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Create app.py
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app.py
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import streamlit as st
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import pandas as pd
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import numpy as np
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from zipfile import ZipFile
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import plotly.express as px
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import plotly.graph_objs as go
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LLR_FILE='/content/sample gene scores.zip'
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def load_LLR(uniprot_id):
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'''Loads the LLRs for a given uniprot id. Returns a 20xL dataframe
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rows are indexed by AA change,
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(AAorder=['K','R','H','E','D','N','Q','T','S','C','G','A','V','L','I','M','P','Y','F','W'])
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columns indexed by WT_AA+position e.g, "G 12"
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Usage example: load_LLR('P01116') or load_LLR('P01116-2')'''
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with ZipFile(LLR_FILE) as myzip:
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data = myzip.open(myzip.namelist()[0]+uniprot_id+'_LLR.csv')
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return pd.read_csv(data,index_col=0)
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def plot_interactive(uniprot_id):
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primaryLLR = load_LLR(uniprot_id)
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is_dark = output.eval_js('document.documentElement.matches("[theme=dark]")')
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template='plotly_dark' if is_dark else 'plotly_white'
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fig = px.imshow(primaryLLR.values, x=primaryLLR.columns, y=primaryLLR.index, color_continuous_scale='Viridis_r',zmax=0,
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labels=dict(y="Amino acid change", x="Protein sequence", color="LLR"),
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template=template,
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title='uniprot_id: '+uniprot_id)
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fig.update_xaxes(tickangle=-90,range=[0,99],rangeslider=dict(visible=True),dtick=1)
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fig.update_yaxes(dtick=1)
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fig.update_layout({
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'plot_bgcolor': 'rgba(0, 0, 0, 0)',
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'paper_bgcolor': 'rgba(0, 0, 0, 0)',
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},font={'family':'Arial','size':11},
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hoverlabel=dict(font=dict(family='Arial', size=14)))
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fig.update_traces(
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hovertemplate="<br>".join([
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"<b>%{x} %{y}</b>"+
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" (%{z:.2f})",
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])+'<extra></extra>'
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)
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return fig
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st.plotly_chart(plot_interactive('A0AV02-2'), use_container_width=True)
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