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 47264 篇文献，本页显示第 21 - 40 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 2026-07-26 |
Development and Validation of a Machine Learning Classification Algorithm for Differentiating Frontotemporal Dementia from Alzheimer's Disease Using Automated Brain MRI Volumetry
2026-Jul-24, AJNR. American journal of neuroradiology
DOI:10.3174/ajnr.A9546
PMID:42498651
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 22 | 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 |
| 23 | 2026-07-26 |
EEG-based automated evaluation of automotive sound quality using ensemble deep learning
2026-Jul-24, Scientific reports
IF:3.8Q1
DOI:10.1038/s41598-026-58127-4
PMID:42498714
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 24 | 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 |
| 25 | 2026-07-26 |
Recognition of everyday activities using experiment data from wearable sensors: a deep learning-based framework
2026-Jul-24, Scientific reports
IF:3.8Q1
DOI:10.1038/s41598-026-63774-8
PMID:42498801
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 26 | 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 |
| 27 | 2026-07-26 |
A bibliometric analysis of global trends in AI-driven digital health technologies for diabetes management
2026-Jul-24, Medicine
IF:1.3Q2
DOI:10.1097/MD.0000000000049815
PMID:42499048
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 28 | 2026-07-26 |
Deep learning for automated instance segmentation of residual roots in panoramic radiographs using mask R-CNN: A retrospective diagnostic accuracy study
2026-Jul-24, Medicine
IF:1.3Q2
DOI:10.1097/MD.0000000000049876
PMID:42499086
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 29 | 2026-07-26 |
A comparative evaluation of multiple enlarged perivascular space segmentation tools
2026-Jul-22, Magnetic resonance imaging
IF:2.1Q2
DOI:10.1016/j.mri.2026.110749
PMID:42486379
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 30 | 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 |
| 31 | 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 |
| 32 | 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 |
| 33 | 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 |
| 34 | 2026-07-18 |
Diagnostic performance of deep learning for automated mandibular canal segmentation on CBCT images: A systematic review and meta-analysis
2026-Jul-16, Journal of stomatology, oral and maxillofacial surgery
DOI:10.1016/j.jormas.2026.102901
PMID:42462969
|
系统综述与荟萃分析 | 评估深度学习在CBCT图像上自动分割下颌管的诊断性能、解剖定位准确性和时间效率，并与传统手动专家标注进行对比 | 首次系统评估并荟萃分析深度学习在下颌管分割中的诊断性能，发现基于Transformer的架构显著优于传统CNN，且自动分割节省18.7倍时间 | 研究间异质性可能影响结果，部分研究数据量有限，且未全面评估不同深度学习架构的泛化能力 | 评估深度学习自动分割下颌管的诊断性能、解剖定位准确性和时间效率 | 下颌管在CBCT图像上的自动分割 | 计算机视觉 | 口腔颌面疾病 | NA | 深度学习，包括Transformer和卷积神经网络 | CBCT图像 | 38项研究，超过8420个CBCT体积 | NA | Transformer, 卷积神经网络 | Dice相似系数, 平均对称表面距离, 处理时间 | NA |
| 35 | 2026-07-18 |
AllTheBacteria: a community resource empowers biology and discovers novel peptide antibiotics
2026-Jul-07, bioRxiv : the preprint server for biology
DOI:10.1101/2024.03.08.584059
PMID:42465405
|
研究论文 | 介绍AllTheBacteria资源，一个基于公共细菌测序数据构建的社区平台，并展示其通过深度学习模型APEX 1.1发现新型抗菌肽的能力 | 首次将海量公共细菌基因组数据统一处理为标准化资源，并结合AI模型APEX 1.1批量挖掘新型抗菌肽，实现从计算预测到实验验证的全链条 | 仅使用短读长全基因组测序数据，可能遗漏部分微生物；抗菌肽候选物需大量实验验证，实际应用仍有限 | 构建统一的微生物基因组分析平台，并利用AI加速新型抗菌肽的发现 | 公共细菌和古菌全基因组测序数据 | 机器学习 | 抗菌药物研究 | NA | 深度学习模型 APEX 1.1 | 基因组序列数据 | 2,440,377个高质量细菌和古菌基因组，覆盖11,273个物种 | NA | APEX 1.1 | 预测抗菌活性，低微摩尔活性，膜响应性构象转变，选择性包膜扰动 | NA |
| 36 | 2026-07-18 |
Benchmarking AlphaFold and related deep learning approaches for modeling antibody and TCR antigen recognition
2026-Jul-06, bioRxiv : the preprint server for biology
DOI:10.64898/2026.07.04.736425
PMID:42465237
|
研究论文 | 评估AlphaFold及相关深度学习方法在抗体和TCR抗原识别建模中的表现 | 系统比较了AlphaFold2和AlphaFold3及增强采样策略在免疫识别复合物建模中的