scDrugMap: benchmarking large foundation models for drug response prediction

Qing Wang; Yining Pan; Minghao Zhou; Zhixuan Tang; Yanfei Wang; Guangyu Wang; Qianqian Song

doi:10.1038/s41467-025-67481-2

Keywords

BenchmarkingFoundation (evidence)Computer scienceDrug responseDrugData scienceMedicinePolitical scienceManagementPharmacologyEconomicsLaw

Affiliated Institutions

Related Publications

Comparing different supervised machine learning algorithms for disease prediction

Shahadat Uddin , Arif Khan , Md Ekramul Hossain +1 more

Abstract Background Supervised machine learning algorithms have been a dominant method in the data mining field. Disease prediction using health data has recently shown a potent...

2019 BMC Medical Informatics and Decision ... 1510 citations

<i>In silico</i>pharmacology for drug discovery: applications to targets and beyond

Sean Ekins , Jordi Mestres , Bernard Testa

Computational ( in silico ) methods have been developed and widely applied to pharmacology hypothesis development and testing. These in silico methods include databases, quantit...

2007 British Journal of Pharmacology 343 citations

Which Method Predicts Recidivism Best?: A Comparison of Statistical, Machine Learning and Data Mining Predictive Models

Nikolaj Tollenaar , P.G.M. van der Heijden

Summary Using criminal population conviction histories of recent offenders, prediction mod els are developed that predict three types of criminal recidivism: general recidivism,...

2012 Journal of the Royal Statistical Soci... 123 citations

A Structure-Based Drug Discovery Paradigm

Maria Batool , Sheikh Bilal Ahmad , Sangdun Choi

Structure-based drug design is becoming an essential tool for faster and more cost-efficient lead discovery relative to the traditional method. Genomic, proteomic, and structura...

2019 International Journal of Molecular Sc... 671 citations

DrugBank: a knowledgebase for drugs, drug actions and drug targets

David S. Wishart , Craig Knox , An Chi Guo +5 more

DrugBank is a richly annotated resource that combines detailed drug data with comprehensive drug target and drug action information. Since its first release in 2006, DrugBank ha...

2007 Nucleic Acids Research 2830 citations

Publication Info

Year: 2025
Type: article
Citations: 0
Access: Closed

External Links

View on DOI.org

Social Impact

Altmetric

scDrugMap: benchmarking large foundation models for drug response prediction

PlumX Metrics

Social media, news, blog, policy document mentions

Citation Metrics

OpenAlex

Cite This

APA Style

                            
                                    Qing Wang, 
                                
                                    Yining Pan, 
                                
                                    Minghao Zhou
                                
                                et al.
                            
                            (2025). 
                            scDrugMap: benchmarking large foundation models for drug response prediction. 
                            Nature Communications
                            
                            .
                            https://doi.org/10.1038/s41467-025-67481-2

Identifiers

DOI: 10.1038/s41467-025-67481-2