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" } }, "cell_type": "markdown", "id": "af69c23a", "metadata": {}, "source": [ "# A tour of transmorph *transformation* modules\n", "\n", "**Transformation** algorithms take as input a set of datasets and return a new representation\n", "for each of them, embedded in some feature space (there can be one separate feature space per\n", "dataset, or one common feature space). Transformations are generally used during preprocessing:\n", "classic examples are PCA, neighborhood-based data pooling or common highly variable genes\n", "selection. This tutorial presents the transformations that can be used within integration models.\n", "Most preprocessing is expected to be done prior to integration using external tools such as [scanpy](https://scanpy.readthedocs.io/en/stable/).\n", "\n", "This tutorial will be updated when new transformation methods become available.\n", "\n", "
\n", "\n", "
\n", "\n", "## Test dataset and model\n", "\n", "First, we load an example databank from our **transmorph** API." ] }, { "cell_type": "code", "execution_count": 1, "id": "b924056a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "databank_api > Loading bank chen_10x.\n", "databank_api > Bank chen_10x successfully loaded.\n" ] } ], "source": [ "from transmorph.datasets import load_chen_10x\n", "\n", "datasets = load_chen_10x()" ] }, { "cell_type": "markdown", "id": "a890bc58", "metadata": {}, "source": [ "Let us define a utilitary function, *create_model_transformation* which generates a very simplistic model composed of 3 layers (input, transformation, output), with the transformation layer endowed with a set of transformation algorithms passed as parameter. It will allow us to easily test transformation algorithms (they cannot be used outside of a model)." ] }, { "cell_type": "code", "execution_count": 2, "id": "1e9ee03a", "metadata": {}, "outputs": [ { "data": { "image/png": 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ERAygkCUiIiJiAIUsEREREQMoZImIiIgYQCFLRERExAAKWSIiIiIGUMgSERERMYBCloiIiIgBFLJEREREDKCQJSIiImIAhSwRERERAyhkiYiIiBhAIUtERETEAApZIiIiIgZQyBIRERExgEKWiIiIiAE8XV3AlWScNQF2V5chbqBoX5D/Um8IqC8upb4QcM++cKuQ5edrxlIG1u/UBTa5yFKmaN+4lak35FLqC/WFXM7d+sJkt9vdKv6nZhRwNsvm6jLEjfj5mgkOcKvzAZdQb0hx6osi6gspzt36wu1CloiIiMjNwH2uqYmIiIjcRBSyRERERAygkCUiIiJiAIUsEREREQMoZImIiIgYQCFLRERExAAKWSIiIiIGUMgSERERMYBCloiIiIgB/gP49ntSamDlPAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.engine import Model\n", "from transmorph.engine.layers import LayerInput, LayerTransformation, LayerOutput\n", "from transmorph.utils.plotting import plot_model\n", "\n", "def create_model_transformation(*transforms):\n", " # Creates a minimalist model endowed with a set of transformations\n", " \n", " # Initializes layers\n", " layer_input = LayerInput()\n", " layer_transformation = LayerTransformation()\n", " for t in transforms:\n", " layer_transformation.add_transformation(t)\n", " layer_output = LayerOutput()\n", "\n", " # Setup connections\n", " layer_input.connect(layer_transformation)\n", " layer_transformation.connect(layer_output)\n", "\n", " # Build model\n", " model = Model(input_layer=layer_input)\n", " return model\n", "\n", "# Creating an empty model\n", "plot_model(create_model_transformation())" ] }, { "attachments": { "img_cfeatures.png": { "image/png": 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} }, "cell_type": "markdown", "id": "efcbce9e", "metadata": {}, "source": [ "## Common features reduction\n", "\n", "Common features transformation is a simple algorithm that projects every dataset in the subspace of their common features. It takes care of both selecting common features, and reordering data matrix columns accordingly. It also expects the input representation to match AnnData.var dataframe in size.\n", "\n", "
\n", "\n", "
\n", "\n", "Let us first setup a simple model endowed with a common features reduction step." ] }, { "cell_type": "code", "execution_count": 4, "id": "c441595a", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.engine.transforming import CommonFeatures\n", "\n", "model_cf = create_model_transformation(CommonFeatures())\n", "\n", "plot_model(model_cf)" ] }, { "cell_type": "markdown", "id": "fa2dca4f", "metadata": {}, "source": [ "We can now launch the model on our dataset, and store its output under the \"X_common_features\" .obsm key within every AnnData object." ] }, { "cell_type": "code", "execution_count": 12, "id": "1f7f50cb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CUSTOM_MODEL > Transmorph model is initializing.