diff --git a/README.md b/README.md index 3c05804..1a9aa32 100644 --- a/README.md +++ b/README.md @@ -18,10 +18,11 @@ Created 28 September 2020 - AIFs: including patient-specific (measured), Parker, bi-exponential Parker - Fitting free AIF time delay parameter - Relaxivity models: linear -- Signal models: spoiled gradient echo +- Signal models: spoiled gradient echo, inversion-recovery spin-echo - Water exchange models: FXL, NXL, NXL_be -- T1 fitting using variable flip angle method, IR-SPGR and DESPOT1-HIFI +- T1 fitting using variable flip angle method, IR-SPGR, DESPOT1-HIFI and inversion recovery - T2(*) fitting for multi-TE acquisitions +- MTR and MTSat calculation ### Not yet implemented/limitations: - Additional pharmacokinetic models (add by inheriting from PkModel class) @@ -30,7 +31,4 @@ Created 28 September 2020 - Additional signal models (add by inheriting from SignalModel class) - R2/R2* effects not included in fitting of enhancement curves (but is included for enhancement-to-concentration conversion) - Compartment-specific relaxivity parameters/models -- Fitting free water exchange parameters - -### TODO: -- inversion recovery T1 measurment +- Fitting water exchange parameters diff --git a/demo/T1_IRSE_data/rSeries03.nii b/demo/T1_IRSE_data/rSeries03.nii new file mode 100644 index 0000000..358a140 Binary files /dev/null and b/demo/T1_IRSE_data/rSeries03.nii differ diff --git a/demo/T1_IRSE_data/rSeries04.nii b/demo/T1_IRSE_data/rSeries04.nii new file mode 100644 index 0000000..933f596 Binary files /dev/null and b/demo/T1_IRSE_data/rSeries04.nii differ diff --git a/demo/T1_IRSE_data/rSeries05.nii b/demo/T1_IRSE_data/rSeries05.nii new file mode 100644 index 0000000..26bcfb7 Binary files /dev/null and b/demo/T1_IRSE_data/rSeries05.nii differ diff --git a/demo/T1_IRSE_data/rSeries06.nii b/demo/T1_IRSE_data/rSeries06.nii new file mode 100644 index 0000000..e83d277 Binary files /dev/null and b/demo/T1_IRSE_data/rSeries06.nii differ diff --git a/demo/T1_IRSE_data/rSeries07.nii b/demo/T1_IRSE_data/rSeries07.nii new file mode 100644 index 0000000..9ad8cf3 Binary files /dev/null and b/demo/T1_IRSE_data/rSeries07.nii differ diff --git a/demo/T1_IRSE_data/rSeries08.nii b/demo/T1_IRSE_data/rSeries08.nii new file mode 100644 index 0000000..31affa7 Binary files /dev/null and b/demo/T1_IRSE_data/rSeries08.nii differ diff --git a/demo/demo_fit_t1.ipynb b/demo/demo_fit_t1.ipynb index 3ca7b88..c6a8274 100644 --- a/demo/demo_fit_t1.ipynb +++ b/demo/demo_fit_t1.ipynb @@ -22,13 +22,28 @@ "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\mjt32\\anaconda3\\lib\\site-packages\\dicom\\__init__.py:53: UserWarning: \n", + "This code is using an older version of pydicom, which is no longer \n", + "maintained as of Jan 2017. You can access the new pydicom features and API \n", + "by installing `pydicom` from PyPI.\n", + "See 'Transitioning to pydicom 1.x' section at pydicom.readthedocs.org \n", + "for more information.