{ "cells": [ { "cell_type": "markdown", "id": "title-monomer-dimer-equilibrium", "metadata": {}, "source": [ "# Quantifying monomer/dimer equilibrium\n" ] }, { "cell_type": "markdown", "id": "cb2c13eb", "metadata": {}, "source": [ "This notebook shows how to analyse several mass photometry measurements to quantify \n", "the equilibrium dissociation constant\n", "\n", "The notebook is based on the following publication:\n", "\n", "Fineberg, A., Surrey, T., & Kukura, P. (2020). Quantifying the monomer\u2013dimer equilibrium of tubulin with mass photometry. Journal of molecular biology, 432(23), 6168-6172.\n", "\n", "First we simulate the measurements and then we fit them." ] }, { "cell_type": "markdown", "id": "3293d26d", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 1, "id": "f20e774e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generated file: test_files/masses_monomer_1nM.csv\n", "Generated file: test_files/masses_monomer_2nM.csv\n", "Generated file: test_files/masses_monomer_4nM.csv\n", "Generated file: test_files/masses_monomer_8nM.csv\n", "Generated file: test_files/masses_monomer_16nM.csv\n", "Generated file: test_files/masses_monomer_32nM.csv\n", "Generated file: test_files/masses_monomer_64nM.csv\n" ] } ], "source": [ "from scripts import create_notebook_6_files, display_figure_static\n", "create_notebook_6_files(\n", " Kdim=8.35e-9,\n", " monomer_mass=80,\n", " concentrations_nM=[1,2,4,8,16,32,64]) \n", "# This function creates the necessary files for the notebook\n", "# It simulates mass photometry data for different total monomer concentrations\n", "# The Kd value is set to 8.35 nM\n", "\n", "# The simulated concentrations include a random error of 3% to simulate experimental conditions\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "350c31c4", "metadata": {}, "outputs": [], "source": [ "import os\n", "import glob\n", "import numpy as np\n", "from pyphotomol import (\n", " MPAnalyzer,\n", " plot_histogram,\n", " plot_histograms_and_fits,\n", " LayoutConfig,\n", " LegendConfig\n", ")\n", "\n", "mp = MPAnalyzer()\n", "\n", "# Get all monomer files with concentrations in filename, sorted by concentration\n", "files = sorted(glob.glob(\"test_files/masses_monomer_*nM.csv\"), \n", " key=lambda x: float(x.split('_')[-1].replace('nM.csv', '')))\n", "\n", "# Extract the total monomer concentration from each filename\n", "concentrations = [float(f.split('_')[-1].replace('nM.csv', '')) for f in files]\n", "# Convert to string and include 'nM' suffix\n", "concentration_strings = [f\"{c} nM\" for c in concentrations]\n", "\n", "mp.import_files(files,names=concentration_strings)" ] }, { "cell_type": "code", "execution_count": 3, "id": "705bff86", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mp.apply_to_all(\n", " 'create_histogram',\n", " window = [0,1000],\n", " bin_width = 8\n", ")\n", "\n", "layout_config = LayoutConfig(\n", " stacked=True, # One plot per file\n", " show_subplot_titles=True, # Hide subplot titles\n", " vertical_spacing=0.06, # Vertical spacing between subplots\n", " extra_padding_y_label=0.03 # Extra padding for y-axis label to avoid overlap with axis ticks\n", ")\n", "\n", "fig = plot_histogram(mp, layout_config=layout_config)\n", "display_figure_static(fig)" ] }, { "cell_type": "code", "execution_count": 4, "id": "0b723fd0", "metadata": {}, "outputs": [], "source": [ "# Fit the multigaussian model to the histogram\n", "mp.apply_to_all(\n", " 'fit_histogram',\n", " peaks_guess=[70,160],\n", " mean_tolerance=40,\n", " std_tolerance=50,\n", " baseline=0\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "id": "e91c9ea0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the fittings\n", "fig = plot_histograms_and_fits(\n", " mp,\n", " layout_config=layout_config\n", ")\n", "display_figure_static(fig)" ] }, { "cell_type": "code", "execution_count": 6, "id": "ad4e0a44", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Position / kDa Counts\n", "0 79.132374 1623.366652\n", "1 154.668299 188.789717\n" ] } ], "source": [ "# See the number of counts for one of the files\n", "first_model = list(mp.models.keys())[0]\n", "\n", "print(mp.models[first_model].fit_table[['Position / kDa', 'Counts']])" ] }, { "cell_type": "code", "execution_count": 7, "id": "3e9e0cd2", "metadata": {}, "outputs": [], "source": [ "# Extract the counts for all models\n", "counts_monomers = []\n", "counts_dimers = []\n", "\n", "total_monomer_concentration = np.array(concentrations) # Convert to numpy array\n", "\n", "for model_name in list(mp.models.keys()):\n", " model = mp.models[model_name]\n", " counts_monomers.append(model.fit_table['Counts'].iloc[0])\n", " counts_dimers.append(model.fit_table['Counts'].iloc[1])\n", "\n", "counts_monomers = np.array(counts_monomers)\n", "counts_dimers = np.array(counts_dimers)" ] }, { "cell_type": "code", "execution_count": 8, "id": "7649fa88", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1., 1., 1., 1., 1., 1., 1.])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "factor_dimer = counts_dimers * 2\n", "factor_monomer = counts_monomers * 1\n", "sum_factors = factor_dimer + factor_monomer\n", "\n", "concentration_monomer = counts_monomers * total_monomer_concentration / sum_factors\n", "concentration_dimer = counts_dimers * total_monomer_concentration / sum_factors\n", "\n", "# Verify that the calculated concentrations are correct - the division below should yield 1\n", "(concentration_monomer + concentration_dimer * 2) / total_monomer_concentration\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "72291921", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.09435023, 0.26724217, 0.74627812, 1.94430291, 4.74954735,\n", " 11.24103533, 24.80362048])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "concentration_dimer" ] }, { "cell_type": "code", "execution_count": 10, "id": "3720ee19", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "import matplotlib.pyplot as plt\n", "plt.figure(figsize=(8, 4))\n", "plt.scatter(total_monomer_concentration, concentration_dimer, marker='o', linestyle='-', color='blue')\n", "plt.xlabel('Total Monomer Concentration (nM)')\n", "plt.ylabel('Dimer Concentration (nM)')\n", "plt.title('Dimer Concentration vs Total Monomer Concentration')\n", "plt.grid(True)\n", "plt.xticks(total_monomer_concentration)\n", "plt.tight_layout()\n", "# log scale for x-axis\n", "plt.xscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "id": "2e3137c2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dimer_fraction = concentration_dimer * 2 / (concentration_dimer * 2 + concentration_monomer)\n", "\n", "plt.figure(figsize=(8, 4))\n", "plt.scatter(total_monomer_concentration, dimer_fraction, marker='o', linestyle='-', color='blue')\n", "plt.xlabel('Total Monomer Concentration (nM)')\n", "plt.ylabel('Dimer Fraction')\n", "plt.title('Dimer Fraction vs Total Monomer Concentration')\n", "plt.grid(True)\n", "plt.xticks(total_monomer_concentration)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "id": "6951de76", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitted Kd: 8.27 nM\n" ] } ], "source": [ "from scipy.optimize import curve_fit\n", "\n", "# Create a function to fit the dimer fraction and estimate Kd\n", "def fx_dimer_fraction(total_monomer_concentration,Kd):\n", "\n", " free_monomer = (- Kd + np.sqrt(Kd**2 + 8*total_monomer_concentration * Kd)) / 4\n", "\n", " dimer_conc = (total_monomer_concentration - free_monomer) / 2\n", "\n", " dimer_fraction = dimer_conc*2 / (total_monomer_concentration) \n", "\n", " return dimer_fraction\n", "\n", "params, cov = curve_fit(\n", " fx_dimer_fraction,\n", " xdata=total_monomer_concentration,\n", " ydata=dimer_fraction,\n", " p0=[1],\n", " bounds=(0, np.inf)\n", ")\n", "\n", "# Fitted Kd value in nM units:\n", "print(f\"Fitted Kd: {params[0]:.2f} nM\")\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "b0a38507", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the fitting\n", "plt.figure(figsize=(8, 4))\n", "plt.scatter(total_monomer_concentration, dimer_fraction, marker='o', color='blue', label='Data')\n", "plt.plot(total_monomer_concentration, fx_dimer_fraction(total_monomer_concentration, params[0]), color='red', label='Fitted Curve')\n", "plt.xlabel('Total Monomer Concentration (nM)')\n", "plt.ylabel('Dimer Fraction')\n", "plt.title('Dimer Fraction vs Total Monomer Concentration')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.xticks(total_monomer_concentration)\n", "plt.tight_layout()\n", "plt.show()\n", "# --- IGNORE ---" ] } ], "metadata": { "kernelspec": { "display_name": "pyphotomol", "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": "python3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 5 }