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"# Brain proteome in Alzheimer's Disease (AD)\n",
"## Comparison of univariate linear- and logistic-regression\n",
"\n",
"By Tim Woelfle, 27/08/2019\n",
"\n",
"This is an exploratory analysis of the openly available brain proteome dataset by Ping et al., described in their 2018 article: [Ping, L., Duong, D.M., Yin, L., Gearing, M., et al. (2018) *Global quantitative analysis of the human brain proteome in Alzheimer’s and Parkinson’s Disease*. Scientific Data. [Online] 5, 180036. Available from: doi:10.1038/sdata.2018.36.](https://www.nature.com/articles/sdata201836)\n",
"\n",
"See [1_analysis.ipynb](1_analysis.ipynb) / [1_analysis.html](1_analysis.html) for an overview of the dataset and the generation of [AD_univariate_linreg.csv](AD_univariate_linreg.csv) and [AD_univariate_logreg.csv](AD_univariate_logreg.csv).\n",
"\n",
"This interactive notebooks visualizes the differences between univariate linear- and logistic-regression results by comparing their respective beta-coefficients and p-values. The top row of below plots shows the individual volcano plots, which look so thin because the input matrix (proteomic quantities) has been normalized to mean 0 and standard deviation 1 by column.\n",
"\n",
"The color-coding indicates the FDR-corrected significance at the 0.05 level: blue means significant in both sets, yellow means significant in linear regression only, red means significant in logistic regression only and green means insignificant in both sets. We can appreciate that linear regression seems to be more powerful for this dataset, identifying many more proteins as significant than logistic regression.\n",
"\n",
"Selecting any protein through clicking will highlight it in all plots. Pan with dragging and zoom with Ctrl+Mousewheel. The interactivity will only work if [Altair](https://altair-viz.github.io/getting_started/installation.html) is set up correctly. GitHub will only show a static preview image. Try [2_compare_univariate_results.html](2_compare_univariate_results.html) in case the interactivity doesn't work."
]
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"data": {
"text/html": [
"\n",
"The raw code for this IPython notebook is by default hidden for easier reading.\n",
"To toggle on/off the raw code, click here."
],
"text/plain": [
""
]
},
"execution_count": 2,
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],
"source": [
"# nbconvert template for Altair\n",
"# http://octavifs.me/post/interactive-graphs-on-static-notebooks-with-altair/\n",
"\n",
"# Code toggle:\n",
"# http://blog.nextgenetics.net/?e=102\n",
"from IPython.display import HTML\n",
"\n",
"HTML('''\n",
"The raw code for this IPython notebook is by default hidden for easier reading.\n",
"To toggle on/off the raw code, click here.''')"
]
},
{
"cell_type": "code",
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",
"text/plain": [
"\n",
"\n",
"If you see this message, it means the renderer has not been properly enabled\n",
"for the frontend that you are using. For more information, see\n",
"https://altair-viz.github.io/user_guide/troubleshooting.html\n"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import altair as alt\n",
"import statsmodels.stats.multitest as smm\n",
"\n",
"#alt.renderers.enable('notebook') # Uncomment this when using Jupyter Notebook instead of Jupyter Lab\n",
"\n",
"# Without changing this option max_rows=5000\n",
"alt.data_transformers.enable('default', max_rows=None)\n",
"\n",
"# Expects dataframe1 and dataframe2 to be joinable through their index and to have three columns each: x-axis (eg. beta-coefficients), y-axis (e.g. p-values) and boolean indicators for cross-tabulation (e.g. significance)\n",
"def compareDataframesPlot(df1, df2, df1_name, df2_name):\n",
" df = df1.join(df2, lsuffix=\" \" + df1_name, rsuffix=\" \" + df2_name)\n",
" df = df.reset_index()\n",
" \n",
" bool1 = df.iloc[:,3]\n",
" bool2 = df.iloc[:,6]\n",
" df.loc[(bool1==bool2) & bool1, \"crosstab\"] = \"+|+\"\n",
" df.loc[(bool1==bool2) & ~bool1, \"crosstab\"] = \"-|-\"\n",
" df.loc[(bool1!=bool2) & bool1, \"crosstab\"] = \"+|-\"\n",
" df.loc[(bool1!=bool2) & ~bool1, \"crosstab\"] = \"-|+\"\n",
" \n",
" single_selection = alt.selection_single(empty=\"none\", fields=[\"index\"])\n",
" \n",
" confusionMatrix = alt.Chart(df).mark_text().encode(\n",
" x = alt.X(df.columns[3], axis=alt.Axis(orient='top')),\n",
" y = df.columns[6],\n",
" color = alt.Color('crosstab', legend=None),\n",
" text = \"count()\"\n",
" )\n",
" \n",
" # cx is the column index for the x-axis, cy for the y-axis\n",
" def scatterPlot(cx, cy):\n",
" return alt.Chart(df).mark_point().encode(\n",
" x = alt.X(df.columns[cx], scale=alt.Scale(clamp=True)),\n",
" y = alt.Y(df.columns[cy], scale=alt.Scale(clamp=True)),\n",
" color = alt.Color('crosstab', legend=None),\n",
" size = alt.condition(single_selection, alt.value(400), alt.value(20)),\n",
" opacity = alt.condition(single_selection, alt.value(1), alt.value(.5)),\n",
" tooltip = list(df)\n",
" ).properties(\n",
" selection=single_selection\n",
" ).interactive()\n",
" \n",
" return (confusionMatrix &\n",
" (scatterPlot(1,2) | scatterPlot(4,5)) &\n",
" (scatterPlot(1,4) | scatterPlot(2,5)))\n",
"\n",
"def prepareRegResults(path):\n",
" df = pd.read_csv(path)\n",
" df = df.set_index(df[\"Accession\"] + \" (\" + df[\"Gene\"] + \")\").loc[:,(\"coef\",\"pval\")]\n",
" df[\"signif\"] = smm.multipletests(df.pval, method=\"fdr_bh\")[0]\n",
" df[\"pval\"] = -np.log10(df[\"pval\"])\n",
" df.columns = [\"beta-coef\", \"-log10 p-val\", \"FDR\"]\n",
" return df\n",
"\n",
"compareDataframesPlot(\n",
" prepareRegResults(\"AD_univariate_linreg.csv\"),\n",
" prepareRegResults(\"AD_univariate_logreg.csv\"),\n",
" \"lin reg\",\n",
" \"log reg\")"
]
}
],
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