\n", + "\n", + " warnings.warn(msg)\n" + ] + } + ], "source": [ "import os, sys\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "sys.path.append('../src')\n", - "import t1_fit\n", + "import t1_fit, signal_models\n", "%load_ext autoreload\n", "%autoreload 2" ] @@ -220,7 +235,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 0 ns\n", + "Wall time: 15.6 ms\n", "Fitted values: s0 = 13482.2, t1 = 1.323 s\n" ] }, @@ -278,7 +293,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 15.6 ms\n", + "Wall time: 1.01 ms\n", "Fitted values: s0 = 11856.2, t1 = 1.022 s, k_fa = 1.138\n" ] }, @@ -332,6 +347,78 @@ "(data from: INV_ED_004, FSLEyes coordinates 98,99,106)" ] }, + { + "cell_type": "markdown", + "source": [ + "#### Inversion-recovery spin-echo" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 7, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "estimated/actual T1 = 1.1885 / 1.2000 s\n" + ] + }, + { + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# simulate ground-truth IR-SE signal over a TI range\n", + "ti_range = np.linspace(0.1, 4, 50) # s\n", + "tr,te = 5, 0 # s\n", + "fa_ex, fa_inv = 85, 170 # flip angles (deg)\n", + "s0 = 100\n", + "t1 = 1.2 # s\n", + "k = 1.1 # flip angle error\n", + "noise = 2\n", + "signed_signal = True\n", + "s_ground = [signal_models.IRSE(tr, ti, fa_ex, fa_inv, te, signed_signal).R_to_s(s0, 1/t1, R2=0, R2s=None, k_fa=k) for ti in ti_range]\n", + "\n", + "# generate simulated signal using well-known formula for IR-SE sequence plus some gaussian noise\n", + "ti_measured = np.array((0.1, 0.5, 1, 1.5, 2, 2.5, 3))\n", + "n = len(ti_measured)\n", + "s = [signal_models.IRSE(tr, ti, fa_ex, fa_inv, te, signed_signal).R_to_s(s0, 1/t1, R2=0, R2s=None, k_fa=k) for ti in ti_measured]\n", + "s += np.random.normal(loc = 0., scale = noise, size = n) # add Gaussian noise\n", + "\n", + "# fit simulated signal using the 3-parameter model\n", + "t1_calculator = t1_fit.IRSE(tr, ti=ti_measured, pars_0=None, signed_signal=signed_signal, n_tries=10)\n", + "a_opt, b_opt, t1_opt, s_opt = t1_calculator.proc(s)\n", + "print(f'estimated/actual T1 = {t1_opt:.4f} / {t1:.4f} s')\n", + "\n", + "# Plot signal:\n", + "plt.plot(ti_range, s_ground, '-', label='ground-truth signal')\n", + "plt.plot(ti_measured, s, 'o', label='signal')\n", + "plt.plot(ti_measured, s_opt, '.', label='fitted signal')\n", + "plt.xlabel('TI (s)')\n", + "plt.ylabel('signal')\n", + "plt.legend();" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, { "cell_type": "markdown", "id": "546d8b07-8a1d-4953-899f-6c9cd93aef0e", @@ -344,20 +431,20 @@ "source": [ "---\n", "## T1 mapping\n", - "We use the same approach to perform voxelwise fitting and generate a T1 map. \n", + "We use the same approach to perform voxelwise fitting and generate a T1 map.\n", "The demo data was obtained on a 3-T Siemens Prisma scanner and includes 2 x IR-SPGR and 3 x SPGR scans.\n", - "The IR sequence uses a linear readout for the pulse train and all partitions in k-space are acquired in a single shot. \n", - "Note, the TI specified at the scanner console (and reported in the dicom header) must be converted to the actual TI delay, i.e. that between inversion and the start of the SPGR pulse train: \n", - "$TI_{delay} = TI_{eff} - 0.5 N_{slices} ESP$, where ESP is the echo spacing. \n", + "The IR sequence uses a linear readout for the pulse train and all partitions in k-space are acquired in a single shot.\n", + "Note, the TI specified at the scanner console (and reported in the dicom header) must be converted to the actual TI delay, i.e. that between inversion and the start of the SPGR pulse train:\n", + "$TI_{delay} = TI_{eff} - 0.5 N_{slices} ESP$, where ESP is the echo spacing.