{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# FRETBursts - ns-ALEX example\n", "\n", "*This notebook is part of a [tutorial series](https://github.com/OpenSMFS/FRETBursts_notebooks) for the [FRETBursts](http://opensmfs.github.io/FRETBursts/) burst analysis software.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> For a step-by-step introduction to FRETBursts usage please refer to \n", "> [us-ALEX smFRET burst analysis](FRETBursts - us-ALEX smFRET burst analysis.ipynb).\n", ">\n", "> In this notebook we present a typical [FRETBursts](http://opensmfs.github.io/FRETBursts/)\n", "> workflow for **ns-ALEX smFRET burst analysis**. \n", "\n", "*While FRETBursts does not specifically includes functions for fitting \n", "TCSPC fluorescence decays, a fitting with exponential decays and \n", "IRF deconvolution can be easily performed using standard python libraries. \n", "For an example and a brief discussion see the notebook \n", "[Lifetime decay fit](http://nbviewer.ipython.org/github/tritemio/notebooks/blob/master/Lifetime_decay_fit.ipynb).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading FRETBursts" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Optimized (cython) burst search loaded.\n", " - Optimized (cython) photon counting loaded.\n", "--------------------------------------------------------------\n", " You are running FRETBursts (version 0.7+46.ge31fadb.dirty).\n", "\n", " If you use this software please cite the following paper:\n", "\n", " FRETBursts: An Open Source Toolkit for Analysis of Freely-Diffusing Single-Molecule FRET\n", " Ingargiola et al. (2016). http://dx.doi.org/10.1371/journal.pone.0160716 \n", "\n", "--------------------------------------------------------------\n" ] } ], "source": [ "from fretbursts import *" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "sns = init_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Downloading the sample data file\n", "\n", "The full list of smFRET measurements used in the [FRETBursts tutorials](https://github.com/OpenSMFS/FRETBursts_notebooks) \n", "can be found on [Figshare](http://dx.doi.org/10.6084/m9.figshare.1456362).\n", "\n", "Here we download the ns-ALEX data-file and put it in a folder \n", "named `data`, inside the notebook folder. \n", "For this purpose we use the `download_file` function provided \n", "by FRETBursts:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "url = 'http://files.figshare.com/2182602/dsdna_d7_d17_50_50_1.hdf5'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "URL: http://files.figshare.com/2182602/dsdna_d7_d17_50_50_1.hdf5\n", "File: dsdna_d7_d17_50_50_1.hdf5\n", " \n", "File already on disk: /home/paul/Disk/Python/OpenSMFS/FRETBursts_notebooks/notebooks/data/dsdna_d7_d17_50_50_1.hdf5 \n", "Delete it to re-download.\n" ] } ], "source": [ "download_file(url, save_dir='./data')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'./data/dsdna_d7_d17_50_50_1.hdf5'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filename = './data/dsdna_d7_d17_50_50_1.hdf5'\n", "filename" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selecting a data file\n", "\n", "Alternatively you can use an open-file dialog in order to select a data file:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# filename = OpenFileDialog()\n", "# filename" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Perfect, I found the file!\n" ] } ], "source": [ "import os\n", "if os.path.isfile(filename):\n", " print(\"Perfect, I found the file!\")\n", "else:\n", " print(\"Sorry, I can't find the file:\\n%s\" % filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the selected file\n", "\n", "Here we load the file and we set the alternation parameters:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "d = loader.photon_hdf5(filename)\n", "#d = loader.nsalex(fname)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2268.2743759426116" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.time_max" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([6, 6, 4, ..., 6, 6, 6], dtype=uint8)]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.det_t" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Counts\n", "-------- --------\n", " 0 1\n", " 1 1\n", " 4 3345380\n", " 6 6371466\n" ] } ], "source": [ "print(\"Detector Counts\")\n", "print(\"-------- --------\")\n", "for det, count in zip(*np.unique(d.det_t, return_counts=True)):\n", " print(\"%8d %8d\" % (det, count))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "#d.add(A_ON=(200, 1500), D_ON=(1750, 3200), det_donor_accept=(4, 6))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([ 372, 579, 1926, ..., 2553, 1182, 316], dtype=uint16)]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.nanotimes_t" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bpl.plot_alternation_hist(d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Execute the previous 2 cells until you get a satisfying \n", "selection for the excitation periods. Then run the following \n", "to apply the parameters:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Total photons (after ALEX selection): 8,862,749\n", "# D photons in D+A excitation periods: 2,866,446\n", "# A photons in D+A excitation periods: 5,996,303\n", "# D+A photons in D excitation period: 4,093,146\n", "# D+A photons in A excitation period: 4,769,603\n", "\n" ] } ], "source": [ "loader.alex_apply_period(d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Burst search and selection" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Calculating BG rates ... Channel 0\n", "[DONE]\n" ] } ], "source": [ "d.calc_bg(fun=bg.exp_fit, time_s=30, tail_min_us='auto', F_bg=1.7)" ] }, { "cell_type": "code", "execution_count": 17, "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": [ "dplot(d, timetrace_bg)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-50.0, 50.0)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d, timetrace)\n", "xlim(1, 2)\n", "ylim(-50, 50)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Performing burst search (verbose=False) ...[DONE]\n", " - Calculating burst periods ...[DONE]\n", " - Counting D and A ph and calculating FRET ... \n", " - Applying background correction.\n", " [DONE Counting D/A]\n" ] } ], "source": [ "d.burst_search()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "ds = d.select_bursts(select_bursts.size, th1=30)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alex_jointplot(ds);" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Applying background correction.\n", " - Applying leakage correction.\n" ] } ], "source": [ "ds.leakage = 0.05" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alex_jointplot(ds);" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, hist_fret, show_kde=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nanotimes\n", "\n", "The nanotimes for the measurement is saved in the `.nanotimes` \n", "attribute of the `Data()` object (here either `d` or `ds`).\n", "\n", "As an example here we get the array of nanotimes for all photons, \n", "donor emission and acceptor emission:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([ 372, 579, 1926, ..., 2553, 1182, 316], dtype=uint16)]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.nanotimes" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "nanotimes = d.nanotimes[0]\n", "nanotimes_d = nanotimes[d.get_D_em()]\n", "nanotimes_a = nanotimes[d.get_A_em()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the histogram for this 3 nanotimes:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_params = dict(bins=range(4096), histtype='step', alpha=0.6, lw=1.5)\n", "hist(nanotimes, color='k', label='Total ph.', **hist_params)\n", "hist(nanotimes_d, color='g', label='D. em. ph.', **hist_params)\n", "hist(nanotimes_a, color='r', label='A. em. ph.', **hist_params)\n", "plt.legend()\n", "plt.yscale('log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also select only nanotimes of photons inside bursts. \n", "Here, as an example, we will use the `ds` variable that \n", "contains a selection of bursts.\n", "\n", "First we compute a selection mask (a boolean array) for \n", "photons inside bursts:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "ph_in_bursts_mask = d.ph_in_bursts_mask_ich()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we apply this selection to the nanotimes array. \n", "To get the donor- and acceptor-emission nanotimes we combine \n", "the in-bursts selection mask (`ph_in_bursts_mask`) with \n", "the donor or acceptor emission mask (that we get with\n", "`.get_D_em()` and `.get_D_em()`):" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "bursts_nanotimes_t = nanotimes[ph_in_bursts_mask]\n", "bursts_nanotimes_d = nanotimes[ph_in_bursts_mask * d.get_D_em()]\n", "bursts_nanotimes_a = nanotimes[ph_in_bursts_mask * d.get_A_em()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And, as before, we can histogram the nanotimes:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_params = dict(bins=range(4096), histtype='step', alpha=0.6, lw=1.5)\n", "hist(bursts_nanotimes_t, color='k', label='Total ph.', **hist_params)\n", "hist(bursts_nanotimes_d, color='g', label='D. em. ph.', **hist_params)\n", "hist(bursts_nanotimes_a, color='r', label='A. em. ph.', **hist_params)\n", "plt.legend()\n", "plt.yscale('log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving to a file\n", "\n", "Saving some of all these arrays to file is straightforward." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save array to txt comma-separed-values\n", "\n", "To save a single array to a file we can use the [`.tofile`](http://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.tofile.html) method:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "nanotimes.tofile('nanotimes_t.csv', sep=',\\n') # save in CSV txt format" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save to legacy MATLAB format\n", "\n", "To save a set of arrays in MATLAB format we can use the \n", "[`scipy.io.savemat`](http://docs.scipy.org/doc/scipy-0.13.0/reference/generated/scipy.io.savemat.html) function.\n", "\n", "Here we save 3 arrays `bursts_nanotimes_t`, `bursts_nanotimes_d` \n", "and `bursts_nanotimes_a` to a file called *bursts_nanotimes.mat*:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "from scipy.io import savemat" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "savemat('bursts_nanotimes.mat', \n", " dict(bn_t=bursts_nanotimes_t, \n", " bn_d=bursts_nanotimes_d, \n", " bn_a=bursts_nanotimes_a,))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When loaded in MATLAB the arrays will be named `bn_t`, `bn_d` and `bn_a`." ] } ], "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": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 1 }