深度学习在生物医药领域的应用
本数据库通过收集和整理最新科研文献信息而得，供了解领域前沿进展之用。数据源自 PubMed Data ，每日自动更新（使用关键词“['deep learning']”过滤），已收录文献数量参见 统计表格。表格内容由 GPT 自动整理，可能存在错误或遗漏，请使用时务必注意核实！
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当前共找到 49867 篇文献，本页显示第 5641 - 5660 篇。
| 序号 | 推送日期 | 文章 | 类型 | 简述 | 创新点 | 不足 | 研究目的 | 研究对象 | 领域 | 病种 | 技术 | 模型 | 数据类型 | 样本量 | 算法框架 | 模型架构 | 性能指标 | 计算资源 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5641 | 2026-07-26 |
Discovery of novel xanthine oxidase inhibitors using deep learning-based composite molecular fingerprint: Screening, bioactivity assessment and binding behavior analysis
2026-Sep-15, Bioorganic chemistry
IF:4.5Q1
DOI:10.1016/j.bioorg.2026.110031
PMID:42259146
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5642 | 2026-07-26 |
Accelerated development of 4-HPPD inhibitors using a hybrid deep learning approach with Bayesian-guided reinforcement learning
2026-Sep-15, Bioorganic chemistry
IF:4.5Q1
DOI:10.1016/j.bioorg.2026.110125
PMID:42348944
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5643 | 2026-07-26 |
Computer Vision and Deep Learning in Small Animal Cytology and Slide Review
2026-Sep, The Veterinary clinics of North America. Small animal practice
DOI:10.1016/j.cvsm.2026.03.019
PMID:42150941
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5644 | 2026-07-26 |
An Introduction to Artificial Intelligence and Machine Learning for Veterinary Professionals
2026-Sep, The Veterinary clinics of North America. Small animal practice
DOI:10.1016/j.cvsm.2026.04.001
PMID:42150939
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5645 | 2026-02-08 |
Interpretable deep learning model of circulating genomics for quantitative survival prediction in advanced non-small cell lung cancer
2026-Aug, Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico
IF:2.8Q2
DOI:10.1007/s12094-026-04220-z
PMID:41649698
|
研究论文 | 本研究开发了一种可解释的深度学习模型，用于晚期非小细胞肺癌患者的定量生存预测 | 整合了多模态特征（包括ctDNA状态、cfDNA浓度和基因突变等）的DeepSurv模型，相比单一ctDNA或cfDNA指标，显著提升了生存预测的准确性，并利用SHAP方法增强了模型的可解释性 | 研究基于回顾性数据，且仅使用了两个特定的ctDNA测序平台（MSK-ACCESS和ctDx Lung），可能限制了模型的普适性 | 开发一种可解释的深度学习模型，以定量预测晚期非小细胞肺癌患者的生存结局 | 晚期非小细胞肺癌患者 | 机器学习 | 肺癌 | 超深度ctDNA测序（MSK-ACCESS和ctDx Lung） | DeepSurv | 基因组数据、临床病理特征 | 1373名晚期非小细胞肺癌患者（发现队列1012人，验证队列361人） | NA | DeepSurv | 时间依赖性曲线下面积（AUC）、风险比（HR） | NA |
| 5646 | 2026-07-26 |
From deep learning-based toxicity prediction to theoretical simulation-based mechanism analysis: A case study of 33 typical pesticides and their transformation products
2026-Aug-01, Journal of hazardous materials
IF:12.2Q1
DOI:10.1016/j.jhazmat.2026.142624
PMID:42269292
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5647 | 2026-07-26 |
Deep learning-assisted chrysotile asbestos screening in soil: A hierarchical statistical approach to error propagation
2026-Aug-01, Journal of hazardous materials
IF:12.2Q1
DOI:10.1016/j.jhazmat.2026.142934
PMID:42435689
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5648 | 2026-07-26 |
Artificial Intelligence Techniques in Cardiac Neuromodulation: Mechanisms, Applications, and Pathways to Clinical Translation
2026-Aug, Journal of arrhythmia
IF:2.2Q2
DOI:10.1002/joa3.70434
PMID:42499589
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5649 | 2026-07-26 |
Automated quality indicators for echocardiographic recordings and measurements: consequences for left ventricular global longitudinal strain
2026-Aug, European heart journal. Imaging methods and practice
DOI:10.1093/ehjimp/qyag124
PMID:42500507
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5650 | 2026-07-26 |
Combined molecular fingerprint and descriptor features enable classical machine learning to match deep learning performance across the Tox21 toxicity panel
2026-Jul-25, Toxicology mechanisms and methods
IF:2.8Q2
DOI:10.1080/15376516.2026.2703006
PMID:42438047
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5651 | 2026-07-26 |
Direct Reconstruction of High-Fidelity Electrocardiogram Signals From Vector-Based PDF Files With Integrated Deep Learning for Multiparameter Estimation: Retrospective Methodological Study
2026-Jul-24, JMIR formative research
IF:2.0Q4
DOI:10.2196/80597
PMID:42497366
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5652 | 2026-07-26 |
Clinically Interpretable Deep Learning for Differentiating Vitiligo and Postinflammatory Hypopigmentation: Diagnostic Accuracy Study
2026-Jul-24, JMIR medical informatics
IF:3.1Q2
DOI:10.2196/81942
PMID:42497363
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5653 | 2026-07-26 |
UniPert-G2CP bridges genetic and chemical screens from molecular representation to phenotype modeling
2026-Jul-24, Cell
IF:45.5Q1
DOI:10.1016/j.cell.2026.06.005
PMID:42497867
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5654 | 2026-07-26 |
Upwind terrestrial influences on soil moisture variability across South America
2026-Jul-24, Nature communications
IF:14.7Q1
DOI:10.1038/s41467-026-75637-x
PMID:42498716
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5655 | 2026-07-26 |
A hybrid convolutional-transformer neural network model for photovoltaic fault detection and localization
2026-Jul-24, Scientific reports
IF:3.8Q1
DOI:10.1038/s41598-026-57859-7
PMID:42498772
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5656 | 2026-07-26 |
Multi-component radiological model based on intratumoral CT threshold segmentation for predicting visceral pleural invasion in lung adenocarcinoma ≤ 30 mm
2026-Jul-24, Insights into imaging
IF:4.1Q1
DOI:10.1186/s13244-026-02351-z
PMID:42498861
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5657 | 2026-07-26 |
Anisotropic permeability tensor prediction from porous media microstructure: A physics-informed MaxViT CNN-Transformer framework
2026-Jul-22, Neural networks : the official journal of the International Neural Network Society
IF:6.0Q1
DOI:10.1016/j.neunet.2026.109421
PMID:42497539
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5658 | 2026-07-26 |
Deep Learning Parameter Estimation and Quantum Control of Single Molecules
2026-Jul-22, ACS physical chemistry Au
IF:3.7Q2
DOI:10.1021/acsphyschemau.6c00048
PMID:42500230
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5659 | 2026-07-26 |
Cross-farm generalisation of machine and deep learning models for lameness prediction in multiparous dairy cows
2026-Jul-21, Preventive veterinary medicine
IF:2.2Q1
DOI:10.1016/j.prevetmed.2026.106965
PMID:42497679
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5660 | 2026-07-26 |
Temporal germination of lettuce under salinity and nano-silicon: A high-throughput phenomics framework with deep learning
2026-Jul-20, Plant science : an international journal of experimental plant biology
IF:4.2Q1
DOI:10.1016/j.plantsci.2026.113330
PMID:42476464
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |