Drug Response Prediction

Drug response prediction is about using computer methods to guess how someone will react to certain medicines. It involves looking at various types of data, like genes, drug structures, and medical records, to predict how well a person will respond to a particular treatment. The aim is to create personalized treatment plans for patients, ensuring they get the best results with the fewest side effects. This approach not only helps doctors choose the right medicines for each patient but also speeds up the development of new drugs by predicting their effectiveness and safety. Techniques like machine learning and deep learning are commonly used to make these predictions based on different types of data, such as genetics and medical history.

Papers

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Showing 1–10 of 46 papers

Title	Date	Tasks	Status	Hype	Score
Data augmentation and multimodal learning for predicting drug response in patient-derived xenografts from gene expressions and histology images	Apr 25, 2022	Data AugmentationDrug Response Prediction	CodeCode Available	2	5
ASGARD: A Single-cell Guided pipeline to Aid Repurposing of Drugs	Sep 14, 2021	Drug Response Prediction	CodeCode Available	1	5
scDrugMap: Benchmarking Large Foundation Models for Drug Response Prediction	May 8, 2025	BenchmarkingDrug Discovery	CodeCode Available	1	5
Integrating Random Forests and Generalized Linear Models for Improved Accuracy and Interpretability	Jul 4, 2023	Drug Response PredictionFeature Importance	CodeCode Available	1	5
DRExplainer: Quantifiable Interpretability in Drug Response Prediction with Directed Graph Convolutional Network	Aug 22, 2024	Decision MakingDrug Response Prediction	CodeCode Available	0	5
AGMI: Attention-Guided Multi-omics Integration for Drug Response Prediction with Graph Neural Networks	Dec 15, 2021	Drug Response Prediction	CodeCode Available	0	5
A Fair Experimental Comparison of Neural Network Architectures for Latent Representations of Multi-Omics for Drug Response Prediction	Aug 31, 2022	Drug Response PredictionTriplet	CodeCode Available	0	5
Benchmarking community drug response prediction models: datasets, models, tools, and metrics for cross-dataset generalization analysis	Mar 18, 2025	BenchmarkingDrug Response Prediction	CodeCode Available	0	5
CLDR: Contrastive Learning Drug Response Models from Natural Language Supervision	Dec 17, 2023	Common Sense ReasoningContrastive Learning	CodeCode Available	0	5
Foundation-Model-Boosted Multimodal Learning for fMRI-based Neuropathic Pain Drug Response Prediction	Feb 28, 2025	Drug Response PredictionFunctional Connectivity	CodeCode Available	0	5

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