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Key Question 4 Meta-analysis.ipynb
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{
"cells": [
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "%matplotlib inline\nimport numpy as np\nimport pandas as pd\nimport pymc3 as pm\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport pdb\nsns.set()\n\nrseed = 20090425",
"execution_count": 1,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Import relevant data from KQ4 spreadsheet."
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "keep_columns = ['Author', 'Year', 'Refid', 'Pre-op', 'Initial Surgery', 'Morcellation',\n 'Power', 'Upstaged', 'Months follow-up',\n 'Median_\\nFUP_time', 'Range_\\nFUP_Time', 'Outcome', 'Age',\n 'Menopausal Status', 'Lost_to_Fup', 'Include', 'Inclusion staging criteria restricted or not (y/n)']\n\nkq4_data = (pd.read_excel('data/UF_KQ4_data_for_Chris_12142016_SK.xlsx', sheetname='All_KQ4_data_Original', \n na_values=['NR', 'NA'])[keep_columns]\n .rename(columns={'Months follow-up': 'fup_months',\n 'Median_\\nFUP_time': 'fup_median', \n 'Range_\\nFUP_Time': 'fup_range',\n 'Pre-op': 'preop', \n 'Initial Surgery': 'surgery_init',\n 'Menopausal Status': 'menop_status',\n 'Inclusion staging criteria restricted or not (y/n)': 'stage_include'}))\n\nkq4_data.columns = kq4_data.columns.str.lower()",
"execution_count": 2,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Drop excludes (rows colored yellow in the spreadsheet, or those with \"lost_to_fup\" values instead of censoring time)."
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kq4_data = kq4_data[(kq4_data.include==1) & (kq4_data.lost_to_fup!='yes')].drop(['include', 'lost_to_fup'], axis=1)",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false,
"scrolled": true
},
"cell_type": "code",
"source": "kq4_data.head()",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": "<div>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>author</th>\n <th>year</th>\n <th>refid</th>\n <th>preop</th>\n <th>surgery_init</th>\n <th>morcellation</th>\n <th>power</th>\n <th>upstaged</th>\n <th>fup_months</th>\n <th>fup_median</th>\n <th>fup_range</th>\n <th>outcome</th>\n <th>age</th>\n <th>menop_status</th>\n <th>stage_include</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Einstein</td>\n <td>2008.0</td>\n <td>405</td>\n <td>Benign</td>\n <td>LSC SCH</td>\n <td>Yes</td>\n <td>Yes</td>\n <td>No</td>\n <td>30.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NED</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Einstein</td>\n <td>2008.0</td>\n <td>405</td>\n <td>Benign</td>\n <td>LMYOM</td>\n <td>Yes</td>\n <td>Yes</td>\n <td>Yes</td>\n <td>61.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NED</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Einstein</td>\n <td>2008.0</td>\n <td>405</td>\n <td>Benign</td>\n <td>SCH</td>\n <td>Yes</td>\n <td>No</td>\n <td>Yes</td>\n <td>31.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>AWD</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Einstein</td>\n <td>2008.0</td>\n <td>405</td>\n <td>Benign</td>\n <td>SCH BSO</td>\n <td>No</td>\n <td>No</td>\n <td>No</td>\n <td>37.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NED</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Einstein</td>\n <td>2008.0</td>\n <td>405</td>\n <td>Benign</td>\n <td>SCH BSO</td>\n <td>No</td>\n <td>No</td>\n <td>Yes</td>\n <td>6.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>AWD</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " author year refid preop surgery_init morcellation power upstaged \\\n0 Einstein 2008.0 405 Benign LSC SCH Yes Yes No \n1 Einstein 2008.0 405 Benign LMYOM Yes Yes Yes \n2 Einstein 2008.0 405 Benign SCH Yes No Yes \n3 Einstein 2008.0 405 Benign SCH BSO No No No \n4 Einstein 2008.0 405 Benign SCH BSO No No Yes \n\n fup_months fup_median fup_range outcome age menop_status stage_include \n0 30.0 NaN NaN NED NaN NaN No \n1 61.0 NaN NaN NED NaN NaN No \n2 31.0 NaN NaN AWD NaN NaN No \n3 37.0 NaN NaN NED NaN NaN No \n4 6.0 NaN NaN AWD NaN NaN No "
},
"metadata": {},
"execution_count": 4
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "stage1_only = True\n \nif stage1_only:\n kq4_data = kq4_data[kq4_data.stage_include=='Yes']",
"execution_count": 5,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Drop those with missing `power` or `morcellation` covariates. Perhaps we can impute later."
