{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "932c27d4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.3.21'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyAMARES\n", "\n", "pyAMARES.__version__" ] }, { "cell_type": "markdown", "id": "1bf21b64", "metadata": {}, "source": [ "# Examples of In Vivo X-Nuclei ($^{129}$Xe and $^{2}$H) MRS Fitting\n", "- Reproduce Figures 2B, C and Figures S2C, D of the [pyAMARES publication](https://doi.org/10.3390/diagnostics14232668)" ] }, { "cell_type": "markdown", "id": "31ad27d0-03cf-4553-96ad-f35504549457", "metadata": {}, "source": [ "**[Try this tutorial on Google Colab!](https://colab.research.google.com/drive/1HGFB0G0NuHxpa2lfUAx-_sGkKx7QwVeO)**" ] }, { "cell_type": "markdown", "id": "47c6c2b8-2a5c-4f42-be99-3eb9982b3df7", "metadata": {}, "source": [ "## Fitting a Voxel of Hyperpolarized $^{129}$Xe MRSI Acquired from Healthy Porcine Lungs at 3T \n", "- **Set Scanner Parameters**:\n", " - **MHz (Field Strength)**: 35.340772 MHz, corresponding to $^{129}$Xe at 3T\n", " - **sw (Spectral Width)**: 20000 Hz\n", " - **Deadtime**: 7.14e-05 seconds" ] }, { "cell_type": "code", "execution_count": 2, "id": "d9bb08dd", "metadata": {}, "outputs": [], "source": [ "MHz = 35.340772\n", "sw = 20000\n", "begin_time = 7.14e-05" ] }, { "cell_type": "markdown", "id": "1ed0833f-7e3d-4c8f-b1b1-85f68f5cf295", "metadata": {}, "source": [ "- **Load the FID of an Example Voxel of** $^{129}$Xe MRSI" ] }, { "cell_type": "code", "execution_count": 3, "id": "4af0e137", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Try to load 2-column ASCII data\n", "data.shape= (256,)\n" ] } ], "source": [ "fid = pyAMARES.readmrs(\"attachment/a_voxel_Xe.txt\")" ] }, { "cell_type": "markdown", "id": "c83ee847-10a5-4345-ada1-281c7327469e", "metadata": {}, "source": [ "- **Initialize the FID Object**" ] }, { "cell_type": "code", "execution_count": 4, "id": "36c6cc3e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking comment lines in the prior knowledge file\n", "Parameter g will be fit with the initial value set in the file attachment/FigS2A.csv\n" ] }, { "data": { "image/png": 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GasMembraneRBC
Index
Initial ValuesNaNNaNNaN
amplitude10.60.2
chemicalshift0197210
linewidth401010
phase00Membrane
g00.10
BoundsNaNNaNNaN
amplitude(0,(0,(0,
chemicalshift(-25,25)(192, 205)(200,215)
linewidth(0,(0,200)(0,200)
phase(-180,180)(-180,180)(-180,180)
g(0,1)(0,1)(0,1)
\n", "
" ], "text/plain": [ " Gas Membrane RBC\n", "Index \n", "Initial Values NaN NaN NaN\n", "amplitude 1 0.6 0.2\n", "chemicalshift 0 197 210\n", "linewidth 40 10 10\n", "phase 0 0 Membrane\n", "g 0 0.1 0\n", "Bounds NaN NaN NaN\n", "amplitude (0, (0, (0,\n", "chemicalshift (-25,25) (192, 205) (200,215)\n", "linewidth (0, (0,200) (0,200)\n", "phase (-180,180) (-180,180) (-180,180)\n", "g (0,1) (0,1) (0,1)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize an FIDobj using the loaded fid and spectral parameters\n", "FIDobj = pyAMARES.initialize_FID(\n", " fid,\n", " priorknowledgefile=\"attachment/FigS2A.csv\", # Prior knowledge file for hyperpolarized 129Xe\n", " MHz=MHz,\n", " sw=sw,\n", " deadtime=begin_time,\n", " preview=True,\n", " g_global=False,\n", ") # When g_global is False, the lineshape parameter `g` will be fitted based on prior knowledge constraints" ] }, { "cell_type": "markdown", "id": "3ddecf56-064f-467c-9f72-b57795ffcda1", "metadata": {}, "source": [ "- Note: In the prior knowledge dataset, **the gas and red blood cell (RBC) signals are modeled with Lorentzian lineshapes (g = 0), while the membrane signal is modeled with a Voigt lineshape (initial value: g = 0.1)** to account for its structural heterogeneity. This approach has become widely accepted in the xenon MRS community for quantifying membrane and RBC signals [Bier et al., NMR Biomed. 