\n", "\n", "### Variable flip angle\n", - "First, fit the 3 x SPGR scans, i.e. variable flip angle method. \n", + "First, fit the 3 x SPGR scans, i.e. variable flip angle method.\n", "Start by creating a fitting object, specifying the sequence parameters:" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "5eeef16b-f46d-4fca-87c9-d11f10912e7c", "metadata": { "pycharm": { @@ -383,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "36b6e9cd-81c7-498d-91b9-d6df2e472963", "metadata": { "pycharm": { @@ -409,8 +496,8 @@ "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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\n" }, "metadata": { "needs_background": "light" @@ -419,7 +506,7 @@ } ], "source": [ - "fig, ax = plt.subplots(1,2)\n", + "fig, ax = plt.subplots(1,2, figsize=(10,5))\n", "ax[0].imshow(s0[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=3000)\n", "ax[1].imshow(t1[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2);" ] @@ -481,7 +568,7 @@ "source": [ "images = [os.path.join('.', 'T1_data', img) for img in ['TI_168ms.nii.gz', 'TI_1068ms.nii.gz', 'FA2.nii.gz', 'FA5.nii.gz', 'FA12.nii.gz']]\n", "\n", - "s0, t1, k_fa, s_fit = hifi_fitter.proc_image(images, \n", + "s0, t1, k_fa, s_fit = hifi_fitter.proc_image(images,\n", " mask='.\\\\T1_data\\\\mask.nii.gz',\n", " threshold=50,\n", " dir='C:\\\\temp\\\\sepal',\n", @@ -501,8 +588,8 @@ "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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\n" }, "metadata": { "needs_background": "light" @@ -511,11 +598,101 @@ } ], "source": [ - "fig, ax = plt.subplots(1,3)\n", + "fig, ax = plt.subplots(1,3, figsize=(15,5))\n", "ax[0].imshow(s0[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=3000)\n", "ax[1].imshow(t1[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2)\n", "ax[2].imshow(k_fa[78,:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=1.5);" ] + }, + { + "cell_type": "markdown", + "source": [ + "### Inversion-recovery spin echo\n", + "Fit IR-spin-echo scans." + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 14, + "outputs": [], + "source": [ + "# create new fitter object\n", + "tr = 1.550 # s\n", + "ti = np.array((0.03, 0.33, 0.53, 0.78, 1.03, 1.53)) # s\n", + "t1_calculator = t1_fit.IRSE(tr, ti, pars_0=None, signed_signal=False, n_tries=1)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "Use the proc_image method to fit voxels" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 15, + "outputs": [], + "source": [ + "images = [os.path.join('.', 'T1_IRSE_data', img) for img in ['rSeries03.nii', 'rSeries04.nii', 'rSeries05.nii', 'rSeries06.nii', 'rSeries07.nii', 'rSeries08.nii']]\n", + "\n", + "a, b, t1, s_fit = t1_calculator.proc_image(images,\n", + " threshold=100,\n", + " dir='C:\\\\temp\\\\sepal',\n", + " suffix='_IRSE',\n", + " n_procs=4);" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 16, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,3, figsize=(15,5))\n", + "ax[0].imshow(a[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=2000)\n", + "ax[1].imshow(b[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=-3000, vmax=1000)\n", + "ax[2].imshow(t1[:,:], cmap=\"gray_r\", origin=\"lower\", vmin=0, vmax=1.5);" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } } ], "metadata": { diff --git a/demo/demo_mt.ipynb b/demo/demo_mt.ipynb new file mode 100644 index 0000000..ff6446a --- /dev/null +++ b/demo/demo_mt.ipynb @@ -0,0 +1,219 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "source": [ + "## MT parameter calculation\n", + "The mt module contains classes for estimating MTR and MTSat parameters. These are subclasses of Fitter, which means they can be used to fit a single MT value (using the proc method) or all voxels within a set of MT images (using the proc_image method)." + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 1, + "outputs": [], + "source": [ + "import sys\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "sys.path.append('../src')\n", + "import mt\n", + "from utils.imaging import read_images, write_image\n", + "%load_ext autoreload\n", + "%autoreload 2" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## MT calculations\n", + "Estimate MTR from the MT on and off values" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 2, + "outputs": [ + { + "data": { + "text/plain": "5.0" + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "s_on, s_off = 19, 20 # MTR is 5%, i.e. 20% reduction in signal\n", + "s = np.array((s_on, s_off)) # input signal is array of ON, OFF signals\n", + "mtr_fitter = mt.MTR() # create MTR fitting object\n", + "mtr_fitter.proc(s) # use proc method to calculate MTR value" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "### Generate MTR map from multi-echo GRE data" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 3, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Load images, combine echoes and calculate MTR map\n", + "echoes = 1, 2, 3\n", + "nii_dir = r'V:\\temp\\mtsat_test' # folder containing nii files\n", + "# load MT ON images into 4D array containing all echoes, then sum over all required echoes (i.e. over last dimension of array)\n", + "mt_on, hdr = read_images([f'{nii_dir}\\\\mtsaton_e{n}.nii' for n in echoes])\n", + "mt_on = np.sum(mt_on, axis=-1)\n", + "write_image(mt_on, f'{nii_dir}\\\\mt_on_sum', hdr)\n", + "# repeat for MT OFF images\n", + "mt_off, hdr = read_images([f'{nii_dir}\\\\mtsatoff_e{n}.nii' for n in echoes])\n", + "mt_off = np.sum(mt_off, axis=-1)\n", + "write_image(mt_off, f'{nii_dir}\\\\mt_off_sum', hdr)\n", + "\n", + "# stack the (echo-summed) ON and OFF images into single array\n", + "s = np.stack((mt_on, mt_off), axis=-1)\n", + "# generate MTR map using proc_image method of MTR fitting object\n", + "mtr_map = mtr_fitter.proc_image(s, threshold=100, dir=nii_dir, template=f'{nii_dir}\\\\mtsatoff_e1.nii')\n", + "\n", + "# plot slice through images\n", + "fig, ax = plt.subplots(1,3, figsize=(15,10))\n", + "ax[0].imshow(mt_off[:,:,90], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=2000)\n", + "ax[0].set_title('MT OFF')\n", + "ax[1].imshow(mt_on[:,:,90], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=2000)\n", + "ax[1].set_title('MT ON')\n", + "cax = ax[2].imshow(mtr_map[:,:,90], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=80)\n", + "ax[2].set_title('MTR (%)')\n", + "fig.colorbar(cax, shrink=0.2);" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 4, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# load and sum T1w images\n", + "t1w, hdr = read_images([f'{nii_dir}\\\\mtsatt1w_e{n}.nii' for n in echoes])\n", + "t1w = np.sum(t1w, axis=-1)\n", + "write_image(t1w, f'{nii_dir}\\\\t1w_sum', hdr)\n", + "\n", + "# stack the (echo-summed) ON, OFF and T1w images into single array\n", + "s = np.stack((mt_on, mt_off, t1w), axis=-1)\n", + "# generate MTR map using proc_image method of MTR fitting object\n", + "mtsat_fitter = mt.MTSat(fa_mt=5, fa_pd=5, fa_t1=18, tr_pd=30e-3, tr_t1=15e-3) # create MTSat fitting object\n", + "mtsat_map, mtr_map, t1_map, r1_map, a_map = mtsat_fitter.proc_image(s, threshold=100, dir=nii_dir, template=f'{nii_dir}\\\\mtsatoff_e1.nii')\n", + "\n", + "# plot slice through images\n", + "fig, ax = plt.subplots(1,4, figsize=(15,10))\n", + "im0 = ax[0].imshow(mtsat_map[:,:,90], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=0.1)\n", + "ax[0].set_title('MTSat')\n", + "fig.colorbar(im0, ax=ax[0], shrink=0.2)\n", + "im1 = ax[1].imshow(mtr_map[:,:,90], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=80)\n", + "ax[1].set_title('MTR (%)')\n", + "fig.colorbar(im1, ax=ax[1], shrink=0.2)\n", + "im2 = ax[2].imshow(t1_map[:,:,90], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=5)\n", + "ax[2].set_title('T1 (s)')\n", + "fig.colorbar(im2, ax=ax[2], shrink=0.2)\n", + "im3 = ax[3].imshow(a_map[:,:,90], cmap=\"gray\", origin=\"lower\", vmin=0, vmax=25000)\n", + "ax[3].set_title('A')\n", + "fig.colorbar(im3, ax=ax[3], shrink=0.2);" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/src/mt.py b/src/mt.py new file mode 100644 index 0000000..6a83f5d --- /dev/null +++ b/src/mt.py @@ -0,0 +1,130 @@ +"""Functions to fit MRI SPGR signal to obtain MT parameters. + +Created 13 November 2023 +@authors: Michael Thrippleton +@email: m.j.thrippleton@ed.ac.uk +@institution: University of Edinburgh, UK + +Classes: + MTR + MTSat + +""" + +import numpy as np +from scipy.optimize import least_squares +from fitting import Fitter + + +class MTR(Fitter): + """Magnetisation transfer ratio calculation. + + Calculates MTR based on MT ON and MT OFF acquisitions. + Subclass of Fitter. + """ + + def __init__(self): + """ + + Args: + """ + pass + + def output_info(self): + """Get output info. Overrides superclass method. + """ + return ('mtr', False), + + def proc(self, s): + """Calculate MTR. Overrides superclass method. + + Args: + s (ndarray): 1D np array containing the MT ON, MT OFF signals + + Returns: + tuple: (mtr) + mtr (float): magnetisation transfer ratio (percent) + """ + if any(np.isnan(s)): + raise ArithmeticError( + f'Unable to calculate MTR: nan signal received.') + + if s.shape != (2,): + raise ValueError( + f'Argument s should have shape (2,)' + ) + + return 100*(s[1]-s[0])/s[1] + + +class MTSat(Fitter): + """Magnetisation transfer saturation calculation. + + Calculates MTSat, MTR and T1 based on three acquisitions with MT, PD and + T1 weightings. + Subclass of Fitter. + """ + + def __init__(self, fa_mt, fa_pd, fa_t1, tr_pd, tr_t1): + """ + + Args: + fa_mt (float): excitation flip angle for MTw acquisition (deg) + fa_pd (float): excitation flip angle for PDw acquisition (deg) + fa_t1 (float): excitation flip angle for T1w acquisition (deg) + tr_pd (float): TR for PD and MT weighted acquisitions (s) + tr_t1 (float): TR for T1 weighted acquisition (s) + """ + self.fa_mt = fa_mt * np.pi / 180 + self.fa_pd = fa_pd * np.pi / 180 + self.fa_t1 = fa_t1 * np.pi / 180 + self.tr_pd = tr_pd + self.tr_t1 = tr_t1 + + def output_info(self): + """Get output info. Overrides superclass method. + """ + return ('mtsat', False), ('mtr', False), ('t1', False), ('r1', False), \ + ('a', False) + + def proc(self, s): + """Calculate MTSat, MTR and T1. Overrides superclass method. + Uses equations from: + Helms et al., Magnetic Resonance in Medicine 60:1396–1407 (2008) + https://doi.org/10.1002/mrm.21732 + and erratum https://doi.org/10.1002/mrm.22607 + + Args: + s (ndarray): 1D np array containing the MT, PD and T1 + weighted signals in that sequence + + Returns: + tuple: (mtsat, mtr and t1) + mtsat (float): magnetisation transfer saturation + mtr (float): magnetisation transfer ratio (percent) + t1 (float): T1 estimation (s) + r1 (float): R1 estimation (s^-1) + a (float): amplitude estimation + """ + if any(np.isnan(s)): + raise ArithmeticError( + f'Unable to calculate MTSat: nan signal received.') + + if s.shape != (3,): + raise ValueError( + f'Argument s should have shape (3,)' + ) + s_mt, s_pd, s_t1 = s + mtr = 100*(s_pd-s_mt)/s_pd + a = (s_t1*(s_pd*self.tr_t1*self.fa_pd**2 - + s_pd*self.tr_pd*self.fa_t1**2)) / ( + self.fa_pd*self.fa_t1*(s_pd*self.tr_t1*self.fa_pd - + s_t1*self.tr_pd*self.fa_t1)) + r1 = -(self.fa_pd*self.fa_t1*(s_pd*self.tr_t1*self.fa_pd - + s_t1*self.tr_pd*self.fa_t1)) / ( + 2*self.tr_t1*self.tr_pd*(s_pd*self.fa_t1 - s_t1*self.fa_pd)) + mtsat = -self.fa_pd**2/2 + (a*r1*self.tr_pd*self.fa_pd)/s_mt - \ + r1*self.tr_pd + t1 = 1/r1 + + return mtsat, mtr, t1, r1, a diff --git a/src/signal_models.py b/src/signal_models.py index a900b83..adc86be 100644 --- a/src/signal_models.py +++ b/src/signal_models.py @@ -7,6 +7,7 @@ Classes: SignalModel and derived subclasses: SPGR + IRSE """ from abc import ABC, abstractmethod @@ -74,3 +75,38 @@ def R_to_s(self, s0, R1, R2=None, R2s=0, k_fa=1): (1.0-np.exp(-self.tr*R1)*np.cos(fa)) ) * np.exp(-self.te*R2s) return s + + +class IRSE(SignalModel): + """Signal model subclass for inversion-recovery spin-echo pulse sequence. + Ignores impact of refocusing pulse on Mz. + + """ + + def __init__(self, tr, ti, fa_ex, fa_inv, te, signed_signal=False): + """ + + Args: + tr (float): repetition time (s) + ti (float): inversion time (s) + fa_ex (float): excitation flip angle (deg) + fa_inv (float): inversion flip angle (deg) + te (float): echo time (s) + signed_signal (bool): whether signal can be + or - + """ + self.tr = tr + self.ti = ti + self.fa_ex = fa_ex * np.pi/180 + self.fa_inv = fa_inv * np.pi/180 + self.te = te + self.signed_signal = signed_signal + + def R_to_s(self, s0, R1, R2=0, R2s=None, k_fa=1): + """Get signal for this model. Overrides superclass method.""" + fa_ex = k_fa * self.fa_ex + fa_inv = k_fa * self.fa_inv + s = s0 * np.exp(-self.te*R2) * np.sin(fa_ex) * ( + 1-np.cos(fa_inv)*np.exp(-self.tr*R1)-(1-np.cos(fa_inv)) + * np.exp(-self.ti*R1)) / ( + 1-np.cos(fa_inv)*np.cos(fa_ex)*np.exp(-self.tr*R1)) + return s if self.signed_signal else np.abs(s) diff --git a/src/t1_fit.py b/src/t1_fit.py index 7898527..d7aca6d 100644 --- a/src/t1_fit.py +++ b/src/t1_fit.py @@ -10,6 +10,7 @@ VFALinear VFANonLinear HIFI + IRSE Functions: spgr_signal: get SPGR signal @@ -19,6 +20,7 @@ import numpy as np from scipy.optimize import least_squares from fitting import Fitter +from utils.utilities import least_squares_global class VFA2Points(Fitter): @@ -313,6 +315,102 @@ def __signal(self, x): return s +class IRSE(Fitter): + """T1 estimation from inversion-recovery spin-echo. + + Subclass of Fitter. + For fitting a series of acquisitions with the same TR/TE and different TI. + """ + + MIN_T1 = 0.01 # minimum allowable T1 (needed to avoid exceptions) + + def __init__(self, tr, ti, pars_0=None, signed_signal=False, n_tries=1): + """ + + Args: + tr (float): TR for all acquisition (s) + ti (ndarray): TI for each acquisition (s) + pars_0 (list, optional): 2-element list of initial parameters s0 and + T1. If None (default), initial s0 is estimated as the maximum + absolute signal and initial T1 is estimated from the minimum + absolute signal. + signed_signal (bool, optional): image includes positive and negative + intensities, otherwise it is assumed to be a magnitude image. + n_tries (int, optional): if >1, repeats optimisation with + randomised starting values (uniform random values between 5% + and 2x initial estimates). Defaults to 1. + """ + self.tr = tr + self.ti = ti + self.pars_0 = pars_0 + self.signed_signal = signed_signal + self.n_tries = n_tries + + def output_info(self): + """Get output info. Overrides superclass method. + """ + return ('a', False), ('b', False), ('t1', False), ('s_opt', True) + + def proc(self, s): + """Estimate T1 and s0. Overrides superclass method. + Uses the 3-parameter model: s = a + b exp(-TI/T1) + + Args: + s (ndarray): 1D array containing the signals + + Returns: + tuple: s0, t1, s_opt + a (float): estimated "a" parameter + b (float): estimated "b" parameter + t1 (float): estimated T1 (s) + s_opt (ndarray): fitted signal intensities + """ + # if s_opts not given, generate starting estimates for s0, T1, a and b + if self.pars_0 is None: + s0_init = np.max(np.abs(s)) # order-of-magnitude estimate for s0 + t1_init = self.ti[np.argmin(np.abs(s))]/np.log(2) # ~null signal + else: + s0_init, t1_init = self.pars_0 + t1_init = max(type(self).MIN_T1, t1_init) + a_init = s0_init * (1 + np.exp(-self.tr/t1_init)) + b_init = -2 * s0_init + x_0 = [np.array((a_init, b_init, t1_init))] + # if >1 tries, generate additional randomised starting parameters + for n in range(1, self.n_tries): + s0_init_rnd = np.random.uniform(0.05, 2) * s0_init + t1_init_rnd = np.random.uniform(0.05, 2) * t1_init + t1_init_rnd = max(type(self).MIN_T1, t1_init_rnd) + a_init_rnd = s0_init_rnd * (1 + np.exp(-self.tr/t1_init_rnd)) + b_init_rnd = -2 * s0_init_rnd + x_0_init_rnd = [np.array((a_init_rnd, b_init_rnd, t1_init_rnd))] + x_0 = x_0 + x_0_init_rnd + + + # optimise using the 3-parameter model + x_scale = (np.abs(a_init), np.abs(b_init), 1.0) + bounds = ((-np.inf, -np.inf, type(self).MIN_T1), (np.inf, np.inf, np.inf)) + result = least_squares_global(self.__residuals, x_0, + args=(s,), method='trf', + bounds=bounds, + x_scale=x_scale) + if result.success is False: + raise ArithmeticError( + f'Unable to calculate T1' + f': {result.message}') + + a_opt, b_opt, t1_opt = result.x + s_opt = self.__signal(result.x) + + return a_opt, b_opt, t1_opt, s_opt + + def __residuals(self, x, s): + return s - self.__signal(x) + + def __signal(self, x): + signal = x[0] + x[1] * np.exp(-self.ti / x[2]) + return signal if self.signed_signal else np.abs(signal) + + def spgr_signal(s0, t1, tr, fa): """Return signal for SPGR sequence.