\n", "CUSTOM_MODEL > Ready to start the integration of 14 datasets, 61870 total samples.\n", "CUSTOM_MODEL > Running layer LAYER_INPUT#12.\n", "CUSTOM_MODEL > Running layer LAYER_TRANSFORMATION#13.\n", "CUSTOM_MODEL > Running layer LAYER_OUTPUT#14.\n", "CUSTOM_MODEL > Terminated. Total embedding shape: (61870, 924)\n", "CUSTOM_MODEL > Results have been written in AnnData.obsm['X_common_features'].\n" ] } ], "source": [ "model_cf.fit(datasets, output_representation=\"X_common_features\")" ] }, { "cell_type": "markdown", "id": "05d7d477", "metadata": {}, "source": [ "Let us quickly check the output shape." ] }, { "cell_type": "code", "execution_count": 13, "id": "20ac2e78", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3829, 10000) \t-> (3829, 924)\n", "(4633, 10000) \t-> (4633, 924)\n", "(5677, 10000) \t-> (5677, 924)\n", "(1295, 10000) \t-> (1295, 924)\n", "(4030, 10000) \t-> (4030, 924)\n", "(3874, 10000) \t-> (3874, 924)\n", "(1087, 10000) \t-> (1087, 924)\n", "(3970, 10000) \t-> (3970, 924)\n", "(1945, 10000) \t-> (1945, 924)\n", "(1864, 10000) \t-> (1864, 924)\n", "(5769, 10000) \t-> (5769, 924)\n", "(4496, 10000) \t-> (4496, 924)\n", "(11210, 10000) \t-> (11210, 924)\n", "(8191, 10000) \t-> (8191, 924)\n" ] } ], "source": [ "for key in datasets:\n", " print(datasets[key].X.shape, '\\t->', datasets[key].obsm['X_common_features'].shape)" ] }, { "cell_type": "markdown", "id": "7865a398", "metadata": {}, "source": [ "We can see 924 common genes have been found across the datasets. All datasets are now embedded after this step within a common genes space, which for instance allows proximity-based methods to be used." ] }, { "attachments": { "img_pca.png": { "image/png": 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} }, "cell_type": "markdown", "id": "667eba9f", "metadata": {}, "source": [ "## Principal component analysis\n", "\n", "Principal component analysis (PCA) is a commonly used linear dimensionality reduction method which projects data into an orthogonal base which maximizes the amount of variance. This is an almost mandatory step in pipelines dealing with high dimensionality objects such as single-cell RNA-seq datasets, as it greatly helps mitigating the curse of dimensionality which is an obstacle to most subsequent algorithms.\n", "\n", "
\n", "\n", "
\n", "\n", "Let us first setup a simple model to carry out PCA on our datasets. Note that we first need to add a CommonFeatures step, as PCA must be conducted on datasets embedded in the same space to obtain comparable features. We choose here 2 components for the number of components to return as we would like to plot them, but in typical applications we use between 10 and 50 components." ] }, { "cell_type": "code", "execution_count": 5, "id": "8ea66d14", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.engine.transforming import PCA\n", "\n", "model_pca = create_model_transformation(CommonFeatures(), PCA(n_components=2))\n", "\n", "plot_model(model_pca)" ] }, { "cell_type": "markdown", "id": "5f75cff4", "metadata": {}, "source": [ "We run here the model on our datasets, specifying \"X_pca\" as a key to store transformation results." ] }, { "cell_type": "code", "execution_count": 15, "id": "031facb5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CUSTOM_MODEL > Transmorph model is initializing.\n", "CUSTOM_MODEL > Ready to start the integration of 14 datasets, 61870 total samples.\n", "CUSTOM_MODEL > Running layer LAYER_INPUT#15.\n", "CUSTOM_MODEL > Running layer LAYER_TRANSFORMATION#16.\n", "CUSTOM_MODEL > Running layer LAYER_OUTPUT#17.\n", "CUSTOM_MODEL > Terminated. Total embedding shape: (61870, 2)\n", "CUSTOM_MODEL > Results have been written in AnnData.obsm['X_pca'].\n" ] } ], "source": [ "model_pca.fit(datasets, output_representation=\"X_pca\")" ] }, { "cell_type": "markdown", "id": "8cecc3e3", "metadata": {}, "source": [ "Let us check dimensionality of the output representation, to verify it is 2." ] }, { "cell_type": "code", "execution_count": 16, "id": "c7400c1b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3829, 10000) \t-> (3829, 2)\n", "(4633, 10000) \t-> (4633, 2)\n", "(5677, 10000) \t-> (5677, 2)\n", "(1295, 10000) \t-> (1295, 2)\n", "(4030, 10000) \t-> (4030, 2)\n", "(3874, 10000) \t-> (3874, 2)\n", "(1087, 10000) \t-> (1087, 2)\n", "(3970, 10000) \t-> (3970, 2)\n", "(1945, 10000) \t-> (1945, 2)\n", "(1864, 10000) \t-> (1864, 2)\n", "(5769, 10000) \t-> (5769, 2)\n", "(4496, 10000) \t-> (4496, 2)\n", "(11210, 10000) \t-> (11210, 2)\n", "(8191, 10000) \t-> (8191, 2)\n" ] } ], "source": [ "for key in datasets:\n", " print(datasets[key].X.shape, '\\t->', datasets[key].obsm['X_pca'].shape)" ] }, { "cell_type": "markdown", "id": "007db3be", "metadata": {}, "source": [ "We can easily plot the PCA result using transmorph, and observe our datasets jointly embedded in a low dimensional space. They would now be ready to be integrated!" ] }, { "cell_type": "code", "execution_count": 17, "id": "28f93c3b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.utils.plotting import scatter_plot\n", "\n", "scatter_plot(datasets, use_rep='X_pca', xlabel='PC1', ylabel='PC2')" ] }, { "attachments": { "img_ica.