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kq4_data = kq4_data.dropna(subset=['morcellation', 'power']).reset_index(drop=True)",
"execution_count": 6,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Values are a mess in several columns:"
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kq4_data.outcome.value_counts()",
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "Alive 124\nalive 52\ndead 46\nDead 27\nAWD 16\nDied 14\nName: outcome, dtype: int64"
},
"metadata": {},
"execution_count": 7
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kq4_data['preop'].value_counts()",
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "benign 193\nBenign 46\nsarcoma 3\nName: preop, dtype: int64"
},
"metadata": {},
"execution_count": 8
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kq4_data.outcome = kq4_data.outcome.replace({'Alive': 'alive',\n 'Dead': 'dead',\n 'AWD': 'awd',\n 'NED': 'ned',\n 'Died': 'dead'})\nkq4_data.outcome.value_counts()",
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "alive 176\ndead 87\nawd 16\nName: outcome, dtype: int64"
},
"metadata": {},
"execution_count": 9
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kq4_data.preop = kq4_data.preop.str.strip().replace({'Benign': 'benign'})\nkq4_data['preop'].value_counts()",
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "benign 239\nsarcoma 3\nName: preop, dtype: int64"
},
"metadata": {},
"execution_count": 10
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "This is also a mess. Need to fix."
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "pd.crosstab(kq4_data.morcellation, kq4_data.power)",
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": "<div>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th>power</th>\n <th>No</th>\n <th>Yes</th>\n <th>no</th>\n <th>yes</th>\n </tr>\n <tr>\n <th>morcellation</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>No</th>\n <td>199</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>Yes</th>\n <td>14</td>\n <td>8</td>\n <td>24</td>\n <td>0</td>\n </tr>\n <tr>\n <th>yes</th>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n <td>21</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": "power No Yes no yes\nmorcellation \nNo 199 0 0 0\nYes 14 8 24 0\nyes 13 0 0 21"
},
"metadata": {},
"execution_count": 11
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false,
"scrolled": true
},
"cell_type": "code",
"source": "kq4_data.morcellation = kq4_data.morcellation.str.lower()\nkq4_data.power = kq4_data.power.str.lower()\n\npd.crosstab(kq4_data.morcellation, kq4_data.power)",
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": "<div>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th>power</th>\n <th>no</th>\n <th>yes</th>\n </tr>\n <tr>\n <th>morcellation</th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>no</th>\n <td>199</td>\n <td>0</td>\n </tr>\n <tr>\n <th>yes</th>\n <td>51</td>\n <td>29</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": "power no yes\nmorcellation \nno 199 0\nyes 51 29"
},
"metadata": {},
"execution_count": 12
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Create death outcome column"
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kq4_data['died'] = (kq4_data.outcome=='dead').astype(int)\nkq4_data.died.value_counts()",
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "0 192\n1 87\nName: died, dtype: int64"
},
"metadata": {},
"execution_count": 13
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kq4_data.head(20)",
"execution_count": 14,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": "<div>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>author</th>\n <th>year</th>\n <th>refid</th>\n <th>preop</th>\n <th>surgery_init</th>\n <th>morcellation</th>\n <th>power</th>\n <th>upstaged</th>\n <th>fup_months</th>\n <th>fup_median</th>\n <th>fup_range</th>\n <th>outcome</th>\n <th>age</th>\n <th>menop_status</th>\n <th>stage_include</th>\n <th>died</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>No</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>5</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>6</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>7</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>8</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>9</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>10</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>11</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>12</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>13</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>alive</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>14</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>dead</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>1</td>\n </tr>\n <tr>\n <th>15</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>dead</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>1</td>\n </tr>\n <tr>\n <th>16</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>dead</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>1</td>\n </tr>\n <tr>\n <th>17</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>dead</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>1</td>\n </tr>\n <tr>\n <th>18</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>dead</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>1</td>\n </tr>\n <tr>\n <th>19</th>\n <td>Lin</td>\n <td>2015.0</td>\n <td>826</td>\n <td>benign</td>\n <td>TAH</td>\n <td>no</td>\n <td>no</td>\n <td>NaN</td>\n <td>34.0</td>\n <td>yes</td>\n <td>1-248</td>\n <td>dead</td>\n <td>52.7</td>\n <td>NaN</td>\n <td>Yes</td>\n <td>1</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " author year refid preop surgery_init morcellation power upstaged \\\n0 Lin 2015.0 826 benign TAH no no No \n1 Lin 2015.0 826 benign TAH no no NaN \n2 Lin 2015.0 826 benign TAH no no NaN \n3 Lin 2015.0 826 benign TAH no no NaN \n4 Lin 2015.0 826 benign TAH no no NaN \n5 Lin 2015.0 826 benign TAH no no NaN \n6 Lin 2015.0 826 benign TAH no no NaN \n7 Lin 2015.0 826 benign TAH no no NaN \n8 Lin 2015.0 826 benign TAH no no NaN \n9 Lin 2015.0 826 benign TAH no no NaN \n10 Lin 2015.0 826 benign TAH no no NaN \n11 Lin 2015.0 826 benign TAH no no NaN \n12 Lin 2015.0 826 benign TAH no no NaN \n13 Lin 2015.0 826 benign TAH no no NaN \n14 Lin 2015.0 826 benign TAH no no NaN \n15 Lin 2015.0 826 benign TAH no no NaN \n16 Lin 2015.0 826 benign TAH no no NaN \n17 Lin 2015.0 826 benign TAH no no NaN \n18 Lin 2015.0 826 benign TAH no no NaN \n19 Lin 2015.0 826 benign TAH no no NaN \n\n fup_months fup_median fup_range outcome age menop_status stage_include \\\n0 34.0 yes 1-248 alive 52.7 NaN Yes \n1 34.0 yes 1-248 alive 52.7 NaN Yes \n2 34.0 yes 1-248 alive 52.7 NaN Yes \n3 34.0 yes 1-248 alive 52.7 NaN Yes \n4 34.0 yes 1-248 alive 52.7 NaN Yes \n5 34.0 yes 1-248 alive 52.7 NaN Yes \n6 34.0 yes 1-248 alive 52.7 NaN Yes \n7 34.0 yes 1-248 alive 52.7 NaN Yes \n8 34.0 yes 1-248 alive 52.7 NaN Yes \n9 34.0 yes 1-248 alive 52.7 NaN Yes \n10 34.0 yes 1-248 alive 52.7 NaN Yes \n11 34.0 yes 1-248 alive 52.7 NaN Yes \n12 34.0 yes 1-248 alive 52.7 NaN Yes \n13 34.0 yes 1-248 alive 52.7 NaN Yes \n14 34.0 yes 1-248 dead 52.7 NaN Yes \n15 34.0 yes 1-248 dead 52.7 NaN Yes \n16 34.0 yes 1-248 dead 52.7 NaN Yes \n17 34.0 yes 1-248 dead 52.7 NaN Yes \n18 34.0 yes 1-248 dead 52.7 NaN Yes \n19 34.0 yes 1-248 dead 52.7 NaN Yes \n\n died \n0 0 \n1 0 \n2 0 \n3 0 \n4 0 \n5 0 \n6 0 \n7 0 \n8 0 \n9 0 \n10 0 \n11 0 \n12 0 \n13 0 \n14 1 \n15 1 \n16 1 \n17 1 \n18 1 \n19 1 "
},
"metadata": {},
"execution_count": 14
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false,
"scrolled": false
},
"cell_type": "code",
"source": "fig, ax = plt.subplots(figsize=(8, 12))\nn_patients = kq4_data.shape[0]\n\ntime = kq4_data.fup_months\n\nix0 = kq4_data.morcellation=='no'\nix1 = (kq4_data.morcellation=='yes') & (kq4_data.power=='no')\nix2 = (kq4_data.morcellation=='yes') & (kq4_data.power=='yes')\n\nblue, green, red = sns.color_palette()[:3]\n\nax.hlines(kq4_data.index[ix0], 0, time[ix0],\n color=blue, label='no morcellation')\n\nax.hlines(kq4_data.index[ix1], 0, time[ix1],\n color=green, label='non-power morcellation')\n\nax.hlines(kq4_data.index[ix2], 0, time[ix2],\n color=red, label='power morcellation')\n\nax.scatter(time[kq4_data.died == 1], kq4_data.index[kq4_data.died == 1],\n color='k', zorder=10, label='Death');\n\nax.set_xlim(left=0)\nax.set_ylabel('Subject')\nax.set_xlabel('Followup')\nax.set_yticks([])\n\nax.set_ylim(-0.25, n_patients + 0.25)\n\nax.legend(loc='upper right');",
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x11196c710>",
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PP36vxMSDeu21UUpI2KJKlW71+J8lIuJWRUc30ZgxI7R9+x/6448EjRv3qqKi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\nTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "from lifelines import KaplanMeierFitter\nkmf = KaplanMeierFitter()",
"execution_count": 16,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kmf.fit(kq4_data.fup_months, event_observed=kq4_data.died)",
"execution_count": 17,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<lifelines.KaplanMeierFitter: fitted with 279 observations, 192 censored>"
},
"metadata": {},
"execution_count": 17
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false,
"scrolled": false
},
"cell_type": "code",
"source": "time = kq4_data.fup_months\nevent = event_observed=kq4_data.died\nix0 = kq4_data.morcellation=='no'\nix1 = (kq4_data.morcellation=='yes') & (kq4_data.power=='no')\nix2 = (kq4_data.morcellation=='yes') & (kq4_data.power=='yes')\n\n\n\nkmf.fit(time[ix0], event[ix0], label='no morcellation')\nax = kmf.plot()\n\nkmf.fit(time[ix1], event[ix1], label='non-power morcellation')\nkmf.plot(ax=ax)\n\nkmf.fit(time[ix2], event[ix2], label='power morcellation')\nkmf.plot(ax=ax)",
"execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x113f05780>"
},
"metadata": {},
"execution_count": 18
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x11198c128>",
"image/png": 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Y/7ZX5S1QjSZYLGGf8bA2nhmJiIiopuI+nURERERkOoZOIiIiqrKOHTuZOrRO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\nAMZROgEAAGAcpRMAAADG/Rvl55EGoXH6jgAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Some studies show event time truncated to the end of the followup period. These values should be treated as **missing** and their values imputed from the range of possible followup times."
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kq4_data.loc[kq4_data.fup_median.notnull(), 'fup_months'] = np.nan",
"execution_count": 19,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kq4_data['fup_min'] = 0\nkq4_data['fup_max'] = kq4_data.fup_months.max()\n\nfup_min, fup_max = np.transpose([[float(x[0]), float(x[1])] for x in kq4_data.fup_range[kq4_data.fup_median.notnull()].str.split('-')])",
"execution_count": 20,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "If the event was a death event, make the `fup_min` equal to zero."
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "kq4_data.loc[kq4_data.fup_median.notnull(), 'fup_min'] = fup_min * ((1-kq4_data.died)[kq4_data.fup_median.notnull()])\nkq4_data.loc[kq4_data.fup_median.notnull(), 'fup_max'] = fup_max",
"execution_count": 21,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Summarize proportion of missing values"
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "kq4_data.isnull().mean().round(2)",
"execution_count": 22,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "author 0.00\nyear 0.00\nrefid 0.00\npreop 0.13\nsurgery_init 0.00\nmorcellation 0.00\npower 0.00\nupstaged 0.67\nfup_months 0.67\nfup_median 0.33\nfup_range 0.33\noutcome 0.00\nage 0.69\nmenop_status 0.76\nstage_include 0.00\ndied 0.00\nfup_min 0.00\nfup_max 0.00\ndtype: float64"
},
"metadata": {},
"execution_count": 22
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "axes = kq4_data.age.hist(bins=15)\naxes.set_xlabel('Age')",
"execution_count": 23,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.text.Text at 0x1142284a8>"
},
"metadata": {},
"execution_count": 23
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x1118b3390>",
"image/png": 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TIL3nnnti6NChsX79+vjlL38ZZWVlMWbMmFi8eHHMmzcvxo0bd8CGBwCg5dnr74B269Yt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\nuAV2DgMAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "axes = kq4_data['fup_months'].hist()\naxes.set_xlabel('Followup (months)')",
"execution_count": 24,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.text.Text at 0x1143f2a58>"
},
"metadata": {},
"execution_count": 24
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x114406710>",
"image/png": 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No30ymUwUFxdndb8lJe13diTIirVGKtYaqbTmtdbajr2kpH107twh32PstKwCdOXKlTF/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\n/wfUsbhVE1azsQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "fig, axes = plt.subplots(4,2,figsize=(16,12))\n\nfor ax in axes.flatten():\n \n time_sim = kq4_data.fup_months.copy()\n event = event_observed=kq4_data.died\n missing_times = kq4_data.fup_months.isnull()\n time_sim.loc[missing_times] = np.random.uniform(kq4_data.fup_min[missing_times], \n kq4_data.fup_max[missing_times])\n \n ix0 = kq4_data.morcellation=='no'\n ix1 = (kq4_data.morcellation=='yes') & (kq4_data.power=='no')\n ix2 = (kq4_data.morcellation=='yes') & (kq4_data.power=='yes')\n\n kmf = KaplanMeierFitter()\n kmf.fit(time_sim[ix0], event[ix0], label='no morcellation')\n kmf.plot(ax=ax)\n\n kmf.fit(time_sim[ix1], event[ix1], label='non-power morcellation')\n kmf.plot(ax=ax)\n\n kmf.fit(time_sim[ix2], event[ix2], label='power morcellation')\n kmf.plot(ax=ax)",
"execution_count": 25,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x11475cd30>",
"image/png": 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CdJJu2UkINC5PzX32mZtUK0Zr3NzZwSbjU6FpYLY9W9Gja4mlx7YTC3Lt3dSk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\nTBJaJSvG9xqLQldR1O0BvEuT6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w0TeWYhUUvAeDRUYeFJ/PvfHzMejdN4tKSkCE88MRuq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\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cPPFgS17XOWf+S8WBi/P934cjPAalHWRhpeOTsegTUfdoS8eyVJxK3QNWW/eb61TPS7sw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\nfPjgMVlgLtHR0Zo6daqysrLU3t6u0tJS3b9/X2v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},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "model_data = (kq4_data.assign(non_power_morcellation=(kq4_data.morcellation=='yes') & (kq4_data.power=='no'))\n .assign(power_morcellation=(kq4_data.morcellation=='yes') & (kq4_data.power=='yes')))",
"execution_count": 26,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "time = model_data['fup_months']\nevent = event_observed = model_data.died.astype(int)\nn_intervals = int(time.max()+1)\nn_patients = model_data.shape[0]",
