Database

PROTAC-DB

Description: The first web-accessible PROTACs database

Link: http://cadd.zju.edu.cn/protacdb/

Citation: Nucleic Acids Research, 2021, 49(D1), D1381-D1387; Nucleic Acids Research, 2023, 51(D1), D1367-D1372

CovalentInDB

Description: The largest web-accessible resource for covalent inhibitors and related targets

Link: http://cadd.zju.edu.cn/cidb/

Citation: Nucleic acids research, 49(D1), D1122–D1129

DDInter

Description: A comprehensive, professional, and open-access database specific to drug-drug interactions

Link: http://ddinter.scbdd.com/

Citation: Nucleic acids research, 2022, 50(D1): D1200-D1207

VGSC

Description: The largest professional online database of voltage-gated sodium channels

Link: http://cadd.zju.edu.cn/vgsc/

Citation: J Cheminformatics, 2022, 14, 75

PKKB

Description: The most extensive freely available database for collecting ADME (Absorption, Distribution, Metabolism, and Excretion) and Toxic properties

Link: http://cadd.zju.edu.cn/pkkb/

Citation: Journal of Chemical Information and Modeling, 2012, 52(5), 1132-1137

Molecular featurization

BioMedR

Description: An R/CRAN package for integrated data analysis pipeline in biomedical study

Link: https://cran.r-project.org/web/packages/BioMedR/

Citation: Briefings in bioinformatics, 2021, 22(1): 474-484

Scopy

Description: An integrated negative design Python library for desirable HTS/VS database design

Link: https://github.com/kotori-y/Scopy/

Citation: Briefings in Bioinformatics, 2021, 22(3): bbaa194

PySmash

Description: Python package and individual executable program for representative substructure generation and application

Link: https://github.com/kotori-y/pySmash/

Citation: Briefings in Bioinformatics, 2021, 22(5): bbab017

QSAR modeling

MGA

Description: Mining Toxicity Information from Large Amounts of Toxicity Data

Link: https://github.com/wzxxxx/MGA/

Citation: Journal of Medicinal Chemistry, 2021, 64(10), 6924-6936

BAN

Description: Learning to SMILES: BAN-based strategies to improve latent representation learning from molecules

Link: https://github.com/zhang-xuan1314/SMILES-BiLSTM-attention-network/

Citation: Briefings in Bioinformatics, 2021, 22(6), bbab327

MG-BERT

Description: Leveraging unsupervised atomic representation learning for molecular property prediction

Link: https://github.com/zhang-xuan1314/Molecular-graph-BERT/

Citation: Briefings in Bioinformatics, 2021, 22(6), bbab152

HRGCN+

Description: Hyperbolic relational graph convolution networks plus: a simple but highly efficient QSAR-modeling method

Link: https://quantum.tencent.com/hrgcn/

Citation: Briefings in Bioinformatics, 2021, 22(5), bbab112

ADMET prediction

ADMETlab 2.0

Description: An enhanced version of the widely used ADMETlab for systematical evaluation of ADMET properties, as well as some physicochemical properties and medicinal chemistry friendliness

Link: https://admetmesh.scbdd.com/

Citation: Nucleic Acids Research, 2021, 49, W5-W14

ChemAGG

Description: A free web server that could be used to easily filter out aggregators from potential lead molecules

Link: https://admet.scbdd.com/ChemAGG/index/

Citation: Journal of Chemical Information and Modeling, 2019, 59(9), 3714-3726

ChemFluo

Description: A public web server which could be useful to flag blue and green fluorescent compounds in large dataset

Link: https://admet.scbdd.com/chemfluo/index/

Citation: Briefings in Bioinformatics, 2021, 22(4), bbaa282

GASA

Description: A free web server for Graph Attention-based assessment of Synthetic Accessibility (GASA)

Link: http://cadd.zju.edu.cn/gasa/

Citation: Journal of Chemical Information and Modeling, 2022, 62(12), 2973-2986

Drug-logS

Description: A program freely distributed to the public for the estimation of aqueous solubility

Link: http://modem.ucsd.edu/adme/

Citation: Journal of chemical information and computer sciences, 2004, 44(1), 266-275