2019](https://doi.org/10.1002/nbm.4029)" ] }, { "cell_type": "markdown", "id": "a78902eb-848e-4454-91ca-d9225768dad4", "metadata": {}, "source": [ "- **First Round of Fitting: Parameter Optimization**" ] }, { "cell_type": "code", "execution_count": 5, "id": "0442ce5b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A copy of the input fid_parameters will be returned because inplace=False\n", "Autogenerated tol is 7.601e-08\n", "Fitting with method=leastsq took 0.231262 seconds\n", "Estimated CRLBs are calculated using the default noise variance estimation used by OXSA.\n", "a_sd is all None, use crlb instead!\n", "freq_sd is all None, use crlb instead!\n", "lw_sd is all None, use crlb instead!\n", "phase_sd is all None, use crlb instead!\n", "g_std is all None, use crlb instead!\n", "It seems that zeros are padded after 85\n", "Remove padded zeros from residual estimation!\n", "Lmfit Fitting Results:\n", "----------------\n", "Number of function evaluations (nfev): 1000\n", "Reduced chi-squared (redchi): 6.892370384435103e-06\n", "Fit success status: Failure\n", "Fit message: Tolerance seems to be too small. Could not estimate error-bars.\n", "Norm of residual = 0.003\n", "Norm of the data = 0.000\n", "resNormSq / dataNormSq = 23.631\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jxu125/git/pyamares/pyAMARES/util/crlb.py:54: RuntimeWarning: Warning: The matrix may be ill-conditioned. Condition number is high: 1.965e+19\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "out1 = pyAMARES.fitAMARES(\n", " fid_parameters=FIDobj,\n", " fitting_parameters=FIDobj.initialParams,\n", " method=\"leastsq\", # Initialize parameters using the Levenberg-Marquardt method\n", " ifplot=True,\n", " inplace=False,\n", ")" ] }, { "cell_type": "markdown", "id": "df66fb19-31da-41a0-b7d8-988d23268eca", "metadata": {}, "source": [ "- **Optimized Fitting Parameters**" ] }, { "cell_type": "code", "execution_count": 6, "id": "3002da70-2fc3-4405-bbef-df956f9f76e4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
name value initial value min max vary expression
ak_Gas 0.00652552 1.0 0.00000000 inf True
freq_Gas -379.033205 0.0 -883.519300 883.519300 True
dk_Gas 2182.09753 125.66370614359172 0.00000000 inf True
phi_Gas 0.11411036 0.0 -3.14159265 3.14159265 True
g_Gas 5.6341e-09 0.0 0.00000000 1.00000000 True
ak_Membrane 0.00164767 0.6 0.00000000 inf True
freq_Membrane 6965.79679 6962.132084 6785.42822 7244.85826 True
dk_Membrane 351.070545 31.41592653589793 0.00000000 628.318531 True
phi_Membrane -0.65148111 0.0 -3.14159265 3.14159265 True
g_Membrane 5.7732e-15 0.1 0.00000000 1.00000000 True
ak_RBC 2.7290e-04 0.2 0.00000000 inf True
freq_RBC 7427.30605 7421.5621200000005 7068.15440 7598.26598 True
dk_RBC 327.926634 31.41592653589793 0.00000000 628.318531 True
phi_RBC -0.65148111 0.0 -3.14159265 3.14159265 False phi_Membrane
g_RBC 0.02854482 0.0 0.00000000 1.00000000 True
" ], "text/plain": [ "Parameters([('ak_Gas', ), ('freq_Gas', ), ('dk_Gas', ), ('phi_Gas', ), ('g_Gas', ), ('ak_Membrane', ), ('freq_Membrane', ), ('dk_Membrane', ), ('phi_Membrane', ), ('g_Membrane', ), ('ak_RBC', ), ('freq_RBC', ), ('dk_RBC', ), ('phi_RBC', ), ('g_RBC', )])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out1.fittedParams" ] }, { "cell_type": "markdown", "id": "dad817a0-308c-4e89-b9dc-8f264044dda9", "metadata": {}, "source": [ "- **Fix Lineshape Parameters of Gas and RBC for the AMARES Fitting**" ] }, { "cell_type": "code", "execution_count": 7, "id": "ca61e362", "metadata": {}, "outputs": [], "source": [ "out1.fittedParams[\"g_Gas\"].vary = False\n", "out1.fittedParams[\"g_RBC\"].vary = False" ] }, { "cell_type": "code", "execution_count": 8, "id": "1fbc3d8a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
