711.401754...934.2648939.00.2626600.363116-0.9317440.9317440.3631165.0012477.808286
\n", "

5 rows × 27 columns

\n", "
" ], "text/plain": [ " label maximum mean median minimum sigma sum \\\n", "0 1 83.0 69.886364 73.359375 48.0 9.890601 3075.0 \n", "1 2 46.0 42.125000 43.328125 38.0 2.748376 337.0 \n", "2 3 53.0 44.916667 45.265625 38.0 4.461111 539.0 \n", "3 4 92.0 65.603175 65.609375 38.0 14.475273 4133.0 \n", "4 5 59.0 46.315068 46.234375 38.0 5.065890 3381.0 \n", "\n", " variance elongation feret_diameter ... number_of_pixels_on_border \\\n", "0 97.823996 1.858735 9.486833 ... 10 \n", "1 7.553571 0.000000 7.000000 ... 8 \n", "2 19.901515 3.609511 6.000000 ... 7 \n", "3 209.533538 1.212933 10.000000 ... 7 \n", "4 25.663242 1.249507 11.401754 ... 9 \n", "\n", " perimeter perimeter_on_border perimeter_on_border_ratio principal_axes0 \\\n", "0 25.664982 10.0 0.389636 0.998995 \n", "1 15.954349 8.0 0.501431 1.000000 \n", "2 14.843629 7.0 0.471583 1.000000 \n", "3 29.687257 7.0 0.235791 0.914511 \n", "4 34.264893 9.0 0.262660 0.363116 \n", "\n", " principal_axes1 principal_axes2 principal_axes3 principal_moments0 \\\n", "0 -0.044825 0.044825 0.998995 1.926448 \n", "1 0.000000 0.000000 1.000000 0.000000 \n", "2 0.000000 0.000000 1.000000 0.243056 \n", "3 0.404561 -0.404561 0.914511 4.227271 \n", "4 -0.931744 0.931744 0.363116 5.001247 \n", "\n", " principal_moments1 \n", "0 6.655680 \n", "1 5.250000 \n", "2 3.166667 \n", "3 6.219189 \n", "4 7.808286 \n", "\n", "[5 rows x 27 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nuclei_statistics = label_statistics(image, labels, \n", " intensity=True, \n", " size=True, \n", " shape=True, \n", " perimeter=True,\n", " moments=True)\n", "nuclei_statistics.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "7a28e4b6-12a6-4c28-8f4d-8b0e78fbda00", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['label', 'maximum', 'mean', 'median', 'minimum', 'sigma', 'sum',\n", " 'variance', 'elongation', 'feret_diameter', 'flatness', 'roundness',\n", " 'equivalent_ellipsoid_diameter_0', 'equivalent_ellipsoid_diameter_1',\n", " 'equivalent_spherical_perimeter', 'equivalent_spherical_radius',\n", " 'number_of_pixels', 'number_of_pixels_on_border', 'perimeter',\n", " 'perimeter_on_border', 'perimeter_on_border_ratio', 'principal_axes0',\n", " 'principal_axes1', 'principal_axes2', 'principal_axes3',\n", " 'principal_moments0', 'principal_moments1'],\n", " dtype='object')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# list all columns we measured\n", "nuclei_statistics.keys()" ] }, { "cell_type": "markdown", "id": "aa743e50-2b86-405f-9a18-edc4260503e7", "metadata": {}, "source": [ "## Feature selection\n", "In the image it is obvious that dividing nuclei are brighter than others. Furthermore, they apper elongated. Thus, we select intensity and shape-based features." ] }, { "cell_type": "code", "execution_count": 6, "id": "0701c1d5-33be-45a2-9aea-e99980f85b50", "metadata": {}, "outputs": [], "source": [ "selected_table = nuclei_statistics[\n", " [\n", " \"mean\",\n", " \"variance\",\n", " \"elongation\",\n", " ]\n", "]\n", "\n", "selected_statistics = selected_table.values" ] }, { "cell_type": "markdown", "id": "78a4f8de-a8ec-4f63-9134-5d54ba057d51", "metadata": {}, "source": [ "## Standard scaling\n", "We then scale those measurements so that intensity levels and distances can be interpreted in a balanced way ([Read more](machine_learning_basics.scaling)). " ] }, { "cell_type": "code", "execution_count": 7, "id": "36f03f05-fdbb-434f-bedd-1f5b158dc3e9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(numpy.ndarray, (320, 3))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scaled_statistics = StandardScaler().fit_transform(selected_statistics)\n", "\n", "type(scaled_statistics), scaled_statistics.shape" ] }, { "cell_type": "markdown", "id": "58fa14a8-c5d0-49d1-ab3a-60c88ce13324", "metadata": {}, "source": [ "## Plotting\n", "For demonstration purposes, we plot the three selected features against each other. " ] }, { "cell_type": "code", "execution_count": 8, "id": "91e07f1d-9c08-4923-8e2c-c80331e95180", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def hide_current_axis(*args, **kwds):\n", " plt.gca().set_visible(False)\n", "\n", "g = seaborn.PairGrid(selected_table)\n", "g.map(seaborn.scatterplot)" ] }, { "cell_type": "markdown", "id": "ea4b65ab-6fdf-4f3b-a2f5-67b1037ecf5e", "metadata": {}, "source": [ "From these plots, one could presume that datapoints with high mean intensity, variance and/or elongation are mitotic. However, there is no clear group of data points that are characteristically different from others, which could be easily differentiated." ] }, { "cell_type": "markdown", "id": "89022de4-84db-4f12-a603-975150dd421c", "metadata": {}, "source": [ "## Dimensionality reduction\n", "To demonstrate the UMAP algorithm, we now reduce these three dimensions to two." ] }, { "cell_type": "code", "execution_count": 9, "id": "a267ccb5-442b-43a7-875a-c3d1db5254bf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(numpy.ndarray, (320, 2))" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reducer = umap.UMAP()\n", "embedding = reducer.fit_transform(scaled_statistics)\n", "type(embedding), embedding.shape" ] }, { "cell_type": "code", "execution_count": 10, "id": "442d7fe0-8955-4aac-8a14-fe67d9b1b267", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seaborn.scatterplot(x=embedding[:, 0], \n", " y=embedding[:, 1])" ] }, { "cell_type": "markdown", "id": "17baed9a-1c14-42bb-8c57-30edda084fe9", "metadata": {}, "source": [ "## A note on repeatability\n", "The algorithm behind the UMAP is partially a non-deterministic. Thus, if you run the same code twice, the result might look slightly different." ] }, { "cell_type": "code", "execution_count": 11, "id": "b2023be7-c480-4969-89bf-cf3649632e59", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reducer = umap.UMAP()\n", "embedding2 = reducer.fit_transform(scaled_statistics)\n", "\n", "seaborn.scatterplot(x=embedding2[:, 0], \n", " y=embedding2[:, 1])" ] }, { "cell_type": "code", "execution_count": 12, "id": "f9f9dcc6-2d47-4090-8b38-7907199e4a25", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reducer = umap.UMAP()\n", "embedding2 = reducer.fit_transform(scaled_statistics)\n", "\n", "seaborn.scatterplot(x=embedding2[:, 0], \n", " y=embedding2[:, 1])" ] }, { "cell_type": "markdown", "id": "a7c733aa-fa6c-4e3f-8f57-6ff281ffb009", "metadata": {}, "source": [ "This limitation can be circumvented by providing a non-random seed `random_state`. However, it does not solve the general limitation. If our input data is slightly different, e.g. coming from a different image showing different cells, we may not receive the same UMAP result." ] }, { "cell_type": "code", "execution_count": 13, "id": "f385746e-883b-4972-841d-070fe514d8e8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reducer = umap.UMAP(random_state=42)\n", "embedding3 = reducer.fit_transform(scaled_statistics)\n", "\n", "seaborn.scatterplot(x=embedding3[:, 0], \n", " y=embedding3[:, 1])" ] }, { "cell_type": "code", "execution_count": 14, "id": "c884c677-d3e8-45f4-9072-81ca5aaa13d1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reducer = umap.UMAP(random_state=42)\n", "embedding4 = reducer.fit_transform(scaled_statistics)\n", "\n", "seaborn.scatterplot(x=embedding4[:, 0], \n", " y=embedding4[:, 1])" ] }, { "cell_type": "code", "execution_count": 15, "id": "d25e5a36-5372-44eb-82c0-69fa192e8ecb", "metadata": {}, "outputs": [], "source": [ "nuclei_statistics[\"UMAP1\"] = embedding4[:, 0]\n", "nuclei_statistics[\"UMAP2\"] = embedding4[:, 1]" ] }, { "cell_type": "markdown", "id": "67b0b1ac-2c2b-443e-92b4-853d658dd1f2", "metadata": {}, "source": [ "## Manual clustering\n", "We can mark reagions in the UMAP plot interactively (e.g. using the [napari-clusters-plotter](https://www.napari-hub.org/plugins/napari-clusters-plotter)). To mimik this in a notebook, we set a manual threshold on a single UMAP axis to mark a region of data points we would like to investigate further. As mentioned above, as the UMAP result may not be 100% repeatable, we might need to