{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example usage\n", "\n", "In this tutorial, we will demonstrate three core capabilities of the `seqwalk` package.\n", "\n", "1. We will use the `seqwalk.design` module to design maximal orthogonal sequence libraries using the novel methods outlined in our preprint (coming soon!). \n", "2. We will use the `seqwalk.analysis` module to analyze orthogonal sequence libraries. \n", "3. We will use the `seqwalk.io` module to load \"off-the-shelf\" orthogonal sequence libraries from previous publications." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from seqwalk import io\n", "from seqwalk import design\n", "from seqwalk import analysis\n", "\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Designing sequences using seqwalk\n", "\n", "The algorithms presented in our preprint are the first that allow for the design of maximally orthogonal and maximally sized orthogonal sequence libraries. The `seqwalk` package implements these algorithms in two design functions: a `max_size` function which designs maximally sized libraries for a given set of constraints, and a `max_orthogonality` function, which designs a library of desired size, with the strictest possible orthogonality constraints. \n", "\n", "## Maximally-sized orthogonal library design\n", "\n", "To design a maximally-sized orthogonal sequence library, we must specify a desired sequence length, and an orthogonality constraint in the form of an SSM k-value. This value is the smallest $k$ for which no substring of length $k$ appears twice in the library. For example, SSM k=3 means that no length 3 string can repeat multiple times in a library.\n", "\n", "Optionally, one can specify the prevention of reverse complementary sequences, GC content limits, allowable alphabet, and specific prevented patterns. By default, reverse complementary sequences are allowed, there are no GC content constraints, a 3 letter (A/C/T, no G) code is used and any 4N (AAAA, CCCC, ...) sequence is prevented. To see in detail how to specify each these constraints, see the API reference for `seqwalk.design.max_orthogonality()`\n", "\n", "Suppose we want to design the maximal set of 25nt sequences that satisfy SSM for k=12, with a 4 letter alphabet, without considering reverse complementary sequences, and no GC or pattern constraints. **We need to write only a single line of code, which executes in <1 minute!**\n", "\n", "(Note that the Python implementation is slightly slower than the Julia implementation, which can be found in the supplement of the preprint.)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The 25mer library has 1198372 sequences\n", "CPU times: user 30.6 s, sys: 464 ms, total: 31 s\n", "Wall time: 31.5 s\n" ] } ], "source": [ "%%time\n", "\n", "huge_25mer_library = design.max_size(25, 12, alphabet=\"ACGT\", prevented_patterns=[])\n", "\n", "print(\"The 25mer library has %d sequences\" % (len(huge_25mer_library)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Maximally orthogonal library design\n", "\n", "To design a library of minimum size with maximal orthogonality, we instead need to specify a minimum library size and desired sequence length. The same optional arguments apply, with the addition of an optional `k_init` parameter which serves as an initial lower-bound for the lowest SSM k for which a library of the desired size can be designed.\n", "\n", "\n", "Suppose we need only 200 barcodes with length 25, with prevented reverse complements, and a 4 letter alphabet, and between 10 and 15 G/C bases, and no 4N homopolymers. We can use the following design code:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of sequences: 204\n", "SSM k value: 6\n" ] } ], "source": [ "small_25mer_library = design.max_orthogonality(200, 25, \n", " alphabet=\"ACGT\", prevented_patterns=[])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the identified minimum k-value is half that used in the large library design problem. Based on sequence symmetry, this library will have significantly less crosstalk than the large 25mer library." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quality control using pairwise comparisons\n", "\n", "While `seqwalk.design` uses a graph-theoretic representation of sequence symmetry constraints for efficient orthogonal sequence design, the `analysis` module supports pairwise comparisons of sequences in a library for quality control. For example, you can compare the Hamming distances of each pair of sequences in a library as a form of additional quality control. Note that these functions can be applied to any set of sequences, not just those designed using `seqwalk`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "h_crosstalk = analysis.hamming_matrix(small_25mer_library)\n", "\n", "p = sns.heatmap(h_crosstalk)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing \"off-the-shelf\" sequences from previous publications\n", "\n", "If you would like to use orthogonal sequence libraries from previous experimental publications, you can use the `io` module. Simply use the `load_library` function with the appropriate identifier tag. The following libraries are included:\n", "\n", "| identifier | # of seqs | seq length | original use case | ref |\n", "|------------|-----------|------------|-------------------|-----|\n", "| `kishi2018` | 50 | 9nt | PER primers | [Kishi et al, 2018](https://www.nature.com/articles/nchem.2872) |" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of PER primers: 50\n" ] } ], "source": [ "PER_primers = io.load_library(\"kishi2018\")\n", "\n", "print(\"Number of PER primers: %d\" % len(PER_primers))" ] }, { "cell_type": "code", "execution_count": null, "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": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 4 }