Spaces:
Running
Running
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,49 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import streamlit as st
|
| 2 |
+
|
| 3 |
+
import pandas as pd
|
| 4 |
+
import numpy as np
|
| 5 |
+
from zipfile import ZipFile
|
| 6 |
+
|
| 7 |
+
import plotly.express as px
|
| 8 |
+
import plotly.graph_objs as go
|
| 9 |
+
|
| 10 |
+
LLR_FILE='/content/sample gene scores.zip'
|
| 11 |
+
|
| 12 |
+
def load_LLR(uniprot_id):
|
| 13 |
+
'''Loads the LLRs for a given uniprot id. Returns a 20xL dataframe
|
| 14 |
+
rows are indexed by AA change,
|
| 15 |
+
(AAorder=['K','R','H','E','D','N','Q','T','S','C','G','A','V','L','I','M','P','Y','F','W'])
|
| 16 |
+
columns indexed by WT_AA+position e.g, "G 12"
|
| 17 |
+
Usage example: load_LLR('P01116') or load_LLR('P01116-2')'''
|
| 18 |
+
with ZipFile(LLR_FILE) as myzip:
|
| 19 |
+
data = myzip.open(myzip.namelist()[0]+uniprot_id+'_LLR.csv')
|
| 20 |
+
return pd.read_csv(data,index_col=0)
|
| 21 |
+
|
| 22 |
+
|
| 23 |
+
def plot_interactive(uniprot_id):
|
| 24 |
+
primaryLLR = load_LLR(uniprot_id)
|
| 25 |
+
is_dark = output.eval_js('document.documentElement.matches("[theme=dark]")')
|
| 26 |
+
template='plotly_dark' if is_dark else 'plotly_white'
|
| 27 |
+
|
| 28 |
+
fig = px.imshow(primaryLLR.values, x=primaryLLR.columns, y=primaryLLR.index, color_continuous_scale='Viridis_r',zmax=0,
|
| 29 |
+
labels=dict(y="Amino acid change", x="Protein sequence", color="LLR"),
|
| 30 |
+
template=template,
|
| 31 |
+
title='uniprot_id: '+uniprot_id)
|
| 32 |
+
fig.update_xaxes(tickangle=-90,range=[0,99],rangeslider=dict(visible=True),dtick=1)
|
| 33 |
+
fig.update_yaxes(dtick=1)
|
| 34 |
+
fig.update_layout({
|
| 35 |
+
'plot_bgcolor': 'rgba(0, 0, 0, 0)',
|
| 36 |
+
'paper_bgcolor': 'rgba(0, 0, 0, 0)',
|
| 37 |
+
},font={'family':'Arial','size':11},
|
| 38 |
+
hoverlabel=dict(font=dict(family='Arial', size=14)))
|
| 39 |
+
|
| 40 |
+
fig.update_traces(
|
| 41 |
+
hovertemplate="<br>".join([
|
| 42 |
+
"<b>%{x} %{y}</b>"+
|
| 43 |
+
" (%{z:.2f})",
|
| 44 |
+
])+'<extra></extra>'
|
| 45 |
+
)
|
| 46 |
+
return fig
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
st.plotly_chart(plot_interactive('A0AV02-2'), use_container_width=True)
|