From b121593d7e36c1bea14f5dcc18591fd0f36e9a65 Mon Sep 17 00:00:00 2001
From: Mathieu Boudreau <emb6150@gmail.com>
Date: Fri, 11 Oct 2024 22:46:08 -0300
Subject: [PATCH] Update T1/R1 colorscales

---
 .../03-IR_DataFitting.md                      |    4 +-
 .../Notebooks/Figure-2-1-4.ipynb              | 1039 +++++-
 .../Notebooks/lipari.csv                      |  256 ++
 .../03-VFA_DataFitting.md                     |    3 +-
 .../Notebooks/Figure-2-2-6.ipynb              | 1455 ++++++--
 .../Notebooks/lipari.csv                      |  256 ++
 2 T1 Mapping/2-3 MP2RAGE/03-DataFitting.md    |    4 +-
 .../2-3 MP2RAGE/Notebooks/Figure-2-3-2.ipynb  | 1041 +++++-
 2 T1 Mapping/2-3 MP2RAGE/Notebooks/lipari.csv |  256 ++
 .../03-DataFitting.md                         |    5 +-
 .../Notebooks/Figure-6-1-6.ipynb              | 3165 ++++++++++++++++-
 .../Notebooks/lipari.csv                      |  256 ++
 .../Notebooks/navia.csv                       |  256 ++
 bibliography/ir.bib                           |   14 +-
 14 files changed, 7709 insertions(+), 301 deletions(-)
 create mode 100644 2 T1 Mapping/2-1 Inversion Recovery/Notebooks/lipari.csv
 create mode 100644 2 T1 Mapping/2-2 Variable Flip Angle/Notebooks/lipari.csv
 create mode 100644 2 T1 Mapping/2-3 MP2RAGE/Notebooks/lipari.csv
 create mode 100644 6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/Notebooks/lipari.csv
 create mode 100644 6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/Notebooks/navia.csv

diff --git a/2 T1 Mapping/2-1 Inversion Recovery/03-IR_DataFitting.md b/2 T1 Mapping/2-1 Inversion Recovery/03-IR_DataFitting.md
index 0f143a1..d44e234 100644
--- a/2 T1 Mapping/2-1 Inversion Recovery/03-IR_DataFitting.md	
+++ b/2 T1 Mapping/2-1 Inversion Recovery/03-IR_DataFitting.md	
@@ -42,9 +42,11 @@ Fitting comparison of simulated data (blue markers) with _T_{sub}`1` = 1 s and T
 :::{figure} #irFig5jn
 :label: irPlot4
 :enumerator: 2.5
-Example inversion recovery dataset of a healthy adult brain (left). Inversion times used to acquire this magnitude image dataset were 30 ms, 530 ms, 1030 ms, and 1530 ms, and the TR used was 1550 ms. The _T_{sub}`1` map (right) was fitted using a RD-NLS algorithm.
+Example inversion recovery dataset of a healthy adult brain (left). Inversion times used to acquire this magnitude image dataset were 30 ms, 530 ms, 1030 ms, and 1530 ms, and the TR used was 1550 ms. The _T_{sub}`1` map[^footnote] (right) was fitted using a RD-NLS algorithm.
 :::
 
+[^footnote]: _T_{sub}`1` maps are displayed using the Lipari colorscale, as proposed by [@fuderer2024co].
+
 
 ````{admonition} Click here to view the qMRLab (MATLAB/Octave) code that generated [](#irPlot3).
 :class: tip, dropdown
diff --git a/2 T1 Mapping/2-1 Inversion Recovery/Notebooks/Figure-2-1-4.ipynb b/2 T1 Mapping/2-1 Inversion Recovery/Notebooks/Figure-2-1-4.ipynb
index 231d193..29526ad 100644
--- a/2 T1 Mapping/2-1 Inversion Recovery/Notebooks/Figure-2-1-4.ipynb	
+++ b/2 T1 Mapping/2-1 Inversion Recovery/Notebooks/Figure-2-1-4.ipynb	
@@ -47239,23 +47239,1027 @@
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        "                            \n",
-       "var gd = document.getElementById('6f3d6cbd-bc42-48c2-9ef8-9f7822c5d1e3');\n",
+       "var gd = document.getElementById('d025d2c9-39bf-4d19-b453-77112d82ec70');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
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@@ -60073,6 +61079,13 @@
     "from contextlib import contextmanager\n",
     "import sys, os\n",
     "\n",
+    "import numpy as np\n",
+    "lipari = list(np.genfromtxt('lipari.csv', skip_header=0))\n",
+    "ii=0\n",
+    "for index in lipari:\n",
+    "    lipari[ii]='rgb('+str(index[0])+','+str(index[1])+','+str(index[2])+')'\n",
+    "    ii+=1\n",
+    "\n",
     "@contextmanager\n",
     "def suppress_stdout():\n",
     "    with open(os.devnull, \"w\") as devnull:\n",
@@ -60127,7 +61140,9 @@
     "trace5 = go.Heatmap(x = xAxis,\n",
     "                   y = yAxis,\n",
     "                   z=T1_map,\n",
-    "                   colorscale='Portland',\n",
+    "                   colorscale=lipari,\n",
+    "                   zmin=500,\n",
+    "                   zmax=2500,\n",
     "                   xaxis='x2',\n",
     "                   yaxis='y2',\n",
     "                   visible=True,\n",
diff --git a/2 T1 Mapping/2-1 Inversion Recovery/Notebooks/lipari.csv b/2 T1 Mapping/2-1 Inversion Recovery/Notebooks/lipari.csv
new file mode 100644
index 0000000..2cb0c23
--- /dev/null
+++ b/2 T1 Mapping/2-1 Inversion Recovery/Notebooks/lipari.csv	
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diff --git a/2 T1 Mapping/2-2 Variable Flip Angle/03-VFA_DataFitting.md b/2 T1 Mapping/2-2 Variable Flip Angle/03-VFA_DataFitting.md
index aeabf9d..6de71c3 100644
--- a/2 T1 Mapping/2-2 Variable Flip Angle/03-VFA_DataFitting.md	
+++ b/2 T1 Mapping/2-2 Variable Flip Angle/03-VFA_DataFitting.md	
@@ -79,9 +79,10 @@ Mean and standard deviations of fitted VFA [_T_{sub}`1`](wiki:Spin–lattice_rel
 :::{figure} #vfaFig7jn
 :label: vfaPlot6
 :enumerator: 2.13
-Example variable flip angle dataset and _B_{sub}`1` map of a healthy adult brain (left). The relevant VFA protocol parameters used were: TR = 15 ms,  {math}`\theta_{nominal}` = 3° and 20°. The _T_{sub}`1` map (right) was fitted using a linear regression (Equations [](#vfaEq4) and [](#vfaEq5)).
+Example variable flip angle dataset and _B_{sub}`1` map of a healthy adult brain (left). The relevant VFA protocol parameters used were: TR = 15 ms,  {math}`\theta_{nominal}` = 3° and 20°. The _T_{sub}`1` map[^footnote] (right) was fitted using a linear regression (Equations [](#vfaEq4) and [](#vfaEq5)).
 :::
 
+[^footnote]: _T_{sub}`1` maps are displayed using the Lipari colorscale, as proposed by [@fuderer2024co].
 
 ````{admonition} Click here to view the qMRLab (MATLAB/Octave) code that generated [](#vfaPlot4).
 :class: tip, dropdown
diff --git a/2 T1 Mapping/2-2 Variable Flip Angle/Notebooks/Figure-2-2-6.ipynb b/2 T1 Mapping/2-2 Variable Flip Angle/Notebooks/Figure-2-2-6.ipynb
index 10a2dee..a820a83 100644
--- a/2 T1 Mapping/2-2 Variable Flip Angle/Notebooks/Figure-2-2-6.ipynb	
+++ b/2 T1 Mapping/2-2 Variable Flip Angle/Notebooks/Figure-2-2-6.ipynb	
@@ -23639,51 +23639,47 @@
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        "                            \n",
-       "var gd = document.getElementById('936fcdee-f4ed-46b6-9ee0-cea81b864696');\n",
+       "var gd = document.getElementById('162ee6f1-8d11-404c-ba76-ea81336570ce');\n",
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@@ -48245,6 +49245,13 @@
     "from contextlib import contextmanager\n",
     "import sys, os\n",
     "\n",
+    "import numpy as np\n",
+    "lipari = list(np.genfromtxt('lipari.csv', skip_header=0))\n",
+    "ii=0\n",
+    "for index in lipari:\n",
+    "    lipari[ii]='rgb('+str(index[0])+','+str(index[1])+','+str(index[2])+')'\n",
+    "    ii+=1\n",
+    "\n",
     "@contextmanager\n",
     "def suppress_stdout():\n",
     "    with open(os.devnull, \"w\") as devnull:\n",
@@ -48287,16 +49294,16 @@
     "                   z=B1map,\n",
     "                   zmin=0.7,\n",
     "                   zmax=1.3,\n",
-    "                   colorscale='balance',\n",
+    "                   colorscale='RdBu',\n",
     "                   showscale = False,\n",
     "                   visible=False,\n",
     "                   name = 'B1 values')\n",
     "trace5 = go.Heatmap(x = xAxis,\n",
     "                   y = yAxis,\n",
     "                   z=T1_map,\n",
-    "                   zmin=0.0,\n",
-    "                   zmax=5000,\n",
-    "                   colorscale='Portland',\n",
+    "                   zmin=500,\n",
+    "                   zmax=2500,\n",
+    "                   colorscale=lipari,\n",
     "                   xaxis='x2',\n",
     "                   yaxis='y2',\n",
     "                   visible=True,\n",
diff --git a/2 T1 Mapping/2-2 Variable Flip Angle/Notebooks/lipari.csv b/2 T1 Mapping/2-2 Variable Flip Angle/Notebooks/lipari.csv
new file mode 100644
index 0000000..2cb0c23
--- /dev/null
+++ b/2 T1 Mapping/2-2 Variable Flip Angle/Notebooks/lipari.csv	
@@ -0,0 +1,256 @@
+0.011370 0.073240 0.148284
+0.013965 0.079062 0.155370
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diff --git a/2 T1 Mapping/2-3 MP2RAGE/03-DataFitting.md b/2 T1 Mapping/2-3 MP2RAGE/03-DataFitting.md
index 5bf2712..fc2c842 100644
--- a/2 T1 Mapping/2-3 MP2RAGE/03-DataFitting.md	
+++ b/2 T1 Mapping/2-3 MP2RAGE/03-DataFitting.md	
@@ -30,7 +30,9 @@ To produce _T_{sub}`1` maps with good accuracy and precision using dictionary-ba
 ```{figure} #mp2rageFig3jn
 :label: mp2rageplot2
 :enumerator: 2.16
-Example MP2RAGE dataset of a healthy adult brain at 7T and _T_{sub}`1` map. Inversion times used to acquire this magnitude image dataset were 800 ms and 2700 ms, the flip angles were 4° and 5° (respectively),  TR{sub}`MP2RAGE` = 6000 ms, and TR = 6.7 ms. The dataset and code that was used were shared open sourced by the authors of the original MP2RAGE paper [@Marques2017-ws].
+Example MP2RAGE dataset of a healthy adult brain at 7T and _T_{sub}`1` map[^footnote]. Inversion times used to acquire this magnitude image dataset were 800 ms and 2700 ms, the flip angles were 4° and 5° (respectively),  TR{sub}`MP2RAGE` = 6000 ms, and TR = 6.7 ms. The dataset and code that was used were shared open sourced by the authors of the original MP2RAGE paper [@Marques2017-ws].
 ```
 
+[^footnote]: _T_{sub}`1` maps are displayed using the Lipari colorscale, as proposed by [@fuderer2024co].
+
 The MP2RAGE pulse sequence is increasingly being distributed by MRI vendors, thus typically a data fitting package is also available to reconstruct the _T_{sub}`1` maps online. Alternatively, several open source packages to create _T_{sub}`1` maps from MP2RAGE data are available online [@Marques2017-ws;@De_Hollander2017-cv], and for new users these are recommended—as opposed to programming one from scratch—as there are many potential pitfalls (e.g. adjusting the equations to handle partial Fourier or parallel imaging acceleration).
\ No newline at end of file
diff --git a/2 T1 Mapping/2-3 MP2RAGE/Notebooks/Figure-2-3-2.ipynb b/2 T1 Mapping/2-3 MP2RAGE/Notebooks/Figure-2-3-2.ipynb
index e2a3934..c8c7eca 100644
--- a/2 T1 Mapping/2-3 MP2RAGE/Notebooks/Figure-2-3-2.ipynb	
+++ b/2 T1 Mapping/2-3 MP2RAGE/Notebooks/Figure-2-3-2.ipynb	
@@ -96140,23 +96140,1027 @@
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        "                            \n",
-       "var gd = document.getElementById('d4bf2998-a177-4a99-af00-5b9e69be8cc1');\n",
+       "var gd = document.getElementById('c58b1dfb-2ec0-4606-8596-72eec363076a');\n",
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@@ -129171,6 +130175,13 @@
     "import scipy.io as sio\n",
     "from pathlib import Path\n",
     "\n",
+    "import numpy as np\n",
+    "lipari = list(np.genfromtxt('lipari.csv', skip_header=0))\n",
+    "ii=0\n",
+    "for index in lipari:\n",
+    "    lipari[ii]='rgb('+str(index[0])+','+str(index[1])+','+str(index[2])+')'\n",
+    "    ii+=1\n",
+    "\n",
     "data_dir = Path(\"../../../data/02-T1-03-MP2RAGE\")\n",
     "data_file = \"fig2.mat\"\n",
     "\n",
@@ -129225,9 +130236,9 @@
     "trace5 = go.Heatmap(x = xAxis,\n",
     "                   y = yAxis,\n",
     "                   z=T1_map,\n",
-    "                   zmin=0.0,\n",
-    "                   zmax=5000,\n",
-    "                   colorscale='Portland',\n",
+    "                   zmin=500,\n",
+    "                   zmax=2500,\n",
+    "                   colorscale=lipari,\n",
     "                   xaxis='x2',\n",
     "                   yaxis='y2',\n",
     "                   visible=True,\n",
diff --git a/2 T1 Mapping/2-3 MP2RAGE/Notebooks/lipari.csv b/2 T1 Mapping/2-3 MP2RAGE/Notebooks/lipari.csv
new file mode 100644
index 0000000..2cb0c23
--- /dev/null
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\ No newline at end of file
diff --git a/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/03-DataFitting.md b/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/03-DataFitting.md
index 4523dac..1be8af2 100644
--- a/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/03-DataFitting.md	
+++ b/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/03-DataFitting.md	
@@ -53,6 +53,9 @@ As described above in [](#qmtFig6), inaccurate MT pulse flip angles and excitati
 ```{figure} #qmtFig7cell
 :label: qmtFig8
 :enumerator: 6.7
-Example magnetization transfer spoiled gradient dataset showing qMRI maps used to fit the MT data (top), and the fitted parameters F, _k_{sub}`f`, _T_{sub}`2,f`, _T_{sub}`2,r` (bottom).
+Example magnetization transfer spoiled gradient dataset showing qMRI maps[^footnote][^footnote2] used to fit the MT data (top), and the fitted parameters F, _k_{sub}`f`, _T_{sub}`2,f`, _T_{sub}`2,r` (bottom).
 ```
 
+[^footnote]: _R_{sub}`1` maps are displayed using the inverse Lipari colorscale, as proposed by [@fuderer2024co].
+
+[^footnote2]: _T_{sub}`2` maps are displayed using the Navia colorscale, as proposed by [@fuderer2024co].
\ No newline at end of file
diff --git a/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/Notebooks/Figure-6-1-6.ipynb b/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/Notebooks/Figure-6-1-6.ipynb
index fdc1604..20906e4 100644
--- a/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/Notebooks/Figure-6-1-6.ipynb	
+++ b/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/Notebooks/Figure-6-1-6.ipynb	
@@ -30,23 +30,47 @@
          "colorscale": [
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            0,
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+           "rgb(103,0,31)"
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+           0.1,
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+           0.6,
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+           "rgb(0.017234,0.090035,0.169728)"
+          ],
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+          ],
+          [
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+           "rgb(0.013965,0.079062,0.15537)"
           ],
           [
            1,
-           "rgb(217,30,30)"
+           "rgb(0.01137,0.07324,0.148284)"
           ]
          ],
          "name": "R<sub>1</sub> (s<sup>-1</sup>)",
@@ -35358,7 +36410,7 @@
            0
           ]
          ],
-         "zmax": 1.2,
+         "zmax": 1.5,
          "zmin": 0.5
         },
         {
@@ -48102,6 +49154,21 @@
     "from pathlib import Path\n",
     "import numpy as np\n",
     "\n",
+    "import numpy as np\n",
+    "lipari = list(np.genfromtxt('lipari.csv', skip_header=0))\n",
