Chemcpa
You can cite our work as: See more WebNov 15, 2024 · Theislab ChemCPA: Code for "Predicting Single-Cell Perturbation Responses for Unseen Drugs", ICLR MLDD 2024 Check out Theislab ChemCPA …
Chemcpa
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http://www.chemchek.com/ WebSep 17, 2024 · Sep 17, 2024 1 min read news Our paper titled Predicting single-cell perturbation responses for unseen drugs is now accepted as at NeurIPS 2024. In this we add chemical graph encoder to my previous work CPA to predict gene expression response to unseen drugs not observed during training.
WebI am excited to announce that chemCPA is now accepted at NeurIPS 2024! #NeurIPS2024... WebSep 16, 2024 · ChemCPA can enrich single-cell data meaningfully and is able to predict perturbation effects for unseen drugs. Back to: All News To top -Informatics 26 - Data Analytics and Machine Learning Prof. Dr. Stephan Günnemann. Technical University of Munich Department of Informatics Boltzmannstr. 3 ...
WebThus, transferring information from routinely performed bulk RNA HTS is required to enrich single-cell data meaningfully.We introduce chemCPA, a new encoder-decoder architecture to study the perturbational effects of unseen drugs. WebOct 31, 2024 · We introduce chemCPA, a new encoder-decoder architecture to study the perturbational effects of unseen drugs. We combine the model with an architecture surgery for transfer learning and demonstrate how training on existing bulk RNA HTS datasets can improve generalisation performance.
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