adapt this threshold after generating a new UMAP on a different dataset." ] }, { "cell_type": "code", "execution_count": 16, "id": "845aac34-b07f-41fc-9ffa-c809f57d5895", "metadata": {}, "outputs": [], "source": [ "def manual_threshold(x):\n", " if x < 9:\n", " return 1\n", " else:\n", " return 2\n", " \n", "nuclei_statistics[\"MANUAL_CLUSTER_ID\"] = [\n", " manual_threshold(x) \n", " for x in nuclei_statistics[\"UMAP1\"]\n", "]" ] }, { "cell_type": "code", "execution_count": 17, "id": "539294db-66f5-414e-856d-5513ad7a6acd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seaborn.scatterplot(\n", " x=nuclei_statistics[\"UMAP1\"],\n", " y=nuclei_statistics[\"UMAP2\"],\n", " hue=nuclei_statistics[\"MANUAL_CLUSTER_ID\"],\n", ")" ] }, { "cell_type": "markdown", "id": "8c847e27-f6e9-491f-a2ae-890fafb10d09", "metadata": {}, "source": [ "## Cluster visualization in image space" ] }, { "cell_type": "code", "execution_count": 18, "id": "e3c77ae4-54b1-42de-80e5-e2185305fdd6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n" ] } ], "source": [ "# put a 0 for background in front\n", "new_values = [0] + nuclei_statistics[\"MANUAL_CLUSTER_ID\"].tolist()\n", "\n", "print(new_values[:10])" ] }, { "cell_type": "code", "execution_count": 19, "id": "54c101a8-e3dd-4611-bcae-b2b5fa10c494", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster_id_image = cle.replace_intensities(labels, new_values)\n", "cle.imshow(cluster_id_image, labels=True)" ] }, { "cell_type": "code", "execution_count": 20, "id": "10d891e7-7759-4a42-81d7-b352422df270", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "label_edges = cle.detect_label_edges(labels)\n", "coloured_label_edges = label_edges * cluster_id_image\n", "\n", "def show_crop(x=0, y=0, size=100):\n", " fig, axs = plt.subplots(1,3, figsize=(10,10))\n", " \n", " cle.imshow(image[x:x+size, y:y+size], plot=axs[0], \n", " min_display_intensity=0,\n", " max_display_intensity=255)\n", " \n", " cle.imshow(cluster_id_image[x:x+size, y:y+size], labels=True, plot=axs[1], \n", " min_display_intensity=0,\n", " max_display_intensity=3)\n", "\n", " cle.imshow(image[x:x+size, y:y+size], continue_drawing=True, plot=axs[2], \n", " min_display_intensity=0,\n", " max_display_intensity=255)\n", " cle.imshow(coloured_label_edges[x:x+size, y:y+size], labels=True, alpha=0.5, \n", " min_display_intensity=0,\n", " max_display_intensity=3,\n", " plot=axs[2])\n", " \n", " axs[0].set_title(\"Image crop\")\n", " axs[1].set_title(\"Cluster\")\n", " axs[2].set_title(\"Overlay\")\n", " \n", "\n", "show_crop()\n", "show_crop(400, 0)\n", "show_crop(0, 400)" ] }, { "cell_type": "markdown", "id": "22a00036-f8fc-42fd-8bd9-21e010e8cf2c", "metadata": {}, "source": [ "## Feature selection\n", "When drawing UMAPs, it matters which parameters are selected. The procedure above demonstrates that it is possible to produce a UMAP and select a region in it which represents cells with a given phenontype. When choosing wrong parameters, a UMAP can still be generated but may not allow differentiating phenotypes. To demonstrate this, we take the result from the manual clustering step above as ground-truth for the next demonstration. We draw a UMAP from parameters which are supposedly not useful for differentiating phenotypes. In this UMAP, we will color the objects's manual cluster ID. Principal moments and axes are describing how cells are oriented in space. The phenotype mitotic vs. non-mitotic should not be related with on those parameters." ] }, { "cell_type": "code", "execution_count": 21, "id": "12e48ff2-8622-422a-9be9-8a3d5ceff909", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(numpy.ndarray, (320, 6))" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "selected_statistics2 = nuclei_statistics[\n", " [\n", " \"principal_moments0\",\n", " \"principal_moments1\",\n", " \"principal_axes0\",\n", " \"principal_axes1\",\n", " \"principal_axes2\",\n", " \"principal_axes3\",\n", " ]\n", "].values\n", "\n", "scaled_statistics2 = StandardScaler().fit_transform(selected_statistics2)\n", "\n", "type(scaled_statistics2), scaled_statistics2.shape" ] }, { "cell_type": "code", "execution_count": 22, "id": "edd9e153-581c-49e5-8902-44f934d2f0df", "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "scatterplot() takes from 0 to 1 positional arguments but 2 positional arguments (and 1 keyword-only argument) were given", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[22], line 4\u001b[0m\n\u001b[0;32m 1\u001b[0m reducer \u001b[38;5;241m=\u001b[39m umap\u001b[38;5;241m.