From 07504c8cdedd3547e61b8a5985c627fb21cd92ed Mon Sep 17 00:00:00 2001 From: andresilvapimentel <79097989+andresilvapimentel@users.noreply.github.com> Date: Thu, 8 Dec 2022 19:44:16 -0300 Subject: [PATCH] Update README.md --- README.md | 29 +++++++++++++++++++++++++++++ 1 file changed, 29 insertions(+) diff --git a/README.md b/README.md index 66ed26e..17a509f 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,32 @@ # SARAlerts SARAlerts is a code to generate structural alerts (toxic alerts) using Local Interpretable Model-Agnostic Explanations (LIME) of machine learning models from Tox21, Clintox, and Sider datasets. SARAlerts means Serious Adverse Reaction Alerts + +The SARAlerts framework is highly versatile (coded in Google Colab), with options that can be further developed and optimized by the users: it can accept any user-defined datasets (or datasets available in MoleculeNet repository), can use different fingerprints, data splitters, cross-validation methods, and any classification model from DeepChem library. + +There are two complementary codes to analyze the data generated from SARAlerts: Toxic_alert_list_???.ipynb and Molecular_filtering.ipynb + +The Clintox and Sider datasets are provided in two xlsx files: clintox.xlsx and sider.xlsx +The Tox21 dataset is upload using DeepChem tools. DeepChem tools may also be used to upload any dataset in MoleculeNet or user-defined datset. + +# Installation instructions + +SARAlerts is 100% compatible with Google Colab platform developed in Microsoft Windows using Python version 3.8. + +SARAlerts has the following dependencies: Lime, RDkit, DeepChem, Pandas, Matplotlib, Statistics, xlsxwriter, and dataframe-image. + +# Documentation + +The complete documentation about how to run the SARAlerts protocol and several tutorials is being developed. + +# Get help + +SARAlerts is being actively developed and some issues may arise or you may need extra help to run SARAlerts. In those cases, there are two main ways to get help: + +1) Open a new issue in this repository +Or +2) write an email to André Silva Pimentel (a_pimentel@puc-rio.br) (I will do our best to answer your questions as soon as possible). + +# License + +SARAlerts is available under MIT License. See license document for more details.