name value initial value min max vary expression
ak_Gas 0.00652552 1.0 0.00000000 inf True
freq_Gas -379.033205 0.0 -883.519300 883.519300 True
dk_Gas 2182.09753 125.66370614359172 0.00000000 inf True
phi_Gas 0.11411036 0.0 -3.14159265 3.14159265 True
g_Gas 5.6341e-09 0.0 0.00000000 1.00000000 False
ak_Membrane 0.00164767 0.6 0.00000000 inf True
freq_Membrane 6965.79679 6962.132084 6785.42822 7244.85826 True
dk_Membrane 351.070545 31.41592653589793 0.00000000 628.318531 True
phi_Membrane -0.65148111 0.0 -3.14159265 3.14159265 True
g_Membrane 5.7732e-15 0.1 0.00000000 1.00000000 True
ak_RBC 2.7290e-04 0.2 0.00000000 inf True
freq_RBC 7427.30605 7421.5621200000005 7068.15440 7598.26598 True
dk_RBC 327.926634 31.41592653589793 0.00000000 628.318531 True
phi_RBC -0.65148111 0.0 -3.14159265 3.14159265 False phi_Membrane
g_RBC 0.02854482 0.0 0.00000000 1.00000000 False
" ], "text/plain": [ "Parameters([('ak_Gas', ), ('freq_Gas', ), ('dk_Gas', ), ('phi_Gas', ), ('g_Gas', ), ('ak_Membrane', ), ('freq_Membrane', ), ('dk_Membrane', ), ('phi_Membrane', ), ('g_Membrane', ), ('ak_RBC', ), ('freq_RBC', ), ('dk_RBC', ), ('phi_RBC', ), ('g_RBC', )])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out1.fittedParams" ] }, { "cell_type": "markdown", "id": "b3d5f951-273c-42dc-ba8a-2d5840c3dec7", "metadata": {}, "source": [ "- **Fitting AMARES Using Levenberg-Marquardt-Initialized Parameters:**" ] }, { "cell_type": "code", "execution_count": 9, "id": "c6d87efa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A copy of the input fid_parameters will be returned because inplace=False\n", "Autogenerated tol is 7.601e-08\n", "Fitting with method=least_squares took 0.125702 seconds\n", "Estimated CRLBs are calculated using the default noise variance estimation used by OXSA.\n", "It seems that zeros are padded after 85\n", "Remove padded zeros from residual estimation!\n", "Lmfit Fitting Results:\n", "----------------\n", "Number of function evaluations (nfev): 46\n", "Reduced chi-squared (redchi): 3.930007675969261e-08\n", "Fit success status: Success\n", "Fit message: `gtol` termination condition is satisfied.\n", "Norm of residual = 0.000\n", "Norm of the data = 0.000\n", "resNormSq / dataNormSq = 0.135\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jxu125/git/pyamares/pyAMARES/util/crlb.py:54: RuntimeWarning: Warning: The matrix may be ill-conditioned. Condition number is high: 2.980e+18\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "out2 = pyAMARES.fitAMARES(\n", " fid_parameters=out1,\n", " fitting_parameters=out1.fittedParams, # Fit Xenon data using optimized parameters with fixed g_Gas and g_RBC\n", " method=\"least_squares\",\n", " ifplot=True,\n", " inplace=False,\n", ")" ] }, { "cell_type": "markdown", "id": "0eb35736-cc6d-4373-9980-678ebfd0640b", "metadata": {}, "source": [ "- **Visualization of AMARES Fitting as shown in Figure 2B** of [pyAMARES Publication](https://doi.org/10.3390/diagnostics14232668)" ] }, { "cell_type": "code", "execution_count": 10, "id": "f7f45475", "metadata": {}, "outputs": [], "source": [ "# Modify the visualization parameters\n", "plotParameters = out2.plotParameters\n", "plotParameters.xlim = (300, -300) # Show spectrum from 300 to -300 ppm\n", "plotParameters.ifphase = False # Do not apply phase correction\n", "plotParameters.lb = 5 # Apply line broadening of 5 Hz for visualization" ] }, { "cell_type": "code", "execution_count": 11, "id": "ae438346", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fitting_parameters