\u001b[39mUMAP()\n\u001b[0;32m 2\u001b[0m embedding5 \u001b[38;5;241m=\u001b[39m reducer\u001b[38;5;241m.\u001b[39mfit_transform(scaled_statistics2)\n\u001b[1;32m----> 4\u001b[0m \u001b[43mseaborn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mscatterplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43membedding5\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43membedding5\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[0;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnuclei_statistics\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mMANUAL_CLUSTER_ID\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n", "\u001b[1;31mTypeError\u001b[0m: scatterplot() takes from 0 to 1 positional arguments but 2 positional arguments (and 1 keyword-only argument) were given" ] } ], "source": [ "reducer = umap.UMAP()\n", "embedding5 = reducer.fit_transform(scaled_statistics2)\n", "\n", "seaborn.scatterplot(embedding5[:, 0], embedding5[:, 1], \n", " hue=nuclei_statistics[\"MANUAL_CLUSTER_ID\"])" ] }, { "cell_type": "markdown", "id": "c780fa31-6bb3-4551-8625-917a418dcbd0", "metadata": {}, "source": [ "Thus, when experimenting with dimensionality reduction, it is always useful to have some annotasted datasets available. Without annotations and without the possibility to mark regions in the a UMAP, it may be hard to interpret these plots." ] }, { "cell_type": "code", "execution_count": null, "id": "e2b75b1d-545b-4aa3-bc8b-4d0bf4376e4b", "metadata": {}, "outputs": [], "source": [ "selected_statistics3 = nuclei_statistics[\n", " [\n", " \"label\",\n", " \"minimum\"\n", " ]\n", "].values\n", "\n", "scaled_statistics3 = StandardScaler().fit_transform(selected_statistics3)\n", "\n", "type(scaled_statistics3), scaled_statistics3.shape" ] }, { "cell_type": "markdown", "id": "3c3eb83c-c5cc-40e9-9714-3c6bb74752c2", "metadata": {}, "source": [ "## UMAPs of random and non-informative measurements\n", "Our measurement table above also contains columns which may not at all be related to the phenotype. The column `label` is a subsequent enumeration of all object. Assuming the objects are enumerated in random order makes this effectively a random number. The used segmentation algorithm uses a thresholding technique under the hood. Thus, the minimum intensity of all segmented objects is presumably close to this threshold. This leads to the column `minimum` containing almost constant values with some random variation related to noise in the image. If we use such columns to generate a UMAP from, the algorithm will generate a snake-like arrangement of data points." ] }, { "cell_type": "code", "execution_count": null, "id": "f657a9ad-8d63-4873-b2fd-3e96868e90eb", "metadata": {}, "outputs": [], "source": [ "reducer = umap.UMAP()\n", "embedding6 = reducer.fit_transform(scaled_statistics3)\n", "\n", "seaborn.scatterplot(embedding6[:, 0], embedding6[:, 1], \n", " hue=nuclei_statistics[\"MANUAL_CLUSTER_ID\"])" ] }, { "cell_type": "markdown", "id": "df29b9bc-2b65-481e-b95e-39293a10f748", "metadata": {}, "source": [ "Interpreting this UMAP may not lead to reasonable results. Just as comparison, we draw the plot of the two selected columns." ] }, { "cell_type": "code", "execution_count": null, "id": "89d81ff4-c49b-44d8-bc28-d513aead4fa4", "metadata": {}, "outputs": [], "source": [ "seaborn.scatterplot(x=nuclei_statistics[\"label\"], \n", " y=nuclei_statistics[\"minimum\"], \n", " hue=nuclei_statistics[\"MANUAL_CLUSTER_ID\"])" ] }, { "cell_type": "code", "execution_count": null, "id": "45ed527c-d5c2-4714-82ef-721e3f37d93f", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 5 }