+    "ii=0\n",
+    "for index in lipari:\n",
+    "    lipari[ii]='rgb('+str(index[0])+','+str(index[1])+','+str(index[2])+')'\n",
+    "    ii+=1\n",
+    "\n",
+    "invlipari=list(reversed(lipari))\n",
+    "\n",
+    "navia = list(np.genfromtxt('navia.csv', skip_header=0))\n",
+    "ii=0\n",
+    "for index in navia:\n",
+    "    navia[ii]='rgb('+str(index[0])+','+str(index[1])+','+str(index[2])+')'\n",
+    "    ii+=1\n",
+    "\n",
     "data_dir = Path(\"../../../data/06-MT-01-qMT\")\n",
     "\n",
     "b0map_mat = scipy.io.loadmat(data_dir / 'qMT_tutorial-ISMRM2022-main' / 'results/realData/b0mapMAT.mat')\n",
@@ -48156,7 +49223,7 @@
     "                   z=np.rot90(b0map,3),\n",
     "                   zmin=-30,\n",
     "                   zmax=30,\n",
-    "                   colorscale='Portland',\n",
+    "                   colorscale='RdBu',\n",
     "                   colorbar=dict(title = \"B<sub>0</sub> (Hz)\", thickness=35,\n",
     "                           tickfont=dict(family='Times New Roman', size=15), ypad=1),\n",
     "                   visible=True,\n",
@@ -48166,7 +49233,7 @@
     "                   z=np.rot90(b1map,3),\n",
     "                   zmin=0.7,\n",
     "                   zmax=1.3,\n",
-    "                   colorscale='Portland',\n",
+    "                   colorscale='RdBu',\n",
     "                   colorbar=dict(title = \"B<sub>1</sub>\", thickness=35,\n",
     "                           tickfont=dict(family='Times New Roman', size=15), ypad=1),\n",
     "                   visible=False,\n",
@@ -48175,8 +49242,8 @@
     "                   y = yAxis,\n",
     "                   z=np.rot90(r1map,3),\n",
     "                   zmin=0.5,\n",
-    "                   zmax=1.2,\n",
-    "                   colorscale='Portland',\n",
+    "                   zmax=1.5,\n",
+    "                   colorscale=invlipari,\n",
     "                   colorbar=dict(title = \"R<sub>1</sub> (s<sup>-1</sup>)\", thickness=35,\n",
     "                           tickfont=dict(family='Times New Roman', size=15), ypad=1),\n",
     "                   visible=False,\n",
@@ -48214,7 +49281,7 @@
     "                   z=np.rot90(T2fmap,3),\n",
     "                   zmin=0,\n",
     "                   zmax=0.05,\n",
-    "                   colorscale='Portland',\n",
+    "                   colorscale=navia,\n",
     "                   colorbar=dict(title = \"T<sub>2f</sub> (ms)\", thickness=35,\n",
     "                           tickfont=dict(family='Times New Roman', size=15)),\n",
     "                   visible=False,\n",
@@ -48224,7 +49291,7 @@
     "                   z=np.rot90(T2rmap,3),\n",
     "                   zmin=5e-6,\n",
     "                   zmax=25e-6,\n",
-    "                   colorscale='Portland',\n",
+    "                   colorscale=navia,\n",
     "                   colorbar=dict(title = \"T<sub>2r</sub> (s)\", thickness=35, ticklen=7,\n",
     "                           tickfont=dict(family='Times New Roman', size=15)),\n",
     "                   visible=False,\n",
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diff --git a/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/Notebooks/lipari.csv b/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/Notebooks/lipari.csv
new file mode 100644
index 0000000..2cb0c23
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diff --git a/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/Notebooks/navia.csv b/6 Magnetization Transfer Imaging/1 Quantitative Magnetization Transfer/Notebooks/navia.csv
new file mode 100644
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diff --git a/bibliography/ir.bib b/bibliography/ir.bib
index b4169c0..7548708 100644
--- a/bibliography/ir.bib
+++ b/bibliography/ir.bib
@@ -528,4 +528,16 @@ @article{Harding2023-conp
 	year = {2023},
 	note = {Publisher: Public Library of Science},
 	pages = {1--14},
-}
\ No newline at end of file
+}
+
+
+@misc{fuderer2024co,
+      title={Color-map recommendation for MR relaxometry maps}, 
+      author={Miha Fuderer and Barbara Wichtmann and Fabio Crameri and Nandita M. deSouza and Bettina Baeßler and Vikas Gulani and Meiyun Wang and Dirk Poot and Ruud de Boer and Matt Cashmore and Wolter de Graaf and Kathryn E. Keenan and Dan Ma and Carolin Pirkl and Nico Sollmann and Sebastian Weingärtner and Stefano Mandija and Xavier Golay},
+      year={2024},
+      eprint={2407.03906},
+      archivePrefix={arXiv},
+      primaryClass={physics.med-ph},
+      url={https://arxiv.org/abs/2407.03906}, 
+}
+