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "92cc9b7c", "metadata": {}, "source": [ "## Independent component analysis\n", "\n", "Independent component analysis (ICA) is not properly speaking a dimensionality reduction method, but it can be used to do so. It is a matrix factorization method which deconvolutes a complex signal into a set of factors. For more details on ICA, see here: \n", "\n", "https://stabilized-ica.readthedocs.io/en/latest/ICA.html#definition-of-ica\n", "\n", "
\n", "\n", "
\n", "\n", "Note that the number of sources $s$ must be defined beforehand, and has an important impact on the output. We choose 2 here to be able to plot the $A$ matrix, but it is probably a suboptimal choice for this application." ] }, { "cell_type": "code", "execution_count": 18, "id": "3b41490c", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.engine.transforming import ICA\n", "\n", "model_ica = create_model_transformation(ICA(n_components=2))\n", "\n", "plot_model(model_ica)" ] }, { "cell_type": "code", "execution_count": 19, "id": "49429734", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CUSTOM_MODEL > Transmorph model is initializing.\n", "CUSTOM_MODEL > Ready to start the integration of 14 datasets, 61870 total samples.\n", "CUSTOM_MODEL > Running layer LAYER_INPUT#18.\n", "CUSTOM_MODEL > Running layer LAYER_TRANSFORMATION#19.\n", "CUSTOM_MODEL > Running layer LAYER_OUTPUT#20.\n", "CUSTOM_MODEL > Terminated. Total embedding shape: (61870, 2)\n", "CUSTOM_MODEL > Results have been written in AnnData.obsm['X_ica'].\n" ] } ], "source": [ "model_ica.fit(datasets, output_representation=\"X_ica\")" ] }, { "attachments": { "img_pooling.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "99d42fa0", "metadata": {}, "source": [ "## Neighborhood-based pooling\n", "\n", "Neighborhood-based pooling is a transformation step geared towards reducing noise within an embedding by averaging every cell to the value of its $k$-nearest neighbors. The more neighbors are used, the more fuzzy the result is. \n", "\n", "
\n", "\n", "
\n", "\n", "As this is a metric-based method, it is necessary to first embed datasets in a common feature space, then compute a dimensionality reduction of them to escape curse of dimensionality." ] }, { "cell_type": "code", "execution_count": 6, "id": "dd0918e3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.engine.transforming import Pooling\n", "\n", "model_pooling = create_model_transformation(\n", " CommonFeatures(), \n", " PCA(n_components=2), \n", " Pooling(n_neighbors=5)\n", ")\n", "\n", "plot_model(model_pooling)" ] }, { "cell_type": "code", "execution_count": 7, "id": "b381c867", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CUSTOM_MODEL > Transmorph model is initializing.\n", "CUSTOM_MODEL > Ready to start the integration of 14 datasets, 61870 total samples.\n", "CUSTOM_MODEL > Running layer LAYER_INPUT#9.\n", "CUSTOM_MODEL > Running layer LAYER_TRANSFORMATION#10.\n", "CUSTOM_MODEL > Running layer LAYER_OUTPUT#11.\n", "CUSTOM_MODEL > Terminated. Total embedding shape: (61870, 2)\n", "CUSTOM_MODEL > Results have been written in AnnData.obsm['X_pooling'].\n" ] } ], "source": [ "model_pooling.fit(datasets, output_representation=\"X_pooling\")" ] }, { "cell_type": "code", "execution_count": 9, "id": "a1a6e30b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.utils.plotting import scatter_plot\n", "\n", "scatter_plot(datasets, use_rep='X_pooling', xlabel='PC1 + Pooling', ylabel='PC2 + Pooling')" ] }, { "cell_type": "markdown", "id": "14d2daf4", "metadata": {}, "source": [ "As we can see, dots are more condensed than in the PCA-only projection. This is the effect of pooling." ] }, { "cell_type": "markdown", "id": "2c8a45b0", "metadata": {}, "source": [ "## Creating a custom transformation module\n", "\n", "In this final section, you will learn how to create a custom transformation module that can be used within any **transmorph** pipeline. Every module is implemented as an object whose attributes are parameters. Doing so, it is easy to add new algorithms by following a few specifications.