Ensemble Predictions for TDC BBB-Martins Leaderboard
收藏DataCite Commons2023-08-29 更新2024-08-18 收录
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https://figshare.com/articles/dataset/Ensemble_Predictions_for_TDC_BBB-Martins_Leaderboard/22354588/1
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资源简介:
Ensemble predictions for a drugs ability to penetrate the blood brain barrier using Therapeutic Data Commons BBB-Martins dataset. <br> Includes .tsv files with the actual and predicted classifications of BBB permeability for each drug in the TDC test set using a Ensemble model that takes validation set predictions from Logistic Regression and Deep Neural Network models as base learners. Note that a vlassification label of 0 means not-permeable and a label of 1 means the drug is BBB permeable.
本数据集基于治疗数据共同体(Therapeutic Data Commons)的BBB-Martins数据集,针对药物血脑屏障(blood-brain barrier)穿透能力开展集成预测研究。数据集包含TSV格式文件,收录了TDC测试集中每款药物的血脑屏障通透性真实分类与预测分类结果;所用集成模型以逻辑回归(Logistic Regression)和深度神经网络(Deep Neural Network)模型在验证集上的预测结果作为基学习器。需注意,分类标签为0代表该药物不具备血脑屏障穿透性,标签为1则代表该药物可穿透血脑屏障。
提供机构:
figshare
创建时间:
2023-03-29



