{ "cells": [ { "cell_type": "markdown", "id": "5ccbcbde", "metadata": { "id": "5ccbcbde" }, "source": [ "# Quick start tutorial for anatomical analysis\n", "This tutorial shows how to use SUITPy to preprocess anatomical MRI data\n", "for cerebellar deformation-based morphometry (DBM). It covers the\n", "single-subject pipeline and describes how the outputs feed into\n", "group-level analysis.\n", "\n", "It involves the following steps:\n", "\n", "* Isolate the cerebellum\n", "* Normalize and compute the Jacobian determinant (detJ)\n", "* Group-level analysis\n", "* Visualize individual volume differences on the flatmap\n", "* Summarize regional volume with atlas ROI\n", "\n", "To start you need:\n", "* An anatomical T1-weighted image of each subject (``sub-ex_T1w.nii.gz``)\n", "\n", "*Note: You can find additional details and explanations for each step in the corresponding sections of the documentation.*\n" ] }, { "cell_type": "markdown", "id": "cEAd7xJjVz0S", "metadata": { "id": "cEAd7xJjVz0S" }, "source": [ "## Getting set up \n", "Install SUITPy\n", "\n", "`pip install SUITPy`\n", "\n", "For detailed instructions and dependencies, see `Installation`." ] }, { "cell_type": "code", "execution_count": 1, "id": "nxDnjdkjV7xw", "metadata": { "id": "nxDnjdkjV7xw" }, "outputs": [], "source": [ "# Import necessary packages\n", "import os\n", "import numpy as np\n", "import nibabel as nib\n", "import nilearn.plotting as npl\n", "import matplotlib.pyplot as plt\n", "import SUITPy as suit" ] }, { "cell_type": "markdown", "id": "4530b4fa", "metadata": { "id": "4530b4fa" }, "source": [ "## 1. Isolate the cerebellum\n", "The first step is to use ``isolate`` to create a cerebellum–brainstem mask from the anatomical image. The mask is required for normalization and helps avoid signal spillover from nearby cortex." ] }, { "cell_type": "code", "execution_count": 3, "id": "PoUGCKhCR7v9", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PoUGCKhCR7v9", "outputId": "00a47cea-bbef-4c4e-8073-9c7f43ef5dfc" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "preprocessing\n", "isolating cerebellum using UNet model\n", "postprocessing\n", "saving results to sub-ex_T1w_cerebellum_dseg.nii.gz\n" ] } ], "source": [ "# This function generates isolation mask for the cerebellum based on a T1 scan\n", "suit.isolate('sub-ex_T1w.nii.gz')" ] }, { "cell_type": "markdown", "id": "2249ed6b", "metadata": { "id": "2249ed6b" }, "source": [ "The mask is saved as ``sub-ex_T1w_cerebellum_dseg.nii.gz`` in the same folder as the anatomical scan.\n", "\n", "Although the isolation algorithm works very reliably and usually does not require any correction, it is good practice to check the mask.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "PUmgYnNKTJ9E", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 410 }, "id": "PUmgYnNKTJ9E", "outputId": "2609b48f-33f8-4905-e9f6-41a2f615052b" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the mask on the T1 image\n", "img = nib.load('sub-ex_T1w.nii.gz')\n", "mask = nib.load('sub-ex_T1w_cerebellum_dseg.nii.gz')\n", "npl.plot_roi(mask, img)\n" ] }, { "cell_type": "markdown", "id": "e4f6fcd0", "metadata": { "id": "e4f6fcd0" }, "source": [ "## 2. Normalize and compute the Jacobian determinant (detJ)\n", "\n", "The SUIT normalization module estimates a nonlinear deformation field that\n", "aligns each subject's cerebellum to the SUIT template. From this field, it\n", "computes the **Jacobian determinant (detJ) map**, which encodes local volumetric\n", "differences relative to the template: values greater than 1 indicate that the subject's local volume is larger than the template; values less than 1 indicate smaller volume.\n", "\n", "The detJ is computed analytically from the deformation field (**geometric** method)\n", "rather than by finite differences, giving a more stable estimate for morphometric\n", "analysis.\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "RASmEwFmwG6P", "metadata": { "id": "RASmEwFmwG6P" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Normalizing sub-ex_T1w to tpl-SUIT_T1w.nii.gz\n", "Saving the normalized image into sub-ex_T1w_space-SUIT.nii.gz\n", "Saving deformation field into sub-ex_T1w_to-SUIT_mode-image_xfm.nii.gz\n", "Saving the Jacobian determinant to sub-ex_T1w_to-SUIT_mode-image_detJ.nii.gz\n", "Saving the log-Jacobian determinant to sub-ex_T1w_to-SUIT_mode-image_log_detJ.nii.gz\n" ] } ], "source": [ "# This function normalizes a source image to the SUIT cerebellar template using a provided cerebellum\n", "results = suit.normalize(source_file = 'sub-ex_T1w.nii.gz',\n", " mask_file = 'sub-ex_T1w_cerebellum_dseg.nii.gz',\n", " write_jacobian_determinant=True,\n", " write_log_jacobian_determinant=True)" ] }, { "cell_type": "markdown", "id": "efa819cc", "metadata": { "id": "efa819cc" }, "source": [ "This step generates three outputs:\n", "\n", "* the normalized image ``sub-ex_T1w_space-SUIT.nii.gz``.\n", "* the Jacobian determinant map ``sub-ex_T1w_to-SUIT_mode-image_detJ.nii.gz``.\n", "* the log-Jacobian determinant map ``sub-ex_T1w_to-SUIT_mode-image_log_detJ.nii.gz``.\n", "\n", "*Note: The log-detJ is preferred for group-level statistical tests because it is symmetric\n", "around 0 and better approximates a normal distribution. The detJ is used\n", "when estimating absolute regional volume (see Section 5).*\n", "\n", "(for more options, see the `normalize` documentation).\n" ] }, { "cell_type": "markdown", "id": "9393f818", "metadata": {}, "source": [ "While the normalization usually works well without manual intervention, it is good practice to check the results." ] }, { "cell_type": "code", "execution_count": 7, "id": "129aafa5", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 774 }, "id": "129aafa5", "outputId": "9ddfccfe-dce4-45f4-c430-920b01a904da" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dlLpFBaB+8vm85PN5aWhokIaGBsnn89LY2CiNjY3S1NQUP4VCIX4aGxvd7VC4kleeR/2MjIzIs88+K9dee60sWLBgqpsnItQsCSGE1Akf//jHZcOGDVIqleS4446TNWvWyPLly+WII46QoaGhKW0bhSUhZJ9HtbxcLicNDQ0iIlIsFqVYLMbvjY0Tr0v9PZfLJZbpy7y/v1/GxsbiOmp+zedfMeTp7yMjI/H72NhY/K7b7Gum2x/96Efy0EMPiYjI1772Nenu7pa1a9fKGWecIbfeeuuUto3CkhCyz6ICTIVeuVyWjo4OERFpb2+X9vb2uFwFZ6FQEJEJ4aaCU0Skt7c3/lUh19DQEPetf3O5XBSslUpFBgcHRUSkr69P+vr6RETistHRURkfH9/t5z1d+PnPfy5r166VQw89dKqbQp8lIYSQ+uTggw8WEZGtW7dObUOkjjTL1atXy3XXXSfHHntsVMMJmSr0eVRGR0flxRdflDvvvFM++tGPyvPPPz91jSO7hXw+L01NTSIi0tnZKSIi++23n8ybN09ERObNmyddXV0iItLc3CylUiluJzLxTKgGOTw8LD09PSIyoS3q8kKhEI+h2+dyORkeHhaRCW1y+/btIiLS3d0tmzZtEhGRl19+WUQmtFRdV020M5mOjg7p6uqSUqkky5Ytk3Xr1kmlUpEf/vCHU920+hGWhNQj9RxwQMhM43/+538S/2/YsEFWrVolzz333BS16BUoLAmpQT0HHJCdQzXDcrkcNccDDzxQREQOOeSQ+L2joyOuq+kfuL1FNVKRVwKGxsbG4nfdLoQgo6OjIjIR4KOa4+DgoLz00ksiIvLYY4+JiMgzzzwj27ZtE5EJjXWma5cXX3yx/PGPf5SOjg5517veJSeccELdDEopLAnZAeop4IDsOLlcLppF58yZE31ir3nNa0REZNGiRTFoR3ModTsFhaUG34yPj8fluK7mVdrlut9isRjNs6VSScrlsoiItLW1iYhIS0uLPPHEEyIyYZodGBhIHHem8cADD8TB6fe+9z2599575Vvf+pYsXrxY+vv7p7RtDPAhZAeop4ADQmYy4+Pj8uEPf1gWLlwol1xyyVQ3h5rlTAVHsftartbupJ4DDsjk0f7Q2Ngos2bNEhGRAw44QBYtWiQiEv9iPiWaXm1pO5FkvxofH4//Y3WefD4ftUDdr4gkUk5wXTy2iMjrXve6uN4f/vCHaIbFIKKZzD333CO/+tWv5AMf+ID853/+55SaZCksZwCYUO39hgnO+0IH253Uc8DB7uBd73qXvPnNb65a/oUvfCHm/E13tFSdyIRZc+7cuSIi8qpXvUoOOeQQEZFomtVSdIoKOrvcQ9fFPlYoFKJg1N+xT1p03ebm5rjua1/7WhER6enpSUTGjoyMVB1vJvLZz35WvvOd78iaNWvkK1/5ypS1g8KSkBrUc8DB7uDiiy92l1933XUzRliS6c1tt90mTz75pFx22WVyzTXXTJm/lsJymmNNPvrXMwNhXti+Wk5rR6nngINd4frrr5frr79+qpuxR8E+oEE0c+bMkf33319EJvzPra2tiXVFkhqgLh8fH0+YTu02IYREsI/S2NgY+5j3kkdrD/ZFPVa5XI5m48MPPzxWCRoeHo77wwjZ6dqfaz2PIQQ57LDD9nKLqqGwnKbgi0CFpHYwTIQuFAoxTH1gYCCacbBjT9cOtrfRgIO7775bLrnkEvn0pz891U0iKegsHyITfUBL2M2dOzcGac2ePTuRziEycY+z3Bl4DMX6LPXYOtMIgkIzTVjicdUku2DBguhb7evri2ZYtHTUEsxk12A0LCE7AAYc6ICEEDLzqTvNcl8IONhVMGABCzWrqam1tTXmaTU1NUVtcvv27bG0lhZqHhsbSwQmUMvMpl4CDkg1qhU2NDTE/tDc3CyzZ88WkQntTOdHRI0PNTKMgE0rQKDrehGwaJLFogRWw7TrpvU97d9tbW3yqle9SkQmUpe0D4cQoimWfXnPUXfCkgEH6Xgh5oVCIZppdIaEjo6OmNzc1NQUzTUYFq++j4GBgfj72NgYI2cnQb0EHJBqMEVE+0BnZ6fMmTNHRCYq9agQbWhoqBJUNgbAE5YoWL3pt6yZVUHfIq6DQtaaUVFgNzc3x/M45JBD4vvw+eefjwNi7ct0r+x+6sYMe/3111fNTI6fmRKqT6YH+jx6Rf014OCwww6joCRkH6HuNEvig0EDGMDT3NwcZ0zAufd0zj0MMLCjVJGJQAHVMgcHBxMj0yzzECH1hqdZdnR0xLqt7e3tbgm7rKIDkyFtfdQSd3YfIhN9WQOV5s+fHzXL4eFh2bJli4hIYtJpsnuhsKxz0DeJAlKFXWdnZxSWLS0tIpLeUQqFQvRlash8R0dHnFpo69atsQMODQ3FKFo7ezshhOxrUFgSQmYMGEyjmuXs2bOjZlkulxNl5zCPUiSZo5zL5RLLa5nc0WqD6Se1qvUokx2E2iLwWlR9+/btUqlUREQSQT9k90JhWadox8NIVzXBdHR0RM2wra0tfi8WiyIyUXwAtUEMPtD9oSlKty+VSnHS2Z6entjx0gKACKlXGhoa4nM9f/78GA1bLpddoaagQETBaSNfRZJ9ICtyFte3JSjt7/g9hJA4HpbD07J9PT090QyrBf7ZP3c/dRPgQwghhNQr1CzrkHw+HwN01Dc5a9asODru6OiIWmSpVIrr6Kgzn89HfyOGo+OIFoOFdPtCoZCY9UDXUQ1zeHg4aqyoZRJSL6h2VygUYpm4rq6uqGVqv1JsqUhravWe8axl+Xze1RK9FBG7L7sc+yyW3GtoaIgBffvtt1+cxPrFF18UEZH+/n72z90MhWWdgPldKMBUQKIpqVQqJXwz+gLwBB0KNezEKCxRyKL5VvenQT8DAwPRNzIyMlKVCE3I7sILUkt7+WPfQbeFCpD29vbo60vbR5oJ1es7VvjZNtjtd8RnaYW3Ne/iujpgnj17dnw3aJDf9u3bo/vEbldrGUmHZlhCCCEkA2qWU4itFqIaIgbz7LfffvGvpn1gZJ6t5qPLUPPUESRWEMEAIizDpRrt2NhYVRm97du3Jyr/aNUQEc5iQnYd7A9WwxKpjjL1vqu21dXVFc2wGNSj+8Fj2jYoGFyTBhZiz9KGPY00DTx/r4wennNra2us7KPa9Pbt2xMF1r2JE+x3216ShMJyCvDquhYKhRjq3tLSEju6/m1tbU2YkvTh9sywWIgAzbCjo6NVM783NDTE7yggsbCBCtBisZiYBkxD14eHh6OPlGW2yI5g6xyjT06k2jyqy3GQh349fWbnz58fBUe5XE4IHOwD2DfsMisAsyZZn8y5Zq1by1yaloZSLBZjrrUOrnt7e+NgNp/PJyLa9VxHRkbicsypRsFJF8sr0AxLCCGEZEDNci+BI2jV3pqamqKJs1wuRzNrR0dHoii6rqsjaZwZobGxMVHaTsHRuppfMRk7yyxVKBSiSQs1Sz1WsViMv/f390eTz8jISCISF/8SIpI0IaJlpKmpKVpX9C8+hxitjZrl6OhotHLouvvvv3/UtorFojtBAGpqnrZn3RmK9ic7awnuA8vOTbb0nM2pFEk3Pdt26vtCcy+Hhoai1tjU1JTQHFXjHBgYiJHuev0GBwfj75ivTYsRheUeBzsbpnuITLwQsLiAdu7Ozs74ssCXg2c6xZcGhsWjGRaFpH05YA1Y214rhK2w1PNoamqS/v5+EUl2NpxomoKTEDKdobAkhOwV0N+N1hWcYk4tKZoCUSqVEgM0z3oyMjIS52nV7ebPnx/3iwFxWMIuK43Elr6z03Hh9pgDiaC2mObr9AaSOJjF7dEihEFAeq7qpx0aGoqD1aampqghjo6OJgaz+l3Tw3p6etyJFTBVbF8d8FJY7gG8eSdLpVLUFvXBbm5uji8HfFFgcI2Xb2U1QQzs0b82yk2xy7EToDaJeZYYhOTNfIIm2WKxGHMx9e/w8LA7z96+2un2JTz3gzXxq0Vlzpw50ZyIc07i9t6MIaOjo3G5RoXOnj07HsOun1auTpd50eN2fQWjTBHcFoOS9FjYB9L2oet6kbG2DXoMvX6VSiWaVnGwMDw8HNctl8uxnXq9sV/39va65lkUmvtSH2aADyGEEJIBNcvdBI7+0Men2mRbW1vUKNVPWS6Xo9motbU1rovBPN6o0hZ11nV1RIiapa6v6+ooXR3+OFu8HUnb8P1aFVR01IyaJQYPoJbpBQ3sSyPUfQH0fdt8XZxiDi0qXV1dsQ/gM4fmT7V84LNcKBRiP1LNUvuCbU+tHEs9XlqpSGtORQ0RUzKwHzU2NlZZc2xFHs8snGYKTkPX1+vX2dkZr/vo6Gi07Nhj2GPncrl4n0qlUpy+r7GxMZEqJjJhldqX8jMpLHcBfIjR1KIPW1tbWzSLtLe3J/wwuq4Vivodo1nxr0gyF6qxsbEqcAgjYMfHxxNmVnzBiCRL3NlZGKywHBsbq3oRiEy8/HC/KiT1hVgul2NH6+/vr1kyb1/odDMd7A/FYrFqkNjR0REjv1FwNjc3Vwm50dHRKIR03yITzxnmF+t22t8wqM1rn/61pk/sLyJJN4iSltSPdZO9HFA8lheFOzo6WhV929jYmBCc2E4PvSatra2J2s4agDc6Opro+2ieFZm4X+hewfePXlPty5VKZZ+akYhmWEIIISQDapY7iKf1Ya5jqVSKo+aurq4YvNDa2ho1QIziS6vY4R0D26AUCoWoUer+x8bGEpU5dMSLZizMbUOtDkeKtnqKTTNRMC1G96nri0yMWnU0itF2lUolkZ+px/Vy4kj946VJtba2Rm0PZ83RZwStK/jcY9qSV7C/oaEhPvctLS0J06G2Ja3gOWKfcbSeYPF0zG1GEzH2HTTJemXwPO3U9jPVovE64HHRJJ2W8iUy0QcxaEmtOaj12yhh3R4nZMD+ZwP+8vm8616ZqZV/KCwngRWQKGj0L5qa8KWApld9IFEwYNk6xfpK9C/6L7U9aCrR/fb39yf8C5ggjUJdZML0hWH8to3anlrXBDsGmoUx11OvQ7lcjn6Vvr6+RH6mHtcrvTUTO99Mwvrq0eSqJRt14Njc3ByfQzRfjo6OVvn10NyKPjKRV/pfuVyuGoh6NVlFqoWlfbatadXzM6aVwEvzb9roW1w2Pj6e8JFilLpeS88UnDWVGAo9HJBgvrZ3fuiqyefz8T2BEceYz43naUvnee2cztAMSwghhGRAzTKFWiW5MHBFZEKbVM2pvb09Ebygo180aWD5OQwm8HKvcF00n+DoT0dymljc29sbzZs4Wtf19TxEJkawmLyNJjEvug+Pi5ojasa2olBTU1MiaECvW29vb2wzapho2sHcLhsERBPt1GItLqrdtbW1xQjXzs7O+D2tID8W8scSbSJJNwNqQlZzshqjTeZPw3uWsJ/qs485xmkaIkaJKmnuEwUDmKyZVfc7mbzPtBxN3Rdqll4wnVe4Hq8hnr+eUwghEQCk1iE9L11npvRTCkupNnGKJGdAwNJuLS0tURiqqcn6TDDBFwsGYMcTSfpo8KGyEax2mY2wU8GIUaZpvlCvbqtNTFbQPKbHSrt+XvEE9G3giwvNvjrI0HPo7+9PCFA1J2OtS6aeTC2eO6CxsTEOgjo6OqLJtaOjIwpJTPtAgYMvX33WVPBgAQO833hsbJMn9OwyfBbtM27roXrR37qsr68vPqt9fX3S3d0tIhODQEyHwXeHyMSA2isKgoJMn3UUsHZQUOvZt6Zn7Ite9LtX0ATN3jgYQhN62oDFG/hP9z5KMywhhBCSwT6lWVrHvDdC9kyHWDzAmllFqgubozZpo1pFXtHQ0AxrR7zWDDsyMhJ/R2c7mq505FYqlRI5X7VmVsBj4HyXaPLyIv5wfzY4yZprbBI2jkZ1tKoj+9bW1nh9rZlWzTxo7krTMqlx7l7SrC9YjEL7Q0tLS4yAxWAer3Yq9j3U5DBYRDVWkeRsHrZ9IunapGcV8fIMBwYGEqZHDHjbvHmziIhs2rRJRESee+65+HwODAwkoryxGAnmXYuILFy4UObPny8iydKW4+Pj0R2hlhbsT3gPkLSIWy/CtbGxMRGAY4OHUNu2gXu2P9e6t7Ui2qdrn5zRwtJ2bjQRWju+vrSxfismS+uD3tLSUlW31QqWtAhWxZu13IZ0K2mRed7DiCbbtCg+K+DSwupt2+z2NqEb22kno8Z24ADCFnMQSUY/YhrOwMBAfJFgvUpMPfHMZ2mC3rabEEJqMaOFJSFk10gLEhGprvCCObw4fVutQaAdwGGwj8iEhoXl8uzAMG2/NnDOs6542iZqaViqbtu2bfLoo4+KiMhjjz0Wl6EFBwdo2qbNmzcnYh9ERJ555hk5/PDDRURkyZIl0b85MjKSmOVD9+vlemZhYwdwgO9Z1PCaeJWI0Cep7cGgH28/+Ff3p9tPR8vPjBCWaXlP9kaiKQGr65dKpYQWKTKhQWKtVtSWbC4XPsS2Lqv3YKIpydN6MY8JNSM1n2BkLGqyum6lUknMJenlQ6K5GQMsvOuadn29l5T3Uq3Vyb28N3y56PdSqRRNe6pN4uS1eM7Dw8NxHZzINi34o1ZE5L6Id4/xhasvfRSE1vxeq1wb3nMUathnMcgEg30weA77gFdLOasOLB4Hk/nx+dNjd3d3y5NPPikiIi+++GJsW9pL3wYOiUjiWdVrOXfu3JiH2tjYmIgYFpl47j3ztaVW5C9eVzvIsO8GG53rBf7oMbAQCdaYHh4ejsGGWHQBo+u9Agb13ucY4EMIIYRkMC00yzTNRv9639GpjVoUVq7RoJ3m5ubEiFX/6sgJTRCek92OYtNGSjbYB/eDo7jJmFpQm1QtCgNgMEUER+ve6A3bjpVQvHagNp2mQduRMC7DtAF7bG9fGGyh4IwVaq5CbXJgYCCRc6rXxjtWmn/Tu4f1PvLdHVi/PvYh7SNocUGzKWohXlCKZ9LDVA00gSJ4jzH/Mi01yVKriozVlmx5OaWnpydOMJ2VSuXtH9cfHh6O++rr64vLC4VCfLZ1WVpOqtd2JC2YEbVM7IteTjVq77lcLq6DKUAIBhFh3IEN4sP8adS80wKx6oW6F5ZpQTkoWLwXNX7XG1cul6Mpr62tLQaPeKaONOFlzY8iSVOo7Rz40kVfiJ5DlqkITVcoyNGka8tM4XRBk3nBe0ULCoVCZkktFJz4QrSDAitUMafNRv3a+p9pgyLbhrGxsdgBK5VKzIH1JgvGe43TF6Xl2nkBWTONLNMrTl6u1xZLOOq1F6mencYKHxTCjY2NVZMKW/SaDw0NJXKBsR950bFpJllv39hW7HPYr3f13qe5AbzoYmxPGrX6hj1/7x2JpfbwPZXWHu8dh3V08Xc9Bs5IhMIS86fx/tezL5NmWEIIISSDutUsPW0STaM40bE3wsRgHgXnmsQAnmKxmNiHSLX2Umukg85vW4gZJ1m2GlehUEhNDfHWRec/zhbgBdSgxua1LS3nDYugq1bhpWdYJ7133TEQyjNx2n3Yc9fz0+Ve3ia2xwsc0WuGbSyVSonRrgYj4F+MSvQ04d2hadQLVgvBZw5Nr9pfML0Kt0PTGn63AWSelUXXtVGUth/qvUirUuWdk4hv5fAsKnhM1LIxyC8tWCgL3C9Ww8FriDmX9jw8F5C3Tq022mjgtJxK/YvvFKtZ2u2xb2BAJO5DZOJ94pm6h4eHU9089UBdCkvbYdEUhH5GkeTEr5jkj8uxhJTnS7G+Q5GkEM7lkkUCPJ8Fmm7QHIovZSuQi8ViIupPyeVyiUhdPV+sM4svcOtvwIcMX0bYds+HgfmmTU1NcT9o3sTZQbC9XiSkNxDwarxiexC8B01NTVVRyENDQ66JFAWcPjttbW0J0xDWtUVfp56nCs6hoaHEd1tyz57HdMITkNb0isLSToOFPkuRZESlXksciOJxsZwj9l9rEk+LMsVnGQedntCz4D69KFr0Ber+yuVyYoCubdiRe48DBB1w4MAN+5EXJe/tS7/XclHYAXytCZtxUFosFt2Bg9fn0B00Pj6eiOa1/daWxvMGoPUYK0AzLCGEEJJBXWmWOLrDijq1iphjVFwIr0xe3NDQUFUY3GoJeoy0wBoMdsHRpB5DNRIbzJCWt2iLo+MIC4N2MO9TR6BorkEnfEtLS9VoHEeo1hlvK/vk8/k4YsaoYGwbarkYNexpmWjeRS3AS1L2NHq8fmj6amhoiOen9xC16tHR0URupS1aj89JqVRKzJFoo6ZLpVLUpvv7+938QDy/ehn57igYlIU5lGhuRS3SWkbwXqG2iJN6Y04hgs+nV4wbLTJpBQW8guDevbBaGGpRViNF10Au90oB8paWlsQ7RyT53E8GbQfO99nS0pIaHa9/0zTLyZqD8ZyzijWgRc4G+aF2qn+xPKHe83w+XxU5jduhpc66NvB7vfWvuhGW+IJHX0lra2t8sHAqLP0d/ZRo7hNJRnbquvjQqKkIzQleQYCxsbHEA4TCRSRptkN/jK1eYUPoUSjaOptezUV8eFCwaoSvLsMycLZsnfUVNDU1xQFIW1tbzRcbmuiampqiQLERbVgQAdutx/VmckBBhgIbBaQKZzw3/X1oaCix3J4HpjbY64vFHvSvrmtTG2oVM6iXTp2FFUj4gsQ6yGh6tL41/evNqoODmEqlUjUZeC6XSwxqvfQUfYbwpWkLguBL25p68TzTlqdFp+J6aIbVmVSwjd7gzzMx4vmXSqXEtGXWTGnbmuaHzBKW3rNqo4Kt7xhrYufz+cSAwBZasBHoum8rcD1Tr66LVZmsi8v6rae6f9EMSwghhGRQN5qlNb+pxtXa2hpHYVihHyMj0aTjqfcKlmeqVCoJs5E3stTfMeEdzVRoKkWznZdwK5IcWer2GKiUZu7TtuD+cESv7dH9l8vl2N6hoSHXrIRaLGpytiQfYs1uaLZEDU81du9aoskMR6BYblDv2+DgYCyejuXsvNxKPV+8vrqdd+62GL6In6eay+US+/MClaZLuS7FWjhQo2tpaYn3AhPK02qxYkAcBtKhi8IGoKHFwEZG4jOlbcUczrTAkFrnaSOX0/J0dZ+eFtbc3BzL0qklBzVLO9sQBsepdqa/t7W1xX2Vy2XXEmXbZ9u9I6B2bvdp69ai6wPfNxgYhGUlvQmvS6VS7NeeaRmjgbEfYc5zPU72Ts2SEEIIyWDSmqUNltldoJaBfkodvbW3t7sFze2s3YqOlGxqg26D26FvrVYACjqkh4eHq3w32N62traoDeG6DQ0NVcXasXIQ+iZwJOzlQdkRpg28QA1R22GvsZcHheA5eyN4mwvqlRRU3xf6dHH2ddTS0UeovknU0rHNmGuHpcLw3tqZ5nO5XCJwRfeFwUBoSdDt0I87NDSUSHPA+4zb7w70eu0JrGaJ9wG1Auwv6JP0tDAMFLMWFW87Ba819gHdl/7V/WblHGJ6g31eFdRUarUNrSClUkm6urpERGTOnDmxPbqvtra2hJVI97N9+3bZtm1bvIYiIl1dXdH/idYuL7cQ4xOwSo7VFL1roftCH7J9j6CFSf/iewgDeDCYTpdhcCFaBXC+XQtaEGyAnb47MFZgd/arXWHSwvLee+/dk+0ghADHHnvsHtu3HewVi8WEgMTBl2daxBcvBo/hyxJNsjYwBHOOMS95eHi4qsAGCp5aeZN2nVrBMCgs7UBwfHzcDbhpamqKptN58+bF5brurFmzEu4M3bavr09eeOGFxP7mzp0bg+pwXWwPgoNWjET2Sml629l8UCxMgoNc3S8KQ3QpWWGJkcMNDQ2pCoy9VhiFjM8Y5nnjjC94T6fSFEszLCGEEJLBpDXL5cuX79YD25BlTKPo7OyMZs00MysWR9ft0GRjUwlEkiNoO4KyFUPQPGkr/9uRJ5qgOjs7o4kFUxDQbISObhw14ojN5j+lhdBjyo2eb19fX5x1A8uCoSkYzZ8Y7OLlUGFuphfoYU1cdvSHo14cjQ4PD8dZQXQWBgxBtyW0rIZiy6ZpO3DWFf0dn5OxsbHErCRqTsVwdiwtiAENGrzU3d0t3d3dIvJK5Z8dregyVdhny47uvRQaz+xp02pQU/XmK9TraE34GOCBc1fq72npXJ57ALU0TyOxz6K3DywOjuk1msI2f/58EUnOfVkul92JF1pbWxOmVt1egxZRs8R2pFXiyarmg3jBQXhONmBPzx2DdrDso3XLoNXAVlLz3EaeORm/o3bqlSCd6hJ4kxaWu9uHgn5E/YuCEzup9/L0IhcxiRoj7rCIgG6PpbqwM3m5gZhvZb8rKJD1RYvCxxOy+CKxHbdWe/T87PVRgbNly5YoOG2HsYnULS0tbuIxXlfcBqOQsxKnvc6K5zYyMhIFFea84vbYHpukjC/EEEKik6MvU9ut59Pb2xv9SPhcY2QuTiuEEbdeHpheazvBdD2SFVGJkcKYw4wvVq8+8NjYWEKo4YvOPkdYlhJNct4zZ1+a2C+8/FckbVmt/EqvL4hMXDf1wavPUv/XddG/jvmZanLVd1p7e3vctqGhIVEmzsN7X3j9DaklWLyocDSxo4D0rjG+k7CoChZ58SJu02IjUFji/qywtL7wvQ3NsIQQQkgGU5ZnaR3xWAKqtbU1aojWNOhFi6EWhdFrNoIXzXM4qkKzAQYKpFXW8ErGeZFgdhttmxcgYY9hnek4AsMRVj6fj1rZyy+/LCITE9Wi9uuNxtEMppowYgsj2/bawAQ0SVvSAhe0fXZdxWoP1pyDAQ+oYedy1YXoC4VC1GL7+/sTgQl2Ng00m9nZLbDykc1BnC5mWNv30BQm4kdV433F5xufLb3+dvLnWoX18R7q/yLJCZ/xWU3bh+1H1myclnNpj2u1TrxW+kxpVCyaKfv6+hJaNlbY0vcaBsDgNfQsZ96sQLa9tZ41PE97zp57KW1ihlpuED0XkaRJGvstrpNWJhCfN7QI6fK0oKa9zZQXJUCfAD4g6JvEF7/1o+GNGRsbi2kHIpJIRRFJ1qzEMHT0i6RFmHm+BGw7+gIxydj6SHBf9nc0b9h18WWFD/HIyEgUkvp3dHQ0dkz7gNl6ttjp0OdrS3l5bUQ806j3u0hygKQCSts1ODiYORM9XhN8ZtA0jbMe6PmgqRfN9fhd8WZm0GPqutYcv7NJ43sbT1jiiwmFk+dnwsEEmlDxRY8vZBtFi8+3nabOM7XhbDHaBjS1j4yMVBWZmOy98K5FWrqWl8CP9YjTfLJYStC2Dfvf6Oho1WDTE/gi6UIff/cGE/aeKl46iPVTWhP5+Pi4GwFry1mi68ZeH8QOyGzJT3wGp0JY0gxLCCGEZDDlmqU3KkcToMgrIznMw1HSgmQQLJ2HM1Z4x8YAojTTDJbl0/2qE98WDp5sjpCN/KwVOYtt6+/vj8EqqlV7Zi27D9WycF/t7e3x3OxoVNviBSHZ65NlElMaGhoSQRK6zGsbngtGXWKAAmpH1hQ+MjKSSHRHy4U1b2N5QyxXZgNa6iVZekfworKtGdZ7TjHAB6OR0QqALg4MIrGamtV6vD6r+8Ko9RBCov9jwrwtKafnqn/T3B22QEOaedOzKGHwEppWx8bGEpq1jTidTI5kVvEFi+eesq4luz9sP5Yf9CKZvbKFtpC+Z3VKK3rimXcx2tfTSKfacjPlwhJNEHjRVKihALSzf+hfVNfxhWmnicEpZ6w93guL9qLUMLwZTa84i7pnsvXASEC8FritZ8YdGRmJghHNzt5MJd4x8e/w8HCMos3lXqlyg9Ml4d8s307a+eB54fWxJtBSqZQ4N7wH1gyIUdPYcfHlj5HSmtKDAn14eDjxrIkkU4lyuVyis2e95KcDkxWWIYTEi0q/p6VyYP/Fqiz2JWojK/V3fOaUsbGxeH/QT4wpPdYVo+dUy3Wi39HPrX+9/oPLPUFmt/P8grgvBfuON0WZFZZZ5scsn669BjhAFKmuQa14/lTre8VBDQ6WMMZA/2L6mG6HJmJUjGqlL+1NaIYlhBBCMphyzdIbmdrfsc6nVcltXcu0Ul36F4sSpI2mtT3W7CBSbWLCtnjgSHGyphIPnNy4t7c3al/oZEczmedA97QzPC7mHGJdUO98cFscUacFJKRdI8yr0nPAwCxPy8H7iaNOLx8NI+3wfmKgl+Ll2tlgBNR0bSDSdImErRWQlKb14TVATUifOQwIwzqhaIbFaEhcF6NlPc0S50xEU7rXTkySTwukS4sC1mVp23lR8WnBQGlau92PNYtby4915eA+akX1pr2/sM+Mjo7GPo+Bf2naKe5D/6LbBrV0fEdiwKNIsowe5qbaQEtrKbP3cG/3N2qWhBBCSAZTplnW0uREJNUPib4QXaYjFixxJ1Ltm8F92RlIbKkq9E1iO72RuacxetgRZprfC4+BM8739PSIyESlHh2RYZ4gVtDwRrwI+vdwLk7VWJubmxPFnnXdLJ8BaoBpv+N5Wp+RnhMe1/6Ozw76qnAGBKzapL/jsb1Rt1eCLS0YxfrY7bntDnbnTD/YFzD1QSTpe/JSYvS7vS8YVGULnuu2WClLQV9hWk6m9S2KJOfJbGpqis99mnUgLeXAs454z5fdh20PBqTY87DvHgtqjmih8q49vv/ScifTgrJEku83vE+YU4npWDb3Uo+N7xeRZIAdFsEvFAoJa5/iBQ7h89bS0pI4V4w30GOglro7+9tkKtRNuRnWE5Y2B9JLklasgKwVJIMPo61wrzcVBahX9gsf0izTYq119Dfv5uM2+tLv7++XrVu3isiEGRaT6hUsoeWZFEWSAkGPpde9p6cnro8Pj5fnZveBZOV/4Xc74KgVLOSVL9R2YtSqNfPpMozuxZeZFQJ2WihvFgZbCizrvHcGzvRDyN5hMrP80AxLCCGEZDDlZljPIZ3mLPfMi2mO7qwwY0w1sDOMiEyYD1RTK5fLVTk/acdKMzOmhaPj/tAkhGkMIhN5kVqurVKpxN89UybOdICmSo9KpRJn/tC/IsmSXXhtUOtKM9d598PTvrx17f9obdD8S/1bqVQS8+15VYlwP6gJolbsVTTBNnrl1rAo/54KNNjdM/2IJIMoNPWpra0tzvJTLpcT1Z8wp1WtL94kx5jOZCu76HcsSI/3Ap8vPLZIdcoGav/qJmhubk6kbtm2exYpxd5DG+Di7Q9dI3pOg4ODifQLDIKylovm5ubEZAv43HqpI0pagA8GGmF/wfcC5lfrjDuDg4PuTD54LbyKZ1iKFI+H11vfnfl8Plp/8D2jy3K5XKyw1tzcHNuJKW2bN28WkYkKZWlulb1B3Zhh7eSiWTlZ3j5EfLMnRtvh9hidh2ZfkWqBpHbzNDMvdsa0KLU0gWrbPT4+Hh8KFZCDg4OJtmMHwwhAkYkXiX154L5FXukc/f390Rc6NDSUeOD15acPLfpwcUb1tFywLPOkN9Cx/+u5oVDXa4I5Wngd8Ly95wEHZt5LFIWijdLGQYw1w+5udvdMPyLJlzP679EHruB9xfNVMM8VwdlXPL+a9TV7gznPTYDL8R0xOjoahT0OEnEgntbnarVTJDlw13aosOnr63PLxNl3lBWWWO82yy+d1hbrS7dCD6/pyMhIfJb6+/tj/0HXhKd8YA4yngcWjNHvIYSqkoMiE+8UOxjHd1mxWEy8n9HFgoMr/Ys50YyGJYQQQuqMKdcscfSno4pKpRK/YySXN1+g1RZRe7MmUAwewdEPBnyg6QLLnHmRfmmjvlqmk7Tt7Fx+1uRoq2J4mqWuWywWoxnEVipS0JSEI0WvuofuVzVMkWTVIlsEvxaTGcGnbWe1YtQu8Pp5x8D7YE1tXht0fczzQ1NjWjnE6YpnbhRJmuf0OmD+shepjloN5qN6EZm6jsjE9bWavi2Wj/v2tEV97puamuK+vIhnu/1kXDmq1ahm2d/f75ZCTNMs8T2E0aJpecoW2158hm378/l81MgGBgbic4sWM9Tw095JXrQvaphYMQlNz6idYuCdghW7PJeR15/xnKeiz025sFSwrFWlUok31ybG27JWWLQATZ3W16R/0eeGCde20EC5XI5+BawfakPPdVlahKx3o/FhRD8HmiDQVKJt1LZb34aNEu3v70+cs9ch0iZ2xo6LAlVk4iWBLyAUluhrsiZQG7q/I2Xi0DyuJiv0o6CpHAdVtoNaExbuH19i9rjot0G/MSbhTzdh6b1YFSsg8H7b0mh2ZghMUMc0Hs/UnTbNl52+yZZdxOcITfS6D90e/YI484l9R+B522VWoOPMOCJJU2Ha8+X9Pzw8HPfR2tpaNQEztiNtX9aFYYsyVCqVOMjt7+9PvGfwXWWPg33Hps5gypD9Hd+tjY2NiXcZmmoVnNpL22DrMNtzSotP2VvQDEsIIYRkMOWaJY5SMKgFE2CxcLOtkm+DfjDIxWqWtvgAaj56DI3MamtrS0T9eaO4tIAdDA5BJ7ynWXpmh0qlUhXcgYnjuVwu/p7P56sS8AcHBxNRvRggYfMorYbo5U5iezGnFQOLdOSKkbyKLSbh3QMlbfRotQNdV8GyaZ4ZUSSZn2lL2tm/mHiu12pgYCCeP+ZyTidstKNIeqFtqxGiuVRkQhPAYteoIeFzbfuLzXf2XBEe6C5B0ByIbdPvLS0t7pylaZHbacdA7cySVhrPvg90GZaZq9XnrCXLs9BgAI9qrAMDA3EZXh/73KNGKVJd2BxN5xjspfvC+4j3H/Of7T1tbGyMWqidrSTt3ah/p1KznHJhSQjZu1jzFprerHBDs7w1p9mZXjBdBF/O6O5QcKCK5j2bPmYFeVoMgHU1oItjcHAwMUOQvqi9GUFsXIM3mK010PKwwhL9v0NDQ1GQYxS2tz0eGwXkwMBANLmqsLRuAi/aFQUSpmApNm0PTeu6DCOqdV07xZ0ezxswYwSsFeo4MMVznyrqRlhiRxkYGIgXc3h42B0VKtbfiJV4vBJ22PlR+1KNUkPQS6VSwl/jjfS8oBb0PeLoNmtEhIEQdnSn5+ClwNgqQCITHUY7kvVZ2s4RQki85Lwpd/ABxnZ5mjW+pLBTYY4W+pLQuS+SHjSAmoveK+zMAwMDCX+Xbof7x/vpCYc0bQB96VOZ50UImTrqSliiiVAFA44mWltbqwQnmviwuACO0vCFi2ZajZxrbm6O+9UXsi1zhkIPy7/pcdGxjqM7HKl5AUdo7sORvs0DRDOPnQRbz1PPAV/qOJ8gjmhxslx0tqMpxWogOLrGgQcKDgx6wOAHPQ80Mbe0tMR7oOfW39+fSFj2avnqslKplDDNWlOcnh9eI72mqLnYYCesQYrXciYISy+q2Jbxw+vsRcli4nha3Wac1caaAK353avJi33BM49bU6nV7KzWpBGsWFMW+72duUePYaOo8brhjBmTIc21Yc3UFm9S8sHBQbc4R9rgHPuJZ/b2IoZtP0EzskhyAIuuKpwPFt9bXtlSG1CkeAFlXtTv3oQBPoQQQkgGdaNZiiRt+zraaGpqSpSJUhNcWoUaz+Sq6+Lcl6hFoW8CneJe0ex8Ph/3gXOv4cwdug+bF2rLx6VV17Hh3fqbN6rC0Tbu36Z9iCT9A7i9F+CD2iC2Ly1dArUV69uwPhPUVPX81I80NDQU8zlRiy8UClELwHJbur3eE5GJe29HqzhjAQYr4Do6as/lcgkzNWpgXi7ndMMGdQwNDSWuPwZfeJMJ4LVFlwP2J686EGopacE+Cj73VqPT5WkakF2m7de2Y2UqdMWIJFNOMGXMSy9D7RWDZWxftc+KndnFyzlFrVjbOzg4mPAFTibHU4/vaYhYwQf7hhdwhO8kbDumjKFFyXNbeeecpll7AVVT3efqVliiWcAz72CErFdHEmcN8XLB0CSJpjh0Knv5m/jSxgcCo9twOwxCsCYkFBZWiNiHHx8wFML4XX8vFovxfAYHBxMvIV0Hgxxw4OEl5itpkarYdi9ZH19sKLDHx6snrrbCCTsxvphFkj5jDDARSZYy1N+9CE08XzTB674qlYp73ae64+4KNuAEZ+6pVCpVpkmRan+/SHLwgFGdKGSxn6aZ0zyBpOC9QreGnXYqbeCp+8f3CQoiLAMnMiFAUXBi8A32GZFknq9XOk7PyX7H9xCW8/OmlkO3BZ6/fRa95zItEh+vhS00gK4hvFYo9HRfGOOAvn0bq2GPYduG5n0c5KPLw57bVEAzLCGEEJJBXWmWig0nRie0HUGhE95+R4cz/hWpNlfYKFFrovAmQEZNBTVSL2weNUsFR3E2oKaW490Gl+h3z/SFEzqjto2jedQ00orO22XWtOMVNPdGtnZ0iKYkbRde31qBOBhU4GklFjxn71qnmcO8528mgNYJ1QqKxWLiOwbM6fOHzxBq+6jdqbsELRf4XHgRz3amENtO1KDQ6uAVWtf2KWiytaZHbBv25f7+/qhZYnlHr2A4vm9sP0friL0mo6Oj0e1gUy70PD2Lk+3/tn/Z/utZuDxrAfYNG3WvYEAgav3ofsFrYc26tm243JvFJc31s7epS2Ep8srDa6O+1J+AFxgFJJoFrNkAL7atB2sjKT0zMB4X17WTEHv+OT0OgtF0nt8Fv4cQEi8uL8rWE6zj4+NRWOZyuYQ/Sknbl21v2gADTadeKgZeB5sCY6P4sA34AsKZGnRfeA5o7ikWi4lOrH+9+2JnrxCpNn15ZvWZAA6SsKQfmjdxkGijue0+8PrhdlgHVPGiJfEeekKz1vPnxS7gc+Ql9uM+PdOjHSipX1zXbW5uTvhC0c/tCQsUMvo7pjwNDw9XDTStS8pTBtKw0cu6nee2UrDt9nrrunodsLgC1pjG+4Emcs+PicsrlUqMWh4YGHBLCU4lNMMSQgghGdStZomagY42cGJazc+zJbBwpOuNaLyi2RiU4o14rZMetR39i6beNFOI1XRxlIf7xXVwZIuaFZotbcCGNRfWCtrB64SBEJjr6Y2+bWQimmBwJKy/e6aU8fHxxMhUJH0uySyzMAYKYNvw+nk5aNa0p23B8mGTLSwxXcH7Nzg4mNDQUUO08zJaszc+s2jNsDnMpVIpEXXumfpQw0QzrrduWoAL9t+0yj/WpYL9Kc01gtHY3oxG2KdQs0bzLWqTWELSYqNsEU/L9Eyodl3PBYPbee+hxsbGaNXTc0aLmp29yDNVe+bvEEI8/76+vjjnZaVScd0jU0ndCktlbGwsmmG3bdtWZf9GUwjeaM9MgWYHfIGjic4zv1rTha1Pi+aTWn49a/LADoiFDXC5gg+iDVmv5SPEgQAux2Phi8kzq6FJyfMh2nQRKyxtB/Qefq/6Dpp3RSRx73Df9jwxNB8HQWgm85KivVlvpvPsIjsC9gWMEEXBaJ9f9IHjPqzwtWBEOaYceCZA6/NKS41IOx+73yysYPVSHDAa1DPv4j7w3YGDbG9WDoySxePj9p5p1b5nvGuC1zAtYtZuh66flpaW+B0nY/ZiPNKm7PMGLDiw6u3tjVHJtn5zPUAzLCGEEJJB3WuWOErt6+tLmIVEJkYoGLTijfQwzwdNblkmRy8CFtdFE19aBKyn1dn8QCWtvJ5IMsAFtTpcB88B2+iNjrFuq71e9jwV1CJQ68uKWPY0QT2eNWlj1KU3wsd92LwtvA5pJh97TTASFDWqtMISMxUv2AejJdNKzXnlzvA58yZ0xu1sAe5ayfXajl3BmiFt0JKNkPWCb1Cz9DQ9m2dpLS1eP/TaJpI0deN7Bvfh9Tnch/2O/dJqlPbeajBPY2OjO58nWp/s+zYNNL329/dLT0+PiExoljgbUr31u7oXloSQvUcIIWGW9syJ1u8tkhSsGK09NjaWMLOKTLykdYCLhUYwFaXWDB/2e1pkqCcUc7mcW6TEi7pFlwIKPaws4wlv6w7yovI906qdTNu2HaP20a2QVkTAE4C1rpG9JmhmHhwcTLgm9FgYmW4VGQteV3StqbAcHBys6wpZ00JY6kUeGhqKDmAvp6tcLidulA3msdoYal9W07J+B/Tp4OjOttHmGXrBBDa4SPFmwkDtzQvZx2PgSBNHxJ4GrNh8NuwIdtRpNQa8rvhys6Nc++B7nVhHmug3tS8BfHHpsbxUF5xpBfF8ahjyrx0Yw9brcYRLCNn7TAthiS9rGzBgR012ZgqRZPAIYkexIuKOjnC0bQN4vDZ6ydcImny8MlwYXIMmKm/SZBsEY5dZE43NUcSBAJ6bN2mrPTev9qt3zjY/EUexVnDiSNqek90vlmNDk1KaSczTGGxEn0jSRL8vCkp8BmppbGkaC2pI+Xy+qpgE3stisZiIlsWZbHAbxdNubVCObafVIGtNdm6fM6z/rGBgn+fGsK4GXa4DQjtrkBc56+W32qhXbIfnGvJM2Xa5LZhgC6XgZNLafnyfYHtxEIvr2GjzwcHBqE329PTEoB4MpqtHGOBDCCGEZDAtNEsFNSac81AZHx+PuUBNTU01bfVW+7Ih27ZST9aIx6u4kaZZojblmV7RjIoVQtL8K1lmTzyuZ+L0Rs0YZIQjRi/nEM9zMmHsCvrBdF2s/pIVHi9SrV3a43n3Ak2vlUolml915IwBQPsy1gRtNcq04DCbk2krL9l0Jl1eLperipWXSiU3rQvdGmmBOugL9DQgW9oNz1v/ehYGdAulBZJhP9Pj6fNVLBbd0m9pfmHUkHE5XiOrWaLmmWZ1sXne2h7tG1hg30vtwnOz19LTgFVL3bZtm2zbtk1EJoJ67Owi9cq0EpYiUqXSI2i+RPOOF+mWFjHpOcvRPJAWFYgmPi8XETu3dz743TPNWp8lHs8zl2Ln8SJ1vahDDGLAAAIsIYglqLDDez5U70VjS4/Z87EFF7x1vEhC739cF+9h2rRH9RxcMFWgj1oHFWlCCgdraOr0+gs+Z14fwKn0PJeBZ0rUduhfbBu22XvW8N57xSlwMKvLsFSdd82UWgIQa9zioBzdJXhO3vnlcrmqgTQKYRz02D5l4zlwImmMz0DBas9Bz9m7jxjMg6ZXjT3BY9Q7NMMSQgghGUw7zVLxKkCg5lMqlaJJFudM9PKi0sLGFVtFxpp8MCgAR8q2Eo+u7+VIIp5zHkfBGHiBx0Bt0RsdYj4khp2jmQwrclgTFRZ+121F/HJbuF1abiVqp94sK6it4H68XLO0Y6edO2qWdqJoapbV4LORlv/a1tYWf0dTrbXsYD9EqwRaM/AYONm6TRlRvHvmBZnYyG0b2Y4VnXASh9HR0USwnchEjqCW4kTLBT634+OvzNlqC7GLJOdLtX1VrxVqxZ6Wibmq3qwr+H7DYCh093j9BKPN7Tl51x2vt+53YGAgmlxVs+zr66uy5kwHpq2wVKyp0/NLeRMdW8FphaQVaPogYDSdggLL+v88XwiWWkt7WDyfmTf7hTW5ikz4GnCmFl13aGgoXgsF/Tk2ncaahNLSTjAhHc0/SprwwRQPaw4TSXbsNPOu992W5RNJ1uDECNh9PfJ1R8AIYpH0MnIqNBVdB4WmF2WK66LvHM39nu/R297GDuB+vb6Dv+uzgeXXGhoaorBDVxDOkoE+fmyz9jlt78jISKLeLfoFrUBKGyBYv7DNz8RBvU2Dw2tlMwJCSOZ94nJ7r9PSqsbGXilRunXr1oSQFJl4fqaL6RWhGZYQQgjJYNprliK+WQA1Th09FYvFaBJBLRPNMZMt2SSSjBJFjQi1mqyoSnS8e3lKqFml5behRikyMcrF6v0K5ptpu3COQTwPHDV62rbIK+ZtG+xT65wx8tgLerJ5bp7270VHWpO3bTtqlmnl+cjksJVsLMPDw9LR0SEiE8+X1ZZQK8TgGy86E7ezEx6kzaup26C1wovWxvuOz7hqk/39/fHdYSsN6V/Utj0TMgYlaV9E7c3OK4uztei6mF9tA/J0H6hR6m+oIdp5Qu11UxoaGhLXJ+29pm1Ei5Jei97eXnn55ZdFJJlHqf3PBgNNF2aEsCSE7H3QN67/i0wINV3e3t6eSOfC9USS5kQ0F6I/3KukhWlMuE8vJSVtIIVgNKgKrNHR0TiYbGtrSwwsRaoFHQ7ePIGKQgZnNMJUFBtTYNNF8BxwwGfXQQFqU2e8WYa8+AIbPW8HwTYdS82sW7dujX5KNE9PR9MrMqOEZVpenufHxOmFCoVCVei1fUgxCMZqodaen5ZG4uHlseFyb0oxOzq0uad9fX3RZ4BVRrD6kRfg5AU84P7x3HE5dsxa56pt1+1szpued1puqn2RpKXpYDu9wAVb1YgQQrKYUcJSJN1EIJIcYWL5OCyzhcISTRteYnBWVX8UzrjcE6xoksS2Yxu9ogQYvYfCUk0eOOpMM2Xa2UQsXtAPml7xWtUqBKFglJ4tL4jC1LbBRsxaAehFyXo5pmmBKWTHwIENzj+IBS3QJKsTtmOQGQaHiaSXjPPwBkppOc5eJCcODrW/4KTD5XI51p1uaWlJBOhou7Jyp61mLJLUprHv5fP5RBS77gtLA3qDUu95xtJ5CGqyuC8vvxrL6HkBdrhuT09PYvYQHZhPpqDLdIEBPoQQQkgGM06zVLyUDRxVjY2NJUaKVlvEkZnVnLyyX17Zp7TqOZ6Gid89jdX6HVC7wlG8SPU8cwqODrGN6D/xNOi0akBecFLaSNoDc/DSisvjaNYb2XrXN+1aU5vcc6D/0lbGsYF2zc3N8f5ghR68R969wpxD7Mto8fAKieN+7XOkGiWa9rU/lEqlRBUwL3UpLc/Qc9F42i2mhmBQDhb31+vW1NSUyBnPCqrz3nWjo6NV/Rq/o6XKln20WnhfX59s3749fsfUkJlYDWvGCkuR6htlH2x8ELIEoFeyCrf1TKhoQkHhkpZA7UW7YsSbVwQABUZasj4ewzNNe/U0vWhENFtZ/zC23buWHt66ta6P/Z72Qsx66ZI9gyeQ0ByKLhB9IZfL5Zi/qOvrPvR/NEPiwA7vsXUvWNMr7heFga1LWigUorm4VColIrexnrD+9aZyw2OjUMftdR84KPfqHGMxCGx7U1NTNOGmvZMUFJboPsHjYA63V1MWC3mogNy+fXuMdMVrMV2jXbPYZ82wM/FmEkII2TNMG80yl8vJhRdeKBdeeKEsXrxYBgYG5JFHHpEPfvCD8rvf/S6x3mWXXSYXXXSR7L///vLHP/5R/v3f/11uvvnmxP6y8gFtrlStwJVav+2sGdAzZXral2darXUcLx9NR5Jpmh5uO5lj2HOw320OKX63+60VQJGmQXIgNLWgRcWLSh8eHo6aVWtra2IibtUyMUIbTatYqcYLXMM2eME+IyMjbsUc3W+pVEocQ39HzUq1qb6+PrfQun3+PPOlmnfz+XwMeELLDuYwo/bnadxeHqWNKLczCOk+PNcGWgL0nNHk6mmTadasmcS0EZZf//rX5bzzzpMbbrhBrrrqKmlpaZGlS5fK3LlzE+t96lOfkg9/+MNy9dVXy4MPPigrVqyQm266SUIIcssttyTWnYxQUSYT5VmLHX2B2+PZxP9dFQ6ef6XW8b1j7Yzwx+12JHJ2d7SB7H28wRyaFjGvsaWlJeZkYm4mCg4UEFkDKfRjYoQnvuCtCRQjTjFdqVKpRJ8cRn1i1LmNtNV9aDsxWl0FJEakov9S21UoFFLNop7LKOtaeJHi2F5bNxlL1WGEq93XvtAPp4WwPOecc2TNmjXytre9Tb73ve+lrrdgwQL5p3/6J7nqqqvkfe97n4iIfPWrX5V77rlHPvvZz8qtt94640c/hBBCdj87JCxPOukkWb9+vSu0Vq5cKd/61rfk+OOPl1/+8pe7s41y6aWXyq9+9Sv53ve+J7lcTsrlcky6R1asWCHFYlG++MUvJpZ/6UtfkptuukmOP/54+cUvfrFTbdjbIycvOCnNVLm7j1VPx9gXRqwznVqmfzSLDg4ORo0S8xvVZIkBPmh69DQrW13GixTP5/OJwiS6TLerVCqJEpKqZWkpt/7+/tSoTy8aX9vQ19fnFuFobm6OGq7+XigUEhogBuJgQJ8NQMTAIgyGQlMuaoao6asG3dvbmyhuYnNZ97W+mRORHTrjP/3pT/LAAw/IOeeck1j+wx/+UBYvXiyHHXaYFIvFqpkH0tiyZUvN39va2mTbtm3yxS9+UbZv3y7ve9/7pK2tTZ5++mlZu3at3HrrrXHdq6++WlauXFl17EWLFslTTz0l73vf++Sqq66a5JkSQvY0toapmidVaJbL5YSw1N9tkQ6v9ikW60AzLPopbaGEXC4X1x0cHEz4KVWIeLNnTCb+Ac9Tz6m1tTUODNra2qqmFWxoaEgMLHAKPT0PL6IW091QKA4NDcXrgrPveJG6GLU8UyNcd4QdNsPeeOONcumll0p7e3t0+M6ZM0fe9KY3yac+9SkRmdAyr7vuukntL8tvdeihh0o+n5e3v/3tMjo6Kpdffrn09PTI+9//frn55ptl+/bt8pOf/ERERPbff3958cUXq/axadMmEZkw0xJCCCE7yg4LyxtuuEE+8pGPyNlnny1f//rXRUTk3HPPlUKhIDfeeKOIiPzkJz+RU089dbc0UEddc+bMkWXLlskDDzwgIiI/+MEPZMOGDfKxj30sCstyuRzNJoiOlDCfixBSzYc//GE544wz5NBDD5W2tjZ55pln5I477pBPfepT0t3dnVh3spHntbABQHYGnd7e3qgtoTZZKBQSGqeXc4gaFOYAohaG9Y1FksFHAwMDiZxKjKLVdXfEleAVM8DCCAMDA1HD1XOz83ZirioWFbCaJWrsGOCERQ5Qc8TcUzTT7uvaJLLDwvLxxx+XBx54QM4777woLM877zy5//775amnnhIRkRdeeEFeeOGFHdpvS0tLFIwiEzequ7s7mkGefvrpKChFJswit99+u6xatSpOIjw4OFg1ubHIKw8eFhInhFRzzDHHyMMPPyw333yz9Pb2ypIlS+SCCy6Q008/XY466qhErMCORJ7XwksFwnQJFSbom8Tp5tDk6BXTwJc+Vo2yFYF0XRQg+D1rUoTJMj4+nhC4aPbFyen1fLx0LpsuU6sQCFZUsukn9pxobk1np6Jhb7jhBvnCF74gCxculKamJjn++OPlve99b/y9VCrF4slZqNn0sssukyuuuCIu37hxoxxyyCHy/PPPJ9ZDXnrpJSkWi9LS0iLbt2+XTZs2ycknn1y13v777y8iEvdFCPE5++yzq5bdf//98t3vflf+/u//PgpBRp6TfY2dEpY333yzfP7zn5eVK1dKuVyW4eHhxEjy3HPP3WGf5Q033CD33ntvXK5a4KZNm2TTpk2ycOHCqm0XLFggg4ODcaLjhx9+WC644AJZsmSJPPbYY3G9ZcuWxd8JmS4cdNBBsnHjxtTfdzX3d7JoGzo7O+OyPRV57hWZwNrOXllFW7AjbZ+6Xa3SlbY03p6K/PRKNo6Ojia0aP2bVTbSa1taOcC0spAkm50Sllu2bJEf/ehHsmrVKimVSvLjH/84EdW6Mz7LDRs2yIYNG9zfbrnlFvnABz4gp556qtx1110iItLV1SUrVqyQn/3sZ/GGf//735crr7xSLr744jjaFRF5z3veI88++6zcd999O3qqhEwZmzdvllWrViWWFQoFufLKK6PprlwuxwjKWoyNjcUJeSdDV1eXNDY2ymGHHSb/8R//IaOjo3L33XfH35cuXSp9fX2JQamIRFfJ0qVLdzpNi5B6JezM58wzzwzKOeecs1P7mOxn7ty54bnnngs9PT1h3bp14QMf+ED4wx/+EPr7+8PrXve6xLqf/vSnQwghfPnLXw7nn39+uP3220MIIaxcuXKPtpEffvbG56qrrgojIyPhpJNOCiIS1q1bFybDhg0bJn2MefPmJbb985//XNXHb7/99vDkk09WbVsul0MIIfzbv/3bXrsmuVxu0p98Pl/zg+tO9b32zm0y7fY+U30eM+Gz0xV8br/9dnn55Zcln8/LD37wg53dzaR46aWXZPny5fK5z31OPvjBD0qhUJD7779fVq1alagLKyKydu1a2bp1q1x44YWyZs0aeeKJJ+S8886Tm266aY+2kZA9zTvf+U5573vfK5deemnU8qz7Io0dCW57+eWX5dRTT5VSqSRLly6VM888MxF8J1Jfkec7YkqcbmbHWsUOyN5np6RsQ0NDePHFF8NXv/rVKZf4/PAz0z9HHnlk6O/vD9/85jd3eV/t7e1h3rx58TNr1qya6x9//PEhhBBOP/30uKyeNEt++NlLn53b8KyzzgohhHDCCSdM9Qnww8+M/nR2doYnn3wy/Pa3vw3lcjnxW0tLS0LwpX3mzJkTt7n22msTZtb169dntuG5554L3/rWt+L/V199dejr66tab9GiRSGEEC655JIpv2788LObPzu2wV/91V+Fd7/73eFPf/pTeOihh6a68fzwM6M/uVwu3HHHHaG7uzscfPDBVb/vjM9yyZIl4ZRTTomfo48+OrMdW7ZsCXfccUf8/+KLLw4hhLBkyZLEeitXrgwhhLB8+fIpv3b88LM7Pzvss7zoootk1apV8vDDD8uaNWt2dHNCyA6wbt06Oe200+Qtb3mLm0ayMz7Lxx57rCqKVWSiHmsIocq/eeaZZ8rs2bPl17/+dVzGyHOyr7HDhdQJIXuHI444Qh555BH53//9X/nqV79a9fs3v/nN3Xq8I488Uu666y655ZZb5A9/+IOMj4/LscceK6tWrZJnn31Wjj322DjjhojIpz/9abn88svlK1/5ijz44IPy1re+Vf7u7/5O3vGOdzCgjsxIply95Ycffqo/J554Yk3T6u4+XldXV/jyl78cHn300dDb2xsqlUp4/PHHw+c///nQ1dVVtX4ulwtr164NGzZsCJVKJfz+978P73jHO6b8uvHDz574ULMkhBBCMshnr0IIIYTs21BYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRlQWBJCCCEZUFgSQgghGVBYEkIIIRn8fxRgqvV3vPlOAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load normalized image\n", "norm_img = nib.load('sub-ex_T1w_space-SUIT.nii.gz')\n", "# Load SUIT template from SUITPy package\n", "template_img = nib.load(os.path.join(os.path.dirname(suit.__file__), 'templates', 'tpl-SUIT_T1w.nii.gz'))\n", "# Visualize the result\n", "npl.plot_anat(template_img, title='SUIT Template', display_mode='yz', cut_coords=(-60, -30), colorbar=False)\n", "npl.plot_anat(norm_img, title='Warped T1w', display_mode='yz', cut_coords=(-60, -30), colorbar=False)\n" ] }, { "cell_type": "markdown", "id": "880b547b", "metadata": {}, "source": [ "## 3. Group-level analysis\n", "\n", "Once the log-detJ and detJ maps have been computed for all subjects, group-level\n", "statistics can be applied directly to these maps using any standard\n", "statistical framework (e.g., nilearn, scipy, FSL). SUITPy ensures that all\n", "cerebellar data are aligned to a common template, but does not provide a\n", "group analysis framework itself.\n", "\n", "In practice, a group DBM analysis involves:\n", "\n", "* Applying a voxel-wise statistical model to the log-detJ maps, such as:\n", " * A one-sample t-test against zero (H0: no volume difference relative to\n", " the template)\n", " * An independent-samples t-test to compare two groups\n", " * A GLM with covariates (age, behavior, clinical scores, etc.)\n", "* Correcting for multiple comparisons (FDR, cluster-based correction, TFCE).\n", "\n", "For modulated Voxel-Based Morphometry (VBM) analysis, the detJ map can\n", "additionally be used to modulate grey matter probability maps prior to\n", "group analysis.\n" ] }, { "cell_type": "markdown", "id": "16d53883", "metadata": { "id": "16d53883" }, "source": [ "## 4. Visualize individual volume differences on the flatmap\n" ] }, { "cell_type": "markdown", "id": "dt4hHOkFG8eu", "metadata": { "id": "dt4hHOkFG8eu" }, "source": [ "The log-detJ map shows the spatial distribution of local volumetric differences\n", "between the individual cerebellum and the template. Positive values indicate\n", "that the subject's local volume is larger than the template; negative values\n", "indicate smaller volume. Note that the main baseline difference is simply caused by\n", "the overall head size (intracranial volume). \n", "Therefore, it is common to include intracranial volume as a covariate in group-level analysis. \n", "\n", "To plot the mapped data on the flatmap, use ``flatmap.plot``:\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "onqRDEvu7GD6", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 593 }, "id": "onqRDEvu7GD6", "outputId": "19fc1f1a-3132-42ec-eb5a-edbe7678bec4" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jd_surf = suit.vol_to_surf('sub-ex_T1w_to-SUIT_mode-image_log_detJ.nii.gz', space='SUIT')\n", "\n", "# Visualize the log-detJ on the flatmap\n", "# Positive values: subject locally larger than template\n", "# Negative values: subject locally smaller than template\n", "suit.flatmap.plot(data=jd_surf,\n", " cmap='bwr',\n", " cscale=[-1, 1],\n", " threshold=None,\n", " new_figure=False,\n", " colorbar=True,\n", " render='matplotlib')\n" ] }, { "cell_type": "markdown", "id": "f38564c8", "metadata": { "id": "f38564c8" }, "source": [ "## 5. Summarize regional volumes with atlas ROI\n", "While the SUIT pipeline provides voxel-wise estimates of local volume differences, \n", "it can also be useful to summarize these differences at the level of predefined regions. \n", "One approach is to inversely transform an atlas from template space to native space and then \n", "count the voxels in native space. \n", "\n", "Equivalently, the same (or at least very close) result can be obtained by averaging the detJ values within each region, \n", "and then multiplying it by the volume of the region in template space,which gives an estimate of the total volume in native space. This approach is computationally more efficient.\n", "\n", "The ``mean`` of detJ values within a region,\n", "multiplied by the template ROI volume, gives the estimated regional\n", "volume in mm³.\n", "\n", "To download cerebellar atlases, see `Cerebellar Atlases` or go directly to the\n", "[Atlas repository](https://github.com/DiedrichsenLab/cerebellar_atlases).\n", "\n", "The function ``summarize_data`` then computes summary statistics inside each\n", "atlas region and returns the results as a ``pandas.DataFrame``.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "GmYDn_Fq7RT-", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "GmYDn_Fq7RT-", "outputId": "e78b0bd8-144a-4bcf-c042-24e01e9fefec" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " region regionname ind_vol\n", "0 1 M1L 1244.860567\n", "1 2 M2L 5450.457440\n", "2 3 M3L 5170.741903\n", "3 4 M4L 2974.023967\n", "4 5 A1L 685.792017\n" ] } ], "source": [ "# compute the volume of a single voxel\n", "detJ_file = 'sub-ex_T1w_to-SUIT_mode-image_detJ.nii.gz'\n", "\n", "# Summarize the jacobian\n", "df = suit.summarize_data(\n", " images = [detJ_file],\n", " atlas = 'Nettekoven_2024',\n", " maps = 'atl-NettekovenSym32',\n", " space = 'SUIT',\n", " stats = ['mean'])\n", "\n", "# Multiply by voxel-volume and look at result\n", "df['ind_vol'] = df['mean'] * df['volume']\n", "print(df[['region', 'regionname', 'ind_vol']].head())\n" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "base", "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": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 5 }