{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# `toffee` : A library for fast access to DIA-MS data\n", "\n", "Data generated by DIA-MS exists in proprietary data formats that are opaque to open-source software. Typically, a user will convert this data to the open `mzML` format before utilising a tool such as [OpenSWATH](http://openswath.org) for analysis. Unfortunately, the conversion of data formats results in a significant expansion in the file size, and as the downstream algorithms are largely I/O bound, this leads to an unneccessary increase in analysis time.\n", "\n", "Based on the physics of mass analyzers, it is possible to create a more highly-compressed format whilst still retaining _profile_ raw data. Ultimately, this is an implementation of the Intrinsic Mass Spacing (IMS) as described in [Schneider (2016)](Schneider2016_Mass-Spectral-Data-Processing.pdf) and reflects the fact that mass analyzers a discrete sensors that operate in the time domain, and transform results into the mass over charge domain.\n", "\n", "In order to investigate this fully, we took a Sciex SWATH-MS file from a recent run through the [ProCan](https://www.cmri.org.au/procan) facility, and a Thermo Q-Exacutive DIA RAW file from [Peckner2018](https://www.ebi.ac.uk/pride/archive/projects/PXD006722). Each of these raw files was converted to profile `mzML` using `msconvert` and then using `pyteomics` we extracted the raw m/z data and saved to HDF5 for fast read access. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import os\n", "import pandas as pd\n", "import numpy as np\n", "import scipy\n", "import h5py\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "from IPython.display import clear_output \n", "clear_output(wait=False) # clear import errors that aren't useful for tutorial\n", "\n", "sns.set()\n", "sns.set_color_codes()\n", "\n", "base_dir = os.environ.get('DIA_TEST_DATA_REPO', None)\n", "assert base_dir is not None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sciex / Time of Flight (TOF) Mass Analyzers\n", "\n", "We recognised an opportunity to represent SWATH-MS data in a different form based on the physics of Time of Flight (TOF) detection (see [wikipedia](https://en.wikipedia.org/wiki/Time-of-flight_mass_spectrometry)). \n", "\n", "### Time of Flight Physics\n", "\n", "We know that the ions, of charge $q$, are passed through an electric potential $U$\n", "\n", "$$\n", "E_p = qU\n", "$$\n", "\n", "and will result in a kinetic energy\n", "\n", "$$\n", "E_k = \\frac{1}{2} m v^2\n", "$$\n", "\n", "assuming no acceleration in the TOF tube (of length $d$), then velocity $v=d/t$. Equating the energies and solving for time we get\n", "\n", "$$\n", "t = \\frac{d}{\\sqrt{2U}}\\sqrt{\\frac{m}{q}}.\n", "$$\n", "\n", "From here, we can calculate a relationship between $\\Delta t$ and $\\Delta \\sqrt{m/q}$\n", "\n", "$$\n", "t_1 = \\frac{d}{\\sqrt{2U}}\\sqrt{m/q_1}\n", "$$\n", "$$\n", "t_2 = \\frac{d}{\\sqrt{2U}}\\sqrt{m/q_2}\n", "$$\n", "$$\n", "\\Delta t = t_2 - t_1 = \\frac{d}{\\sqrt{2U}}\\left(\\sqrt{m/q_2}-\\sqrt{m/q_1}\\right)\n", "$$\n", "\n", "Thus, if there is a discrete and constant spacing in $\\Delta t$ due to the physics of the detector, we can assume there will be a discrete and constant spacing of $\\sqrt{m/q_2}-\\sqrt{m/q_1}$. \n", "\n", "$$\n", "\\Delta t = \\frac{1}{\\alpha} \\Delta \\sqrt{m/q}\n", "$$\n", "\n", "[Schneider (2016)](Schneider2016_Mass-Spectral-Data-Processing.pdf) refers to this, $\\alpha$, as the Intrinsic Mass Spacing (IMS)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class CalculatorTOF(object):\n", " IMS_TRANSFORM = 'sqrt(m/z)'\n", " FNAME = base_dir + '/ProCan90/ProCan90-M03-01.ms2-050.h5'\n", "\n", " def __init__(self, mz):\n", " self.mz = mz\n", " self.root_mz = np.sqrt(mz)\n", " \n", " def calculate_ims_params_directly(self):\n", " delta_root_mz = np.abs(np.diff(self.root_mz))\n", " min_delta_root_mz = delta_root_mz.min()\n", " min_alpha_list = delta_root_mz[delta_root_mz <= 1.4 * min_delta_root_mz]\n", " alpha = np.median(min_alpha_list)\n", " alpha_mad = np.median(np.abs(min_alpha_list - alpha))\n", "\n", " beta = -np.mean(self.residual([alpha, 0.0]))\n", " return alpha, alpha_mad, beta\n", " \n", " @classmethod\n", " def calculate_deltas_in_ims_space(cls, mz):\n", " root_mz = np.sqrt(mz)\n", " return np.diff(root_mz)\n", "\n", " def residual_ppm(self, params, offset=0):\n", " return self.residual(params, offset=offset) * 1e6 / self.mz\n", "\n", " def residual(self, params, offset=0):\n", " return self._func(params, offset=offset) - self.mz\n", " \n", " def ims_coord(self, params, offset=0):\n", " a, b = params\n", " i = (self.root_mz - b) / a\n", " return np.around(i, decimals=0) + offset\n", "\n", " def _func(self, params, offset=0):\n", " a, b = params\n", " i = self.ims_coord(params, offset=offset)\n", " return (a * i + b) ** 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This raw data is plotted below for both an MS1 window and the middle MS2 window where the x-axis is m/z and the y-axis plots the difference between consecutive m/z values in the raw data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_raw_deltas(Calculator, xlim, ylim):\n", " fname = Calculator.FNAME\n", " windows = ['ms1', 'ms2-050']\n", " ncols = len(windows)\n", " fig, axes = plt.subplots(nrows=1, ncols=ncols, figsize=(5 * ncols, 5), num=1, sharey=True, sharex=True)\n", " if not isinstance(axes, np.ndarray):\n", " axes = np.array([axes])\n", "\n", " with h5py.File(fname, 'r') as f:\n", " for (window_name, ax) in zip(windows, axes):\n", " window = f[window_name]\n", " title = window_name\n", " if window_name != 'ms1':\n", " title += ' | {:.2F} -> {:.2F}'.format(window.attrs['lower'], window.attrs['upper'])\n", " ax.set_title(title)\n", "\n", " for scan_key in list(window.keys())[500:700]:\n", " mz = window[scan_key]['mz'].value\n", " ax.semilogy(mz[1:], np.diff(mz), 'k.', ms=0.5, alpha=0.5)\n", "\n", " for ax in axes:\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.set_xlabel('m/z (Da)')\n", " axes[0].set_ylabel('Difference between m/z (Da)')\n", " fig.tight_layout()\n", " \n", "plot_raw_deltas(CalculatorTOF, xlim=(100, 2000), ylim=(1e-3, 1e-1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is clear from this plot that a consistent pattern emerges. From visual inspection, this seems to match our hypothesis of a $\\sqrt{m/z}$ relationship. Indeed, if we plot this along the y-axis, the Intrinsic Mass Spacing of the TOF spectrum becomes obvious. The figure below mimics Figure 3.2 of [Schneider (2016)](Schneider2016_Mass-Spectral-Data-Processing.pdf) where the lowest set of data is the IMS and each line above that represents an integer multiple of the IMS. This can be seen clearly by the red lines that show the first 10 multiples of the IMS. The IMS multiplier minus one indicates the number of missing data points in the spectrum (likely due to no ions hitting the detector during this time)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ms1 :: IMS alpha = 7.01547425e-05 +/- 4.462e-11\n", "ms2-050 :: IMS alpha = 7.01547256e-05 +/- 4.387e-11\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_in_ims_space(Calculator, xlim, ylim):\n", " fname = Calculator.FNAME\n", " windows = ['ms1', 'ms2-050']\n", " ncols = len(windows)\n", " fig, axes = plt.subplots(nrows=1, ncols=ncols, figsize=(5 * ncols, 5), num=1, sharey=True, sharex=True)\n", " with h5py.File(fname, 'r') as f:\n", " for (window_name, ax) in zip(windows, axes):\n", " window = f[window_name]\n", " \n", " title = window_name\n", " if window_name != 'ms1':\n", " title += ' | {:.2F} -> {:.2F}'.format(window.attrs['lower'], window.attrs['upper'])\n", " ax.set_title(title)\n", " \n", " min_list = list()\n", " for scan_key in list(window.keys())[500:700]:\n", " mz = window[scan_key]['mz'].value\n", " deltas_ims = Calculator.calculate_deltas_in_ims_space(mz)\n", " ax.semilogy(mz[1:], deltas_ims, 'k.', ms=0.5, alpha=0.5)\n", " min_val = deltas_ims.min()\n", " min_list.extend(list(deltas_ims[deltas_ims < 1.1 * min_val]))\n", " \n", " min_list = np.array(min_list)\n", " min_val = min_list.min()\n", " min_list = min_list[min_list < 1.1 * min_val]\n", " min_ims_alpha, stddev_min_ims_alpha = np.mean(min_list), np.std(min_list)\n", "\n", " fmt = '{:<7s} :: IMS alpha = {:.8e} +/- {:.3e}'\n", " print(fmt.format(window_name, min_ims_alpha, stddev_min_ims_alpha))\n", "\n", " multipliers = [i + 1 for i in range(15)]\n", " for multiplier in multipliers:\n", " ims = multiplier * min_ims_alpha\n", " ax.plot([1275, 1825], [ims, ims], 'r-')\n", " ax.text(\n", " 1875,\n", " ims,\n", " '{} x IMS'.format(multiplier),\n", " horizontalalignment='left',\n", " verticalalignment='center',\n", " color='r',\n", " fontsize=7,\n", " )\n", "\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.set_xlabel('m/z (Da)')\n", " \n", " axes[0].set_ylabel('Difference between m/z after IMS transform')\n", " fig.tight_layout()\n", " fig.suptitle('IMS transform: ' + Calculator.IMS_TRANSFORM, y=1.02)\n", " \n", "plot_in_ims_space(CalculatorTOF, xlim=(0, 2000), ylim=(3e-5, 1e-2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is clear from this plot that a consistent pattern emerges. From visual inspection, this seems to match our hypothesis of a $\\sqrt{m/z}$ relationship. Indeed, if we plot this along the y-axis, the Intrinsic Mass Spacing of the TOF spectrum becomes obvious. The figure below mimics Figure 3.2 of [Schneider (2016)](Schneider2016_Mass-Spectral-Data-Processing.pdf) where the lowest set of data is the IMS and each line above that represents an integer multiple of the IMS. This can be seen clearly by the red lines that show the first 10 multiples of the IMS. The IMS multiplier minus one indicates the number of missing data points in the spectrum (likely due to no ions hitting the detector during this time)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using IMS for data compression\n", "\n", "Knowing that the m/z data is driven by an integer relationship with the IMS allows two opportunities for **near-lossless** data compression:\n", "\n", "1. We can drop any $m/z$ values with corresponding zero intensities as these data points can be added back to the spectrum without losing fidelity\n", "2. We can store the IMS value as a double, and convert the $m/z$ vector to a vector of unsigned 32-bit integers that represent an index\n", "\n", "The relationship to convert between vectors is summarised as\n", "\n", "$$\n", "\\frac{m}{z} = \\left( \\alpha_{IMS} i_{\\sqrt{m/z}} + \\beta_{trunc} \\right)^2\n", "$$\n", "\n", "where $\\alpha_{IMS}$ is the IMS value, $i_{\\sqrt{m/z}}$ is the unsigned integer index of the $m/z$ value in $\\sqrt{m/z}$ space, and $\\beta_{trunc}$ is to control for any truncation error that may be introduced from the mzML file.\n", "\n", "In the figure below, we plot out (in black) the mass error, in ppm, of the converted mass over charge compared to the values collected from the mzML. The red dots indicate the mass error if the index ($i_{\\sqrt{m/z}}$) is offset by $0.25$ in either direction. In general, this shows that the bounds of the indices are tight, but there is a latent mass error that comes from translating the floating-point $m/z$ value into integer space." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Thermo / Orbitrap\n", "\n", "Old\n", "$$\n", "\\Delta t = \\frac{1}{\\alpha} \\left( \\Delta \\sqrt{m/z} - \\beta \\right)\n", "$$\n", "$$\n", "i = \\frac{\\sqrt{m/z} - \\beta}{\\alpha} - \\gamma\n", "$$\n", "$$\n", "(i + \\gamma) \\alpha + \\beta = \\sqrt{m/z}\n", "$$\n", "therefore,\n", "$$\n", "m/z = ((i + \\gamma) \\alpha + \\beta)^2\n", "$$\n", "\n", "New\n", "\n", "$$\n", "\\Delta t = \\frac{1}{\\alpha} \\left( \\Delta \\frac{1}{\\sqrt{m/z}} - \\beta \\right)\n", "$$\n", "$$\n", "i = \\frac{1}{\\alpha} \\left( \\frac{1}{\\sqrt{m/z}} - \\beta \\right) - \\gamma\n", "$$\n", "$$\n", "(i + \\gamma) \\alpha + \\beta = \\frac{1}{\\sqrt{m/z}}\n", "$$\n", "$$\n", "m/z = \\frac{1}{((i + \\gamma) \\alpha + \\beta)^2}\n", "$$\n", "\n", "where $\\gamma$ is the minimum value of the IMS coords such that these are zero-indexed in the file" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "class CalculatorOrbitrap(object):\n", " IMS_TRANSFORM = '1 / sqrt(m/z)'\n", " FNAME = base_dir + '/thermo/CC20160706_P100_Plate34_PC3_T3_P-0034_A01_acq_01.h5'\n", "\n", " def __init__(self, mz):\n", " self.mz = mz\n", " self.inverse_root_mz = 1 / np.sqrt(mz)\n", " \n", " def calculate_ims_params_directly(self):\n", " delta_root_mz = -np.abs(np.diff(self.inverse_root_mz))\n", " min_delta_root_mz = delta_root_mz.max()\n", " min_alpha_list = delta_root_mz[delta_root_mz >= 1.4 * min_delta_root_mz]\n", " alpha = np.median(min_alpha_list)\n", " alpha_mad = np.median(np.abs(min_alpha_list - alpha))\n", "\n", " beta = -np.mean(self.residual([alpha, 0.0]))\n", " return alpha, alpha_mad, beta\n", " \n", " @classmethod\n", " def calculate_deltas_in_ims_space(cls, mz):\n", " inverse_root_mz = 1 / np.sqrt(mz)\n", " return -np.diff(inverse_root_mz)\n", "\n", " def residual_ppm(self, params, offset=0):\n", " return self.residual(params, offset=offset) * 1e6 / self.mz\n", "\n", " def residual(self, params, offset=0):\n", " return self._func(params, offset=offset) - self.mz\n", " \n", " def ims_coord(self, params, offset=0):\n", " a, b = params\n", " i = (self.inverse_root_mz - b) / a\n", " return np.around(i, decimals=0) + offset\n", "\n", " def _func(self, params, offset=0):\n", " i = self.ims_coord(params, offset=offset)\n", " a, b = params\n", " return (a * i + b) ** -2" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_raw_deltas(CalculatorOrbitrap, xlim=(200, 2500), ylim=(1e-4, 1e2))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ms1 :: IMS alpha = 1.34410614e-08 +/- 1.244e-10\n", "ms2-050 :: IMS alpha = 2.68852104e-08 +/- 2.746e-10\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_in_ims_space(CalculatorOrbitrap, xlim=(200, 2500), ylim=(1e-8, 1e-5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scan data saved as a point cloud\n", "\n", "If we consider the raw data collected within a given window across a full gradient during a SWATH-MS run, each data point represents:\n", "\n", "- *Mass over charge:* The abscissa refers to the mass over charge ratio of the peptide ion\n", "- *Retention time:* The ordinate refers to the time at which the peptide ion is elutes from the Liquid Chromatography column\n", "- *Intensity:* The applicate is a count of the number of times a peptide ion is detected on the sensor\n", "\n", "We have shown that mass over charge can be represented by an unsigned integer, as can intensity. Furthermore, the retention time for each data point can be considered as an index into an associated (but much smaller) vector of doubles. In this manner, we can save the raw data into a file format as 3 vectors of unsigned 32-bit integers with some associated metadata. \n", "\n", "`toffee` takes this exact approach, saving each SWATH window as a group in an [HDF5](https://www.hdfgroup.org/HDF5) file. Each group has:\n", "\n", "- `double` attributes `lower`, `center`, and `upper` to describe the properties of the window;\n", "- `double` attributes `scanCycleTime` ($t_c$) and `firstScanRetentionTimeOffset` ($t_0$) that describe the retention time vector for each window such that $t(i) = t_c i + t_0$ in seconds;\n", "- a `uint32` dataset of `retentionTimeIdx`, of equal length as the retention time vector, that represents indices into the `mzIMSCoord` and `intensity` between which the corresponding value of $t(i)$ is applied;\n", "- `double` attributes `imsAlpha` ($\\alpha_{IMS}$) and `imsBeta` ($\\beta_{trunc}$) for the Intrinsic Mass Spacing m/z conversion such that $\\frac{m}{z} = \\left( \\alpha_{IMS} i_{\\sqrt{m/z}} + \\beta_{trunc} \\right)^2$; and\n", "- `uint32` datasets of `mzIMSCoord` and `intensity` for the point cloud, with one entry for each point in the cloud.\n", "\n", "In taking this approach, we have found a file format with **lossless** compression that can represent a SWATH-MS `mzML` file with a ten-fold decrease in the file size.\n", "\n", "| File | `wiff` File Size (MB) | `toffee` File Size (MB) | `mzML` File Size (MB) | `toffee` Percent of `wiff` |\n", "| --- | --- | --- | --- | --- |\n", "| ProCan90-M03-01 | 576.06 | 533.25 | 5,596.73 | 92.57 |\n", "| ProCan90-M06-01 | 779.12 | 732.04 | 7,555.10 | 93.95 |\n", "\n", "| Property | `wiff` File Size (GB) | `toffee` File Size (GB) | `mzML` File Size (GB) | `toffee` Percent of `wiff` | `mzML` Percent of `wiff` |\n", "| --- | --- | --- | --- | --- | --- |\n", "| count | 90 | 90 | 90 | 90 | 90 |\n", "| mean | 1.12 | 1.08 | 11.02 | 96.81 | 984.17 |\n", "| std | 0.27 | 0.26 | 2.77 | 3.13 | 16.72 |\n", "| min | 0.54 | 0.49 | 5.14 | 91.95 | 952.54 |\n", "| 25% | 0.93 | 0.95 | 8.91 | 95.77 | 973.97 |\n", "| 50% | 1.21 | 1.17 | 12.02 | 96.60 | 986.83 |\n", "| 75% | 1.28 | 1.24 | 12.72 | 97.27 | 995.92 |\n", "| max | 1.57 | 1.54 | 16.09 | 106.05 | 1021.46 |\n", "\n", "![Toffee file sizes](tof_file_sizes.png \"Toffee file sizes\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }