phydev/trajpy

{"cells":[{"cell_type":"markdown","metadata":{"id":"CISPutNkbD0c"},"source":["# Analysis of Quality of Life trajectories with TrajPy\n","\n","In this notebook we demonstrate how TrajPy can be used for analysing observational longitudinal data. We use synthetic data that was generated based on the summary statistics from [Head & Neck 5000 study](https://headandneck5000.org.uk/) provided in the [data manual](http://www.headandneck5000.org.uk/content/578904423e79b1.31771192.pdf). We assumed that quality of life (QoL) is associated with age, sex and treatment modality. QoL also presents correlation with the time of measurement, QoL is more seriously impaired at 4 months assuming that the measured is taken close to end of treatment,  with recovery at 12 months.\n","\n","We will use TrajPy to quantify QoL trajectory and use this new features to train a prediction model for QoL at 36 months.\n"]},{"cell_type":"markdown","metadata":{"id":"LlB7h2PLvCKQ"},"source":["The dataset is composed by the following variables:\n","\n","| Variable | Description |\n","| --- | --- |\n","| hn1_dv_age_cons | age at diagnosis |\n","| hn1_na8_cb_sex | biological sex |\n","| hn2_surgery | binary variable indicating if the subject undergone surgery |\n","| hn2_radiotherapy | binary variable indicating if the subject received radiotherapy treatment |\n","| hn2_chemotherapy | binary variable indicating if the surbject received chemotherapy treatment |\n","| hn1_dv_c30_ghs | QoL at diagnosis |\n","| hn2_dv_c30_ghs | QoL at 4 months |\n","| hn3_dv_c30_ghs | QoL at 12 months |\n","| hn4_dv_c30_ghs | QoL at 36 months |\n","\n","The measurement time for each variable is identified by the prefixes *(hn1, hn2, hn3, hn4)* corresponding to diagnosis, 4 months, 12 months, and 35 months from diagnosis respectively. Instead of using the three QoL measurements as predictors we can use TrajPy's descriptors to summarise the trajectory.\n"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":13419,"status":"ok","timestamp":1692345269557,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"ozyqPMIXwIjs","outputId":"62c0812c-d7da-41bd-8d2e-bbb319a1d12a"},"outputs":[{"name":"stdout","output_type":"stream","text":["  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Building wheel for phy-utils (setup.py) ... \u001b[?25l\u001b[?25hdone\n"]}],"source":["!pip install trajpy --quiet\n","!pip install --upgrade git+https://github.com/phydev/phy_utils.git@main --quiet\n","!pip install patchworklib --quiet"]},{"cell_type":"code","execution_count":4,"metadata":{"executionInfo":{"elapsed":337,"status":"ok","timestamp":1692345269877,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"k1zB77NzvBPd"},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from trajpy import trajpy as tj\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import seaborn.objects as so\n","import phy_utils.phy_utils as phy\n","import patchworklib as pw"]},{"cell_type":"code","execution_count":null,"metadata":{"executionInfo":{"elapsed":352,"status":"ok","timestamp":1692345270227,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"vaCa8SAkuEYT"},"outputs":[],"source":["df = pd.read_csv('http://raw.githubusercontent.com/ocbe-uio/trajpy/master/data/samples/simulated_qol.csv')"]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":247},"executionInfo":{"elapsed":5,"status":"ok","timestamp":1692189802776,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"V7YWloqVt8Oz","outputId":"4887e132-3f63-4191-c69a-29ee76f43634"},"outputs":[{"data":{"text/html":["\n","\n","  <div id=\"df-b33745d6-d8e8-487e-8403-52d0930eb6ff\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>hn1_dv_age_cons</th>\n","      <th>hn1_na8_cb_sex</th>\n","      <th>hn2_surgery</th>\n","      <th>hn2_radiotherapy</th>\n","      <th>hn2_chemotherapy</th>\n","      <th>hn1_dv_c30_ghs</th>\n","      <th>hn2_dv_c30_ghs</th>\n","      <th>hn3_dv_c30_ghs</th>\n","      <th>hn4_dv_c30_ghs</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>57</td>\n","      <td>1 - 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Yes           1 - No   \n","\n","  hn2_chemotherapy  hn1_dv_c30_ghs  hn2_dv_c30_ghs  hn3_dv_c30_ghs  \\\n","0          2 - Yes             100              94              98   \n","1           1 - No             100              77              90   \n","2          2 - Yes             100              69              91   \n","3          2 - Yes             100              47              77   \n","4           1 - No             100              97              91   \n","\n","   hn4_dv_c30_ghs  \n","0              94  \n","1              93  \n","2              91  \n","3              86  \n","4              96  "]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["df.head()"]},{"cell_type":"code","execution_count":6,"metadata":{"executionInfo":{"elapsed":240,"status":"ok","timestamp":1692345281117,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"1OAN9DQFuKMM"},"outputs":[],"source":["covariates = [\"hn1_dv_age_cons\",\n","              \"hn1_na8_cb_sex\",\n","              \"hn2_surgery\",\n","              \"hn2_radiotherapy\",\n","              \"hn2_chemotherapy\",\n","              \"hn1_dv_c30_ghs\",\n","              \"hn2_dv_c30_ghs\",\n","              \"hn3_dv_c30_ghs\",\n","              \"hn4_dv_c30_ghs\"]"]},{"cell_type":"code","execution_count":7,"metadata":{"executionInfo":{"elapsed":2,"status":"ok","timestamp":1692345281363,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"zyggNjs-vneq"},"outputs":[],"source":["# select covariates\n","df = df[covariates]\n","number_of_records = len(df)\n","time_variables = [\"hn1_dv_c30_ghs\", \"hn2_dv_c30_ghs\", \"hn3_dv_c30_ghs\"]#, \"hn4_dv_c30_ghs\"]\n","time_points = np.array([0, 4, 12])#, 36]) # time in months"]},{"cell_type":"markdown","metadata":{"id":"LUFF-1m68Vvd"},"source":["## Descriptive analysis\n","\n","We will transform the data from wide to long format by repeating the observations and storing the time dependend variables a single column."]},{"cell_type":"code","execution_count":8,"metadata":{"executionInfo":{"elapsed":2642,"status":"ok","timestamp":1692345285014,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"aoTPZ-_Q54O1"},"outputs":[],"source":["df_long = phy.long_format(df,\n","             [\"hn1_dv_c30_ghs\", \"hn2_dv_c30_ghs\", \"hn3_dv_c30_ghs\", \"hn4_dv_c30_ghs\"],\n","            [0, 4, 12, 36])"]},{"cell_type":"code","execution_count":9,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"elapsed":7,"status":"ok","timestamp":1692345285015,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"_OaOc0gECS3H","outputId":"61411b4d-09d0-4d4a-85ff-1bd2a9439a1c"},"outputs":[{"data":{"text/html":["\n","  <div id=\"df-c5e00b79-abca-496e-a90b-5f883e9f0c3a\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>index</th>\n","      <th>hn1_dv_age_cons</th>\n","      <th>hn1_na8_cb_sex</th>\n","      <th>hn2_surgery</th>\n","      <th>hn2_radiotherapy</th>\n","      <th>hn2_chemotherapy</th>\n","      <th>_dv_c30_ghs</th>\n","      <th>time</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>57</td>\n","      <td>1 - 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"]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["df_long.head()"]},{"cell_type":"markdown","metadata":{"id":"1IQSOeusviEX"},"source":[]},{"cell_type":"markdown","metadata":{"id":"mFewxifuw0vz"},"source":["We can visualize the average QoL curve for this population and the confidence interval:"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":395},"executionInfo":{"elapsed":2921,"status":"ok","timestamp":1692345288813,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"qczhB4iO3eMg","outputId":"e025a97f-615c-496d-bbd5-0bc24dfd8062"},"outputs":[{"data":{"image/png":"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","text/plain":["<seaborn._core.plot.Plot at 0x7c1d35472050>"]},"execution_count":10,"metadata":{"image/png":{"height":378.25,"width":509.15}},"output_type":"execute_result"}],"source":["p = so.Plot(df_long.loc[0:100,], y = \"_dv_c30_ghs\", x = \"time\")\n","\n","(\n","    p.add(so.Line(), so.Agg())\n","    .add(so.Band(), so.Est())\n","    .label(x=\"Time (months)\", y = \"Quality of Life\")\n","    .theme({**sns.axes_style(\"whitegrid\"), \"grid.linestyle\": \":\"})\n",")"]},{"cell_type":"markdown","metadata":{"id":"71U8IP9exCaY"},"source":["The individual trajectories can also be plotted:"]},{"cell_type":"code","execution_count":18,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":395},"executionInfo":{"elapsed":1211,"status":"ok","timestamp":1692280349271,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"8IUnJSEJ9_YT","outputId":"cc1a4ce1-6a9a-456a-a4bc-5fd059ca0cc4"},"outputs":[{"data":{"image/png":"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","text/plain":["<seaborn._core.plot.Plot at 0x79847986aad0>"]},"execution_count":18,"metadata":{"image/png":{"height":378.25,"width":509.15}},"output_type":"execute_result"}],"source":["patient_id = 1\n","\n","p = phy.repeated_measurement_plot(data = df,\n","                                  y = [\"hn1_dv_c30_ghs\", \"hn2_dv_c30_ghs\", \"hn3_dv_c30_ghs\", \"hn4_dv_c30_ghs\"],\n","                                  x = [0, 4, 12, 36],\n","                                  observation = patient_id)\n","\n","(\n","    p.add(so.Dot())\n","    .add(so.Line())\n","    .label(x = \"time\", y = \"Quality of Life\")\n","    .theme({**sns.axes_style(\"whitegrid\"), \"grid.linestyle\": \":\"})\n",")\n"]},{"cell_type":"markdown","metadata":{"id":"d1jhgHdPZc3e"},"source":["### Compute TrajPy features\n","\n","Now we will compute features to describe the QoL trajectories for each patient and store them in the data frame `df`."]},{"cell_type":"code","execution_count":12,"metadata":{"executionInfo":{"elapsed":248,"status":"ok","timestamp":1692345425672,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"J8elSKPSy5so"},"outputs":[],"source":["# initialize trajpy dummy object\n","Trajectory = tj.Trajectory()"]},{"cell_type":"code","execution_count":13,"metadata":{"executionInfo":{"elapsed":8910,"status":"ok","timestamp":1692345434862,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"fGJ3nvUAvpSP"},"outputs":[],"source":["for patient in range(number_of_records):\n","\n","    Trajectory._r = np.concatenate(\n","        (time_points.reshape(-1,1), df.iloc[patient][time_variables].to_numpy().reshape(-1,1)),\n","        axis=1\n","        )\n","\n","    Trajectory._t = time_points.reshape(-1,1)\n","    Trajectory.velocity = Trajectory.velocity_(Trajectory._r[:,1].reshape(-1,1), time_points.reshape(-1,1)).mean()\n","    Trajectory.gyration_radius = Trajectory.gyration_radius_(Trajectory._r).get('gyration tensor')\n","    Trajectory.eigenvalues = Trajectory.gyration_radius_(Trajectory._r).get('eigenvalues')\n","    Trajectory.eigenvectors = Trajectory.gyration_radius_(Trajectory._r).get('eigenvectors')\n","\n","    df.loc[patient, \"efficiency\"] = Trajectory.efficiency_(Trajectory._r)\n","    df.loc[patient, \"anisotropy\"] = Trajectory.anisotropy_(Trajectory.eigenvalues)\n","    df.loc[patient, \"straightness\"] = Trajectory.straightness_(Trajectory._r)\n","    df.loc[patient, \"gaussianity\"] = Trajectory.gaussianity_(Trajectory._r)\n","    df.loc[patient, \"efficiency\"] = Trajectory.efficiency_(Trajectory._r)\n","    df.loc[patient, \"kurtosis\"] = Trajectory.anisotropy_(Trajectory.eigenvalues)\n"]},{"cell_type":"code","execution_count":8,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"elapsed":217,"status":"ok","timestamp":1692266429721,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"HFySdbyTpTeA","outputId":"81e0773a-607a-42dd-e74b-e4fc349891f8"},"outputs":[{"data":{"text/html":["\n","\n","  <div id=\"df-157dd141-73c4-4393-8b70-2dfc08f63280\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>hn1_dv_age_cons</th>\n","      <th>hn1_na8_cb_sex</th>\n","      <th>hn2_surgery</th>\n","      <th>hn2_radiotherapy</th>\n","      <th>hn2_chemotherapy</th>\n","      <th>hn1_dv_c30_ghs</th>\n","      <th>hn2_dv_c30_ghs</th>\n","      <th>hn3_dv_c30_ghs</th>\n","      <th>hn4_dv_c30_ghs</th>\n","      <th>efficiency</th>\n","      <th>anisotropy</th>\n","      <th>straightness</th>\n","      <th>gaussianity</th>\n","      <th>kurtosis</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>57</td>\n","      <td>1 - Male</td>\n","      <td>1 - No</td>\n","      <td>1 - No</td>\n","      <td>2 - Yes</td>\n","      <td>100</td>\n","      <td>94</td>\n","      <td>98</td>\n","      <td>94</td>\n","      <td>0.560606</td>\n","      <td>0.428571</td>\n","      <td>0.753033</td>\n","      <td>-0.774105</td>\n","      <td>0.428571</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>60</td>\n","      <td>2 - Female</td>\n","      <td>1 - No</td>\n","      <td>2 - Yes</td>\n","      <td>1 - No</td>\n","      <td>100</td>\n","      <td>77</td>\n","      <td>90</td>\n","      <td>93</td>\n","      <td>0.156812</td>\n","      <td>0.494334</td>\n","      <td>0.404576</td>\n","      <td>-0.655529</td>\n","      <td>0.494334</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>60</td>\n","      <td>2 - Female</td>\n","      <td>2 - Yes</td>\n","      <td>1 - No</td>\n","      <td>2 - Yes</td>\n","      <td>100</td>\n","      <td>69</td>\n","      <td>91</td>\n","      <td>91</td>\n","      <td>0.073770</td>\n","      <td>0.456732</td>\n","      <td>0.274392</td>\n","      <td>-0.666863</td>\n","      <td>0.456732</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>53</td>\n","      <td>2 - Female</td>\n","      <td>2 - Yes</td>\n","      <td>2 - Yes</td>\n","      <td>2 - Yes</td>\n","      <td>100</td>\n","      <td>47</td>\n","      <td>77</td>\n","      <td>86</td>\n","      <td>0.088810</td>\n","      <td>0.660100</td>\n","      <td>0.308106</td>\n","      <td>-0.595778</td>\n","      <td>0.660100</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>33</td>\n","      <td>1 - Male</td>\n","      <td>2 - Yes</td>\n","      <td>1 - No</td>\n","      <td>1 - No</td>\n","      <td>100</td>\n","      <td>97</td>\n","      <td>91</td>\n","      <td>96</td>\n","      <td>0.900000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>-0.755563</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-157dd141-73c4-4393-8b70-2dfc08f63280')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" 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Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n"],"text/plain":["   hn1_dv_age_cons hn1_na8_cb_sex hn2_surgery hn2_radiotherapy  \\\n","0               57       1 - Male      1 - No           1 - No   \n","1               60     2 - Female      1 - No          2 - Yes   \n","2               60     2 - Female     2 - Yes           1 - No   \n","3               53     2 - Female     2 - Yes          2 - Yes   \n","4               33       1 - Male     2 - Yes           1 - No   \n","\n","  hn2_chemotherapy  hn1_dv_c30_ghs  hn2_dv_c30_ghs  hn3_dv_c30_ghs  \\\n","0          2 - Yes             100              94              98   \n","1           1 - No             100              77              90   \n","2          2 - Yes             100              69              91   \n","3          2 - Yes             100              47              77   \n","4           1 - No             100              97              91   \n","\n","   hn4_dv_c30_ghs  efficiency  anisotropy  straightness  gaussianity  kurtosis  \n","0              94    0.560606    0.428571      0.753033    -0.774105  0.428571  \n","1              93    0.156812    0.494334      0.404576    -0.655529  0.494334  \n","2              91    0.073770    0.456732      0.274392    -0.666863  0.456732  \n","3              86    0.088810    0.660100      0.308106    -0.595778  0.660100  \n","4              96    0.900000    1.000000      1.000000    -0.755563  1.000000  "]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["df.head()"]},{"cell_type":"markdown","metadata":{"id":"b35aYHXrsCgI"},"source":["In the kernel density estimates (KDE) bellow we can see how the distribution of QoL changes with each one of the new features computed. Gaussianity seems a reasonable candidate for developing a linear model $QoL \\sim \\mathcal{G} $."]},{"cell_type":"code","execution_count":63,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":285},"executionInfo":{"elapsed":15358,"status":"ok","timestamp":1692282423146,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"F1_qKcK34T1N","outputId":"346b52ba-3e46-4eb0-e097-aa5fedf41915"},"outputs":[{"data":{"text/plain":["<seaborn.axisgrid.PairGrid at 0x798472545300>"]},"execution_count":63,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 1250x250 with 5 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["sns.pairplot(df, y_vars = \"hn4_dv_c30_ghs\", x_vars = [\"gaussianity\", \"anisotropy\", \"efficiency\", \"straightness\", \"kurtosis\"], kind=\"kde\")"]},{"cell_type":"markdown","metadata":{"id":"ss-EFt4QsA2Z"},"source":[]},{"cell_type":"code","execution_count":57,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":449},"executionInfo":{"elapsed":904,"status":"ok","timestamp":1692282131375,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"tJBK-xiUzTXv","outputId":"d8d0d9e5-fbe7-4bf9-f05e-0a0b8c5ca225"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["sns.regplot(df,\n","            y = \"hn4_dv_c30_ghs\",\n","            x = \"gaussianity\",\n","            scatter_kws={\"s\": 1, \"label\": \"Observations\"},\n","            line_kws={\"color\": \"red\", \"label\": \"Linear model\"})\n","plt.legend()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"eaL5q6eZr_oZ"},"source":["The boxplots bellow indicate that efficiency is different between treatment strategies. Patients that received radiotherapy and undergone surgery show lower median. This is not surprising since a low efficiency indicates that the QoL presents more changes over time, while high efficiency is measured for stable trajectories. Patients that received radiotherapy or surgery have a higher burden in QoL after treatment which translates in low efficiency."]},{"cell_type":"code","execution_count":27,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":408},"executionInfo":{"elapsed":2600,"status":"ok","timestamp":1692345976491,"user":{"displayName":"Maurício Moreira 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\n","image/png":"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","text/plain":["<patchworklib.patchworklib.Bricks at 0x7c1d2b7a8fd0>"]},"execution_count":27,"metadata":{},"output_type":"execute_result"}],"source":["lx, ly = 1.2, 1.2\n","ax1 = pw.Brick(figsize=(lx,ly))\n","sns.boxplot(df, x = \"hn2_radiotherapy\", y = \"efficiency\", ax=ax1)\n","ax1.set_xlabel(\"Radiotherapy\")\n","ax1.set_ylabel(\"Efficiency\")\n","\n","ax2 = pw.Brick(figsize=(lx,ly))\n","sns.boxplot(df, x = \"hn2_surgery\", y = \"efficiency\", ax=ax2)\n","ax2.set_xlabel(\"Surgery\")\n","ax2.set_ylabel(\"\")\n","\n","ax3 = pw.Brick(figsize=(lx,ly))\n","sns.boxplot(df, x = \"hn2_chemotherapy\", y = \"efficiency\", ax=ax3)\n","ax3.set_xlabel(\"Chemotherapy\")\n","ax3.set_ylabel(\"\")\n","\n","ax1|ax2|ax3"]},{"cell_type":"markdown","metadata":{"id":"atI1lmv5jSk2"},"source":["## Encoding two level variables as binary variables\n","\n","Before modeling this data we will transform all categorical variables with two levels into binary. The default level 0 will identify the category `1 - No` and 1 for `1 - Yes`. For the sex variable `1 - Male` is encoded as default level 0."]},{"cell_type":"code","execution_count":32,"metadata":{"executionInfo":{"elapsed":227,"status":"ok","timestamp":1692347537892,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"BCL6Z74CjRqS"},"outputs":[],"source":["df = df.assign(hn1_na8_cb_sex = np.where(df.hn1_na8_cb_sex == \"1 - Male\", 0, 1) )\n","\n","# Define the columns to be encoded\n","columns_to_encode = [\"hn2_surgery\", \"hn2_radiotherapy\", \"hn2_chemotherapy\"]\n","\n","# Map values using a dictionary\n","replacement_dict = {\"1 - No\": 0, \"2 - Yes\": 1}\n","\n","# Encode the categorical columns\n","df[columns_to_encode] = df[columns_to_encode].replace(replacement_dict)"]},{"cell_type":"markdown","metadata":{"id":"7jPFY_gfsW6h"},"source":["# Bootstraping\n","\n","We will develop prediction models with the new descriptors and perform internal validation with bootstraping."]},{"cell_type":"code","execution_count":33,"metadata":{"executionInfo":{"elapsed":58218,"status":"ok","timestamp":1692347598379,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"-YsVC2Ru6cQq"},"outputs":[],"source":["\n","from sklearn.model_selection import train_test_split\n","from sklearn.ensemble import RandomForestRegressor\n","from sklearn.metrics import mean_squared_error\n","\n","# Define the two sets of variables\n","only_clinical = [\"hn1_dv_age_cons\", \"hn1_na8_cb_sex\", \"hn2_surgery\", \"hn2_radiotherapy\", \"hn2_chemotherapy\", \"hn1_dv_c30_ghs\", \"hn2_dv_c30_ghs\", \"hn3_dv_c30_ghs\"]\n","clinical_with_trajpy = [\"hn1_dv_age_cons\", \"hn1_na8_cb_sex\", \"hn2_surgery\", \"hn2_radiotherapy\", \"hn2_chemotherapy\", \"anisotropy\"]\n","\n","# Set the number of bootstrap iterations\n","num_bootstrap = 100\n","\n","# Random forest hyperparameters\n","n_estimators = 100      # Number of trees in the forest\n","max_depth = None        # Maximum depth of the tree (default: None)\n","min_samples_split = 25   # Minimum number of samples required to split an internal node\n","min_samples_leaf = 5    # Minimum number of samples required to be at a leaf node\n","max_features = 1   # Number of features to consider when looking for the best split\n","\n","\n","# Create arrays to store the bootstrapped performance metrics\n","mse_only_clinical = np.zeros(num_bootstrap)\n","mse_clinical_with_trajpy = np.zeros(num_bootstrap)\n","\n","for i in range(num_bootstrap):\n","    # Generate a bootstrap sample by resampling with replacement\n","    bootstrap_sample = df.sample(frac=1, replace=True, random_state=i)\n","\n","    # Split the bootstrap sample into features and target\n","    X_bootstrap_only_clinical = bootstrap_sample[only_clinical]\n","    X_bootstrap_clinical_with_trajpy = bootstrap_sample[clinical_with_trajpy]\n","    y_bootstrap = bootstrap_sample[\"hn4_dv_c30_ghs\"]\n","\n","    # Split the dataset into training and testing sets\n","    X_train_only_clinical, X_test_only_clinical, y_train_bootstrap, y_test_bootstrap = train_test_split(X_bootstrap_only_clinical, y_bootstrap, test_size=0.2, random_state=42)\n","    X_train_clinical_with_trajpy, X_test_clinical_with_trajpy = train_test_split(X_bootstrap_clinical_with_trajpy, test_size=0.2, random_state=42)\n","\n","    # Initialize the Random Forest Regressor\n","    model = RandomForestRegressor(n_estimators=n_estimators,\n","                                      max_depth=max_depth,\n","                                      min_samples_split=min_samples_split,\n","                                      min_samples_leaf=min_samples_leaf,\n","                                      max_features=max_features,\n","                                      random_state=42)\n","\n","    # Fit the model on the bootstrap training data for only clinical variables\n","    model.fit(X_train_only_clinical, y_train_bootstrap)\n","\n","    # Make predictions on the bootstrap testing data\n","    y_pred_only_clinical = model.predict(X_test_only_clinical)\n","\n","    # Calculate MSE and R-squared for the bootstrap sample\n","    mse_only_clinical[i] = mean_squared_error(y_test_bootstrap, y_pred_only_clinical)\n","\n","    # Repeat the same process for clinical_with_trajpy variables\n","    model.fit(X_train_clinical_with_trajpy, y_train_bootstrap)\n","    y_pred_clinical_with_trajpy = model.predict(X_test_clinical_with_trajpy)\n","    mse_clinical_with_trajpy[i] = mean_squared_error(y_test_bootstrap, y_pred_clinical_with_trajpy)\n","\n"]},{"cell_type":"code","execution_count":35,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":238,"status":"ok","timestamp":1692347619088,"user":{"displayName":"Maurício Moreira Soares","userId":"08976900409780332836"},"user_tz":-120},"id":"SKlRX1eOxb2d","outputId":"9286255a-0415-442a-f620-9a9e42d9cb73"},"outputs":[{"name":"stdout","output_type":"stream","text":["Model performance with only clinical variables:\n","Mean MSE: 7.194307508443098\n","95% Confidence Interval for MSE: 7.105681249340444 - 7.282933767545751\n","\n","Model performance with clinical variables and trajpy variables:\n","Mean MSE: 7.068724568521673\n","95% Confidence Interval for MSE: 6.980578553886994 - 7.156870583156351\n"]}],"source":["# Calculate the means and confidence intervals of performance metrics\n","mse_only_clinical_mean = np.mean(mse_only_clinical)\n","mse_only_clinical_ci = phy.confidence_interval(mse_only_clinical)\n","\n","mse_clinical_with_trajpy_mean = np.mean(mse_clinical_with_trajpy)\n","mse_clinical_with_trajpy_ci = phy.confidence_interval(mse_clinical_with_trajpy)\n","\n","\n","# Print the results\n","print(\"Model performance with only clinical variables:\")\n","print(f\"Mean MSE: {mse_only_clinical_mean}\")\n","print(f\"95% Confidence Interval for MSE: {mse_only_clinical_ci[0]} - {mse_only_clinical_ci[1]}\")\n","\n","print(\"\\nModel performance with clinical variables and trajpy variables:\")\n","print(f\"Mean MSE: {mse_clinical_with_trajpy_mean}\")\n","print(f\"95% Confidence Interval for MSE: {mse_clinical_with_trajpy_ci[0]} - {mse_clinical_with_trajpy_ci[1]}\")\n"]},{"cell_type":"markdown","metadata":{"id":"J-uAu3ylvtiC"},"source":["## Conclusion\n","\n","I hope that this toy analysis convinced you about the potential application of TrajPy for clinical longitudinal data. Trajpy allow to summarise trajectories into fewer variables while preserving or increasing the prediction power. This is specially important in small data situations, which is often the majority of the cases in clinical data."]}],"metadata":{"colab":{"authorship_tag":"ABX9TyNK7mv9AsawhtoSQUbJMVhF","mount_file_id":"1373DiviKk0f3f-Z2H0iDcyDWQZlNMCCT","provenance":[]},"kernelspec":{"display_name":"Python 3","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":"3.8.0"}},"nbformat":4,"nbformat_minor":0}