"execution_count": 27,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "time_missing = model_data['fup_months'].copy()\ntime_missing[time_missing.isnull()] = 1\ntime_masked = np.ma.masked_values(time_missing, value=1)\n\n#non_power, power = model_data[['non_power_morcellation', 'power_morcellation']].values.astype(int).T\npower = (model_data.power=='yes').astype(int)\nmorcellation = (model_data.morcellation=='yes').astype(int)",
"execution_count": 28,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "fup_min, fup_max = model_data[['fup_min', 'fup_max']].T.values",
"execution_count": 29,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The study IDs used in the analyis:"
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "model_data.refid.unique()",
"execution_count": 30,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "array([826, 364, 286, 932, 2114], dtype=object)"
},
"metadata": {},
"execution_count": 30
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "from pymc3 import Normal, Deterministic, sample, NUTS, Model, DensityDist, Metropolis, Potential, Exponential, Uniform\nfrom pymc3 import traceplot, forestplot, summary, sample_ppc\nimport theano.tensor as tt",
"execution_count": 31,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "with Model() as exp_model:\n\n # Linear model parameters\n β = Normal('β', mu=0.0, tau=0.0001, shape=3)\n\n # Survival rates\n λ = Deterministic('λ', tt.exp(β[0] + β[1] * morcellation + β[2] * power))\n \n # Impute missing event times\n# time_imputed = Exponential('time_imputed', lam=λ, observed=time_masked)\n time_imputed = Uniform('time_imputed', lower=fup_min, upper=fup_max, observed=time_masked)\n \n # Impose bound on missing times\n fup_bound = Potential('fup_bound', Uniform.dist(lower=fup_min, upper=fup_max).logp(time_imputed))\n\n # Exponential survival likelihood, accounting for censoring\n def logp(event):\n return event * tt.log(λ) - λ * time_imputed\n\n survival = DensityDist('survival', logp, observed={'event':event})\n",
"execution_count": 32,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "n_iterations = 50000\nn_burn = 40000",
"execution_count": 33,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "with exp_model:\n start = {'time_imputed_missing': np.random.uniform((model_data.fup_min)[model_data.fup_months.isnull()],\n (model_data.fup_max)[model_data.fup_months.isnull()])}\n exp_trace = sample(n_iterations, step=Metropolis(), start=start, random_seed=rseed)",
"execution_count": 34,
"outputs": [
{
"output_type": "stream",
"text": "100%|██████████| 50000/50000 [00:13<00:00, 3749.83it/s]\n",
"name": "stderr"
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "traceplot(exp_trace[n_burn:], varnames=['β']);",
"execution_count": 35,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x1141c62e8>",
"image/png": 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TJ8qjdlFXnpywBdFMQZzr5Au/LutWqS4uIvXSbxztWA5T06AsLNjtabi4rBcKrJsFCVBb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\nLEUtCkRZswAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "summary(exp_trace[n_burn:], varnames=['β'])",
"execution_count": 36,
"outputs": [
{
"output_type": "stream",
"text": "\nβ:\n\n Mean SD MC Error 95% HPD interval\n -------------------------------------------------------------------\n \n -5.261 0.136 0.005 [-5.513, -4.986]\n -0.051 0.291 0.018 [-0.624, 0.479]\n 1.781 0.342 0.022 [1.101, 2.443]\n\n Posterior quantiles:\n 2.5 25 50 75 97.5\n |--------------|==============|==============|--------------|\n \n -5.529 -5.353 -5.258 -5.168 -4.998\n -0.624 -0.253 -0.053 0.158 0.479\n 1.092 1.550 1.790 2.012 2.439\n\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Imputed follow-up times"
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "plt.figure(figsize=(6,12))\nforestplot(exp_trace, varnames=['time_imputed_missing'])",
"execution_count": 37,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.gridspec.GridSpec at 0x124f7f390>"
},
"metadata": {},
"execution_count": 37
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x124f7f400>",
"image/png": 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bILXv1Fhi37596HQ6VqxYwbJly/TvnzJlCi+++KJVz+XixXiGDn0VgO+//4Fm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\n4v+TirsH3DN7vQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "baseline_hazard = np.exp(exp_trace['β'][n_burn:, 0])\nnon_power_hazard = np.exp(exp_trace['β'][n_burn:, 0] + exp_trace['β'][n_burn:, 1])\npower_hazard = np.exp(exp_trace['β'][n_burn:, 0] + exp_trace['β'][n_burn:, 1] + exp_trace['β'][n_burn:, 2])",
"execution_count": 38,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Since this is a constant-hazard model, we can easily summarize the hazard estimates."
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "hazard_df = pd.DataFrame({'baseline':baseline_hazard, 'non-power':non_power_hazard, 'power':power_hazard})\nhazard_df.describe(percentiles=[0.025, 0.975]).T[['mean', '2.5%', '97.5%']].round(4)",
"execution_count": 39,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": "<div>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>mean</th>\n <th>2.5%</th>\n <th>97.5%</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>baseline</th>\n <td>0.0052</td>\n <td>0.0040</td>\n <td>0.0067</td>\n </tr>\n <tr>\n <th>non-power</th>\n <td>0.0051</td>\n <td>0.0029</td>\n <td>0.0078</td>\n </tr>\n <tr>\n <th>power</th>\n <td>0.0301</td>\n <td>0.0177</td>\n <td>0.0458</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " mean 2.5% 97.5%\nbaseline 0.0052 0.0040 0.0067\nnon-power 0.0051 0.0029 0.0078\npower 0.0301 0.0177 0.0458"
},
"metadata": {},
"execution_count": 39
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "hazard_df.boxplot()\nplt.ylabel('Hazard');",
"execution_count": 40,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x13bf7feb8>",
"image/png": 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Mm/CXmBh70pqwWMkFAAAA2pLpbzwDAAA4Hb74Yo+qqg63+nFtcXWFuLgz1bv3eSE9Fm2D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\ntIBCkfPZGTgAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "def cum_hazard(hazard, n=n_intervals):\n return (np.arange(n) * hazard.reshape(-1,1)).cumsum(axis=-1)\n\ndef survival(hazard):\n return np.exp(-cum_hazard(hazard))",
"execution_count": 41,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "def plot_with_hpd(x, hazard, f, ax, color=None, label=None, alpha=0.05, **kwargs):\n\n mean = f(hazard.mean(axis=0), **kwargs)\n \n percentiles = 100 * np.array([alpha / 2., 1. - alpha / 2.])\n hpd = np.percentile(f(hazard, **kwargs), percentiles, axis=0)\n \n ax.fill_between(x, hpd[0], hpd[1], color=color, alpha=0.25)\n ax.step(x, mean.squeeze(), color=color, label=label);",
"execution_count": 42,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "interval_bounds = np.arange(0, time.max() + 2, 1)",
"execution_count": 43,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false,
"scrolled": false
},
"cell_type": "code",
"source": "fig, (hazard_ax, surv_ax) = plt.subplots(ncols=2, sharex=True, sharey=False, figsize=(16, 6))\n\nplot_with_hpd(interval_bounds[:-1], baseline_hazard, cum_hazard,\n hazard_ax, color=blue, label='Baseline')\nplot_with_hpd(interval_bounds[:-1], non_power_hazard, cum_hazard,\n hazard_ax, color=green, label='Non-power morecellation')\nplot_with_hpd(interval_bounds[:-1], power_hazard, cum_hazard,\n hazard_ax, color=red, label='Power morecellation')\n\nhazard_ax.set_xlim(0, time.max());\nhazard_ax.set_xlabel('Followup time');\n\nhazard_ax.set_ylabel(r'Cumulative hazard $\\Lambda(t)$');\n\nhazard_ax.legend(loc=2);\n\nplot_with_hpd(interval_bounds[:-1], baseline_hazard, survival,\n surv_ax, color=blue)\nplot_with_hpd(interval_bounds[:-1], non_power_hazard, survival,\n surv_ax, color=green)\nplot_with_hpd(interval_bounds[:-1], power_hazard, survival,\n surv_ax, color=red)\n\nsurv_ax.set_xlim(0, time.max());\nsurv_ax.set_xlabel('Followup time');\n\nsurv_ax.set_ylabel('Survival function $S(t)$');\n\nfig.suptitle('Bayesian survival model');",
"execution_count": 44,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x113f37ef0>",
"image/png": 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PMU5JSWHy5Mm4rsvQoUMZOXIk+fn5vPDCC/j9fr7++utaZZ5xxhkA/O53v6u13TAMpk2b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\nDIuTmvcwlBkhV85j6mO/JUs2hIlGTAbnngrz8l6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MEPKg8wAHpytfo6Uszuu8sKIhJLDU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UWYZdbmO3tjCNxqwvSywoHzx9l3Nadih8Qe4LXHBopUch46QXxcQYcT7SLyryctBC7QIuRqxR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\nwRNVHISCdUgEw5ZncN5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},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Unfortunately, the exponential (*i.e.* constant hazard) model does not seem to fit the data, based on the comparison between the K-M curves and the survival function. \n\nBelow, we try a Weibull model for the survival function."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Weibull survival model"
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "from pymc3 import Weibull, df_summary",
"execution_count": 45,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "with Model() as weibull_model:\n\n # Linear model parameters\n β = Normal('β', mu=0.0, tau=0.0001, shape=3)\n\n # Survival function parameters\n k = Uniform('k', 0, 20)\n λ = Deterministic('λ', tt.exp(β[0] + β[1] * morcellation + β[2] * power))\n \n # Impute missing event times\n# time_imputed = Weibull('time_imputed', k, λ, observed=time_masked)\n time_imputed = Uniform('time_imputed', lower=fup_min, upper=fup_max, observed=time_masked)\n\n \n # Impose bound on missing times\n fup_bound = Potential('fup_bound', Uniform.dist(lower=fup_min, upper=fup_max).logp(time_imputed))\n\n # Exponential survival likelihood, accounting for censoring\n def logp(event):\n return event * (tt.log(k/λ) + (k-1)*tt.log(time_imputed/λ)) - (time_imputed/λ)**k\n\n survival = DensityDist('survival', logp, observed={'event':event})\n",
"execution_count": 46,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "with weibull_model:\n start = {'time_imputed_missing': np.random.uniform((model_data.fup_min)[model_data.fup_months.isnull()],\n (model_data.fup_max)[model_data.fup_months.isnull()])}\n weibull_trace = sample(n_iterations, step=Metropolis(), start=start, random_seed=rseed)",
"execution_count": 47,
"outputs": [
{
"output_type": "stream",
"text": "100%|██████████| 50000/50000 [00:21<00:00, 2327.62it/s]\n",
"name": "stderr"
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "traceplot(weibull_trace[n_burn:], varnames=['β']);",
"execution_count": 48,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x115706eb8>",
"image/png": 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BTi0HG+Zjz299uychgKpr8SDM8zjf6u4zgBIEEUGWh6afNuzPsbMdaO/ugdfW5UfbAL3M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\nhV8Vbrvo7u7m4Ycf5sknn+S2225DlmVOnz7NE08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y22iGxqNLj/OLgTdftb47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\nOjo6sHLlSlx88cWYPn06VqxYg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clBTU0N1qxZg9tuu80lcxTFN/7a7KuuuorWjUDEx8fj\n/fffR1VVFdLS0rB//36sX78ed999N6644gpaLwLiPJeKi4sbsr4laGMHMgbp6Oggjz76KJk2bRqZ\nNm0aWbduHTGZTEKLFTQ+//xzkpWV5fKXmZlJsrKySG1trdDiDQlz5swhH3/8sdBiBAW9Xk+WL19O\nCgoKyKxZs8jbb78ttEhDSlZWFtmzZ4/QYgSVjRs3+vwGQ4nGxkZy3333kcmTJ5OZM2eSjRs3Ci3S\nkLJ8+XKyfPlyocUIOlVVVeT2228nhYWFZObMmeSVV14RWqSg09HRQR555BFSWFhILr744pC8x4Ey\n1voaIeivLzh16hS5+eabyaRJk8jVV19Ndu3a5XL8zp07yfz580l+fj65/fbbSU1Njcv+N954g1x0\n0UVkypQp5LHHHiMGg2HY7i3UcG/fy8vLybXXXkvy8vLI0qVLyZEjR1zKf/zxx+SSSy4hBQUF5L77\n7iOtra2OfRaLhaxbt45MnTqVTJs2jbzwwgvDdh+hgr82m9aNcNjHC5MnTybz5s1z6TdovQiH+1zq\n9OnTQ9a3BGPswBAyhvMQUygUCoVCoVAoFAqFQqFQhpwxFwOKQqFQKBQKhUKhUCgUCoUyvFAFFIVC\noVAoFAqFQqFQKBQKZUihCigKhUKhUCgUCoVCoVAoFMqQQhVQFAqFQqFQKBQKhUKhUCiUIYUqoCgU\nCoVCoVAoFAqFQqFQKEMKVUBRKBQKhUKhUCgUCoVCoVCGFKqAolAoFAqFQqFQKBQKhUKhDClUAUWh\nUCgUCoVCoVAoFAqFQhlSqAKKQqFQKBQKhUKhUCgUCoUypFAFFIVCoVAoFAqFQqFQKBQKZUihCigK\nhUKhUCgUCoVCoVAoFMqQQhVQFAqFQqFQKBQKhUKhUCiUIeX/AZQRcLJVyncrAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Weibull shape parameter"
},
{
"metadata": {
"trusted": true,
"collapsed": false,
"scrolled": true
},
"cell_type": "code",
"source": "traceplot(weibull_trace[n_burn:], varnames=['k']);",
"execution_count": 49,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x13bf89898>",
"image/png": 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oh8lqx3VDsiCTJs5+XK7TwMZy0JsZjwRUb6Xr6FFBCOmeVo0lZtuyszy0Bhuy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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "baseline_lam = np.exp(weibull_trace['β'][n_burn:, 0])\nnon_power_lam = np.exp(weibull_trace['β'][n_burn:, 0] + weibull_trace['β'][n_burn:, 1])\npower_lam = np.exp(weibull_trace['β'][n_burn:, 0] + weibull_trace['β'][n_burn:, 1] + weibull_trace['β'][n_burn:, 2])\nk_trace = weibull_trace['k'][n_burn:]",
"execution_count": 50,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "n_intervals = 250\ninterval_bounds = np.arange(0, n_intervals + 1, 1)",
"execution_count": 51,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "def cum_weibull_hazard(lam, k=k_trace, t=n_intervals):\n return (np.arange(t)/(lam.reshape(-1,1))**k.reshape(-1,1))\n\ndef weibull_survival(lam, k=k_trace, t=n_intervals):\n return np.exp(-cum_weibull_hazard(lam, k, t))",
"execution_count": 52,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "def plot_with_hpd(x, lam, f, ax, color=None, label=None, alpha=0.05, debug=False, **kwargs):\n\n m = f(lam, **kwargs).mean(axis=0)\n \n percentiles = 100 * np.array([alpha / 2., 1. - alpha / 2.])\n hpd = np.percentile(f(lam, **kwargs), percentiles, axis=0)\n \n if debug:\n import pdb;pdb.set_trace()\n ax.fill_between(x, hpd[0], hpd[1], color=color, alpha=0.25)\n ax.step(x, m, color=color, label=label);",
"execution_count": 53,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "fig, (hazard_ax, surv_ax) = plt.subplots(ncols=2, sharex=True, sharey=False, figsize=(16, 6))\n\nplot_with_hpd(interval_bounds[:-1], baseline_lam, cum_weibull_hazard,\n hazard_ax, color=blue, label='Baseline')\nplot_with_hpd(interval_bounds[:-1], non_power_lam, cum_weibull_hazard,\n hazard_ax, color=green, label='Non-power morecellation')\nplot_with_hpd(interval_bounds[:-1], power_lam, cum_weibull_hazard,\n hazard_ax, color=red, label='Power morecellation')\n\nhazard_ax.set_xlim(0, n_intervals);\nhazard_ax.set_xlabel('Followup time');\n\nhazard_ax.set_ylabel(r'Cumulative hazard $\\Lambda(t)$');\n\nhazard_ax.legend(loc=2);\n\nplot_with_hpd(interval_bounds[:-1], baseline_lam, weibull_survival,\n surv_ax, color=blue)\nplot_with_hpd(interval_bounds[:-1], non_power_lam, weibull_survival,\n surv_ax, color=green)\nplot_with_hpd(interval_bounds[:-1], power_lam, weibull_survival,\n surv_ax, color=red)\n\nsurv_ax.set_xlim(0, n_intervals);\nsurv_ax.set_xlabel('Followup time');\n\nsurv_ax.set_ylabel('Survival function $S(t)$');\n\nfig.suptitle('Bayesian survival model');",
"execution_count": 54,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x13c31f8d0>",
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tt97C6/Xyww8/VDpn165dAfj9739fabthGMycOZPevXszY8YMbrvtNubOncstt9zCCy+8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X0vs3l7jp9YuHmdXV988UUee+yxeR9k7969fOc735n3zwkhhBBBcPN58rt34+ZyUvYtRMC+/vWv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