\n", "\n", "To illustrate this concept, let us implement a toy transformation module that adds a given value to every coefficient within an embedding matrix. We first have to define a new class that will operate this transformation, making it inherit from the transmorph.enging.transforming.Transformation abstract class. As stated previously, algorithm parameters can be passed to the constructor and stored as class attributes to be easily accessed during the computation.\n", "\n", "Any transformation must implement at least two methods. *check_input*, which takes as input the set of embeddings to transform and which raises an exception if they are invalid. For instance, it can be used to check if all embeddings are in a feature space of the same size, or if all coefficients are nonnegative. \n", "\n", "The second method to implement is the *transform* method, which takes as input two lists sorted in the same order: the AnnData objects containing data to process, together with the embedding to transform provided as numpy arrays. There is no need to explicitly call *check_input* within the *transform* method, as this is taken care of by the **transmorph** engine. This method should carry out the necessary computations, and return a new list of embeddings as a transformation output." ] }, { "cell_type": "code", "execution_count": 16, "id": "2aeaceeb", "metadata": {}, "outputs": [], "source": [ "from transmorph.engine.transforming import Transformation\n", "from typing import List\n", "\n", "import anndata as ad\n", "import numpy as np\n", "\n", "class TransformationPlusX(Transformation):\n", " \"\"\"\n", " This is a simple custom transformation, which adds $add_x to every coefficient.\n", " \n", " Parameters\n", " ----------\n", " add_x: float\n", " Value to add.\n", " \"\"\"\n", " \n", " def __init__(self, add_x: float):\n", " # We need to explicitly specify Transformation constructor,\n", " # as transmorph modules often use multiple inheritance.\n", " # We'll cover these advanced mechanisms in another tutorial.\n", " Transformation.__init__(\n", " self, \n", " str_identifier=\"PlusX\", # String name of module\n", " preserves_space=True # Is output same space as input?\n", " )\n", " self.add_x = add_x\n", " \n", " def check_input(self, datasets: List[np.ndarray]) -> None:\n", " \"\"\"\n", " This method must be overriden. It can perform a checking over\n", " embeddings on which transformation will take place, to\n", " verify they all fulfill desired properties. If not, it can raise\n", " an exception. \n", " \n", " Example: Only accepts embeddings of same features number.\n", " \"\"\"\n", " assert all(X.shape[1] == datasets[0].shape[1] for X in datasets),\\\n", " \"All embeddings must be of same features size.\" \n", " \n", " def transform(self, datasets: List[ad.AnnData], embeddings: List[np.ndarray]) -> List[np.ndarray]:\n", " \"\"\"\n", " This method must be overriden. It takes as input in the same order the list\n", " of AnnData objects and the current embedding state (i.e. the one obtained after \n", " the latest transformation). It must return a set of transformed embeddings in \n", " the same order (better to return copies).\n", " \"\"\"\n", " return [X + self.add_x for X in embeddings]" ] }, { "cell_type": "markdown", "id": "d0df6b90", "metadata": {}, "source": [ "This module can then be directly implemented within a **transmorph** pipeline." ] }, { "cell_type": "code", "execution_count": 17, "id": "cc781c82", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_tpx = create_model_transformation(\n", " CommonFeatures(),\n", " PCA(n_components=2),\n", " TransformationPlusX(add_x=5.0)\n", ")\n", "\n", "plot_model(model_tpx)" ] }, { "cell_type": "code", "execution_count": 18, "id": "c25543d8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CUSTOM_MODEL > Transmorph model is initializing.\n", "CUSTOM_MODEL > Ready to start the integration of 14 datasets, 61870 total samples.\n", "CUSTOM_MODEL > Running layer LAYER_INPUT#15.\n", "CUSTOM_MODEL > Running layer LAYER_TRANSFORMATION#16.\n", "CUSTOM_MODEL > Running layer LAYER_OUTPUT#17.\n", "CUSTOM_MODEL > Terminated. Total embedding shape: (61870, 2)\n", "CUSTOM_MODEL > Results have been written in AnnData.obsm['X_plus_5'].\n" ] } ], "source": [ "model_tpx.fit(datasets, output_representation=\"X_plus_5\")" ] } ], "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": "3.10.7" } }, "nbformat": 4, "nbformat_minor": 5 }