is None, just use the fid_parameters.out_obj.params\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pyAMARES.plotAMARES(out2, plotParameters=plotParameters)" ] }, { "cell_type": "markdown", "id": "e505ee1e-b6c4-41c3-931f-7246e86af3ef", "metadata": {}, "source": [ "- **Obtained Fitting Results Spreadsheet as shown in Figure S2C** of [pyAMARES Publication](https://doi.org/10.3390/diagnostics14232668)" ] }, { "cell_type": "code", "execution_count": 12, "id": "aa234435", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 amplitudechem shift(ppm)LW(Hz)phase(deg)SNRCRLB(%)
name      
Gas0.0040.0626.106-44.82810.1850.487
Membrane0.002196.127200.000-39.1985.3554.745
RBC0.001204.617200.000-39.1982.15612.295
\n" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out2.simple_df" ] }, { "cell_type": "markdown", "id": "6935663c-2193-452b-b954-1227957e2d08", "metadata": {}, "source": [ "## Fitting a Voxel of $^{2}$H 3D MRSI Acquired at 3T \n", "- **Set Scanner Parameters**:\n", " - **MHz (Field Strength)**: 19.613053 MHz, corresponding to $^{2}$H at 3T\n", " - **sw (Spectral Width)**: 5000 Hz\n", " - **Deadtime**: 0 seconds" ] }, { "cell_type": "code", "execution_count": 13, "id": "61527bc1", "metadata": {}, "outputs": [], "source": [ "MHz = 19.613053\n", "sw = 5000\n", "begin_time = 0" ] }, { "cell_type": "markdown", "id": "ed7f682b-c6f7-4dd5-9054-73a36abd1658", "metadata": {}, "source": [ "- **Load the FID of an Example Voxel** of $^{2}$H 3D MRSI" ] }, { "cell_type": "code", "execution_count": 14, "id": "639a2c67", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Try to load 2-column ASCII data\n", "data.shape= (1400,)\n" ] }, { "data": { "text/plain": [ "(1400,)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fid = pyAMARES.readmrs(\"attachment/a_voxel_2HMRSI.txt\")\n", "fid.shape" ] }, { "cell_type": "markdown", "id": "be1b7235-e76a-4cea-b3dc-1d7d6da41465", "metadata": {}, "source": [ "- **Initialize the FID Object**" ] }, { "cell_type": "code", "execution_count": 15, "id": "0e7fe768", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking comment lines in the prior knowledge file\n", "Shifting the ppm by ppm_offset=-4.70 ppm\n", "before opts.initialParams[freq_DHO].value=92.1813491\n", "new value should be opts.initialParams[freq_DHO].value + opts.ppm_offset * opts.MHz=0.0\n", "after opts.initialParams[freq_DHO].value=0.0\n", "before opts.initialParams[freq_Glucose].value=74.5296014\n", "new value should be opts.initialParams[freq_Glucose].value + opts.ppm_offset * opts.MHz=-17.6517477\n", "after opts.initialParams[freq_Glucose].value=-17.6517477\n", "before opts.initialParams[freq_Glx].value=45.1100219\n", "new value should be opts.initialParams[freq_Glx].value + opts.ppm_offset * opts.MHz=-47.071327200000006\n", "after opts.initialParams[freq_Glx].value=-47.071327200000006\n", "before opts.initialParams[freq_Lactate].value=25.496968900000002\n", "new value should be opts.initialParams[freq_Lactate].value + opts.ppm_offset * opts.MHz=-66.6843802\n", "after opts.initialParams[freq_Lactate].value=-66.6843802\n" ] }, { "data": { "image/png": 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DHOGlucoseGlxLactate
Index
Initial ValuesNaNNaNNaNNaN
amplitude1010.70.1
chemicalshift4.73.82.31.3
linewidth10101010
phase0DHODHODHO
g0000
BoundsNaNNaNNaNNaN
amplitude(0,(0,(0,(0,
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linewidth(0,(0,100)(0,100)(0, 100)
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g(0,1)(0,1)(0,1)(0,1)
\n", "