Protein-ligand scoring

MetalProGNet

Description: A structure-based deep graph model for metalloprotein-ligand interaction predictions

Link: https://github.com/zjujdj/MetalProGNet/

Citation: Chemical Science, 2023, 14(8), 2054-2069

RTMScore

Description: A protein-ligand scoring function based on residue-atom distance likelihood potential and graph transformer

Link: https://github.com/sc8668/RTMScore/

Citation: Journal of Medicinal Chemistry, 2022, 65(15), 10691-10706

IGN

Description: A deep graph representation learning framework for protein−ligand interaction predictions

Link: https://github.com/zjujdj/InteractionGraphNet/tree/master/

Citation: Journal of Medicinal Chemistry, 2021, 64(24), 18209-18232

ASFP

Description: A web server for the development of customized scoring functions

Link: http://cadd.zju.edu.cn/asfp/

Citation: Journal of Cheminformatics, 2021, 13(1), 6

Binding free energy prediction

CaFE

Description: A VMD plugin for binding affinity prediction using end-point free energy methods

Link: https://github.com/HuiLiuCode/CaFE_Plugin/

Citation: Bioinformatics, 2016, 32(14), 2216-2218

fastDRH

Description: A web server to predict and analyze protein-ligand complexes based on molecular docking and MM/PB(GB)SA computation

Link: http://cadd.zju.edu.cn/fastdrh/overview/

Citation: Briefings in Bioinformatics, 2022, 23(5), bbac201

De novo drug design

MCMG

Description: A multi-constraints molecular generation approach based on conditional transformer and reinforcement learning

Link: https://github.com/jkwang93/MCMG/

Citation: Nature Machine Intelligence, 2021, 3(10), 914-922

ChemistGA

Description: A Chemical Synthesizable Accessible Molecular Generation Algorithm for Real-World Drug Discovery

Link: https://github.com/jkwang93/ChemistGA/

Citation: Journal of Medicinal Chemistry, 2022, 65(18), 12482-12496

RELATION

Description: A Deep Generative Model for Structure-based De Novo Drug Design

Link: https://github.com/micahwang/RELATION/

Citation: Journal of Medicinal Chemistry, 2022, 65(13), 9478-9492

Protein-protein docking

HawkDock

Description: A web server for the structural prediction and analysis of protein-protein complex

Link: http://cadd.zju.edu.cn/hawkdock/

Citation: Nucleic Acids Research, 2019, 47(W1), W322-W330

Molecular image recognition

ABC-Net

Description: A deep learning architecture for SMILES recognition from molecular images

Link: https://github.com/zhang-xuan1314/ABC-Net/

Citation: Briefings in Bioinformatics, 2022, 23(2), bbac033

MICER

Description: A pre-trained encoder-decoder architecture for molecular image captioning

Link: https://github.com/Jiacai-Yi/MICER/

Citation: Bioinformatics, 2022, 38(19), 4562-4572

Drug design tools

KIP

Description: A web server to predict the inhibitory activity of small molecules against 204 protein kinases simultaneously.

Link: http://cadd.zju.edu.cn/kip/

Citation: Acta Pharmaceutica Sinica B, 2023, 13(1), 54-67

farPPI

Description: A web server for accurate prediction of protein-ligand binding structures for small-molecule PPI inhibitors by MM/PB(GB)SA methods

Link: http://cadd.zju.edu.cn/farppi/

Citation: Bioinformatics, 2019, 35(10), 1777-1779

ChemTB

Description: A web server to identify active molecules against mycobacterium tuberculosis through artificial intelligence

Link: http://cadd.zju.edu.cn/chemtb/

Citation: Briefings in Bioinformatics, 2021, 22(5), bbab068

DeepChargPredictor

Description: A web server for predicting QM-based atomic charges via state-of-the-art machine-learning algorithms

Link: http://cadd.zju.edu.cn/deepchargepredictor/

Citation: Bioinformatics, 2021, 37(22), 4255-4257

PROTAC-Model

Description: Integrative modeling of PROTAC-mediated ternary complexes

Link: https://github.com/gaoqiweng/PROTAC-Model/

Citation: Journal of Medicinal Chemistry, 2021, 64(21), 16271-16281