" ], "text/plain": [ " DHO Glucose Glx Lactate\n", "Index \n", "Initial Values NaN NaN NaN NaN\n", "amplitude 10 1 0.7 0.1\n", "chemicalshift 4.7 3.8 2.3 1.3\n", "linewidth 10 10 10 10\n", "phase 0 DHO DHO DHO\n", "g 0 0 0 0\n", "Bounds NaN NaN NaN NaN\n", "amplitude (0, (0, (0, (0,\n", "chemicalshift (4.2, 5.2) (3.3, 4.3) (1.8,2.8) (0.8, 1.8)\n", "linewidth (0, (0,100) (0,100) (0, 100)\n", "phase (-180,180) (-180,180) (-180,180) (-180,180)\n", "g (0,1) (0,1) (0,1) (0,1)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "FIDobj = pyAMARES.initialize_FID(\n", " fid,\n", " priorknowledgefile=\"attachment/FigS2B.csv\", # Prior knowledge file for 2H 3D MRSI analysis\n", " MHz=MHz,\n", " sw=sw,\n", " deadtime=begin_time,\n", " preview=True,\n", " xlim=(10, -10), # Spectral visualization range: -10 to 10 ppm\n", " ppm_offset=-4.7, # Adjust DHO peak to 0 ppm by setting ppm_offset to -4.7 ppm\n", " g_global=0.8, # Set Voigt lineshape g=0.8\n", ")" ] }, { "cell_type": "markdown", "id": "9ee39a2d-a171-414c-8fd9-40a675b2aee5", "metadata": {}, "source": [ "- **AMARES Fitting with an Internal Levenberg-Marquardt Parameter Initializer**" ] }, { "cell_type": "code", "execution_count": 16, "id": "1ac6be9c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A copy of the input fid_parameters will be returned because inplace=False\n", "Autogenerated tol is 1.109e-07\n", "Run internal leastsq initializer to optimize fitting parameters for the next least_squares fitting\n", "Fitting with method=leastsq took 0.600929 seconds\n", "Fitting with method=least_squares took 0.270947 seconds\n", "Estimated CRLBs are calculated using the default noise variance estimation used by OXSA.\n", "It seems that zeros are padded after 700\n", "Remove padded zeros from residual estimation!\n", "Lmfit Fitting Results:\n", "----------------\n", "Number of function evaluations (nfev): 5\n", "Reduced chi-squared (redchi): 9.417199596703771e-07\n", "Fit success status: Success\n", "Fit message: `ftol` termination condition is satisfied.\n", "Norm of residual = 0.003\n", "Norm of the data = 0.005\n", "resNormSq / dataNormSq = 0.569\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jxu125/git/pyamares/pyAMARES/util/crlb.py:54: RuntimeWarning: Warning: The matrix may be ill-conditioned. Condition number is high: 4.480e+12\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "out1 = pyAMARES.fitAMARES(\n", " fid_parameters=FIDobj,\n", " fitting_parameters=FIDobj.initialParams,\n", " method=\"least_squares\",\n", " ifplot=True,\n", " inplace=False,\n", " initialize_with_lm=True,\n", ") # Levenberg-Marquardt initializer is executed internally" ] }, { "cell_type": "markdown", "id": "a7f6d738-eee2-4b73-b327-65dd738e51d3", "metadata": {}, "source": [ "- **Visualization of AMARES Fitting as shown in Figure 2D** of [pyAMARES Publication](https://doi.org/10.3390/diagnostics14232668)" ] }, { "cell_type": "code", "execution_count": 24, "id": "57fa1e1c", "metadata": {}, "outputs": [], "source": [ "# Modify the visualization parameters\n", "plotParameters = out1.plotParameters\n", "plotParameters.ifphase = False # Do not apply phase correction\n", "plotParameters.lb = 5.0 # Apply line broadening of 5 Hz for visualization\n", "plotParameters.xlim = (10, -10) # Show spectrum from 10 to -10 ppm" ] }, { "cell_type": "code", "execution_count": 25, "id": "9c02e7a5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fitting_parameters is None, just use the fid_parameters.out_obj.params\n" ] }, { "data": { "image/png": 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 amplitudechem shift(ppm)LW(Hz)phase(deg)SNRCRLB(%)
name      
DHO0.004-0.09039.679-19.2412.3614.619
Glucose0.001-1.05230.113-19.2410.68213.969
Glx0.002-2.57160.789-19.2411.08819.562
Lactate0.001-3.733100.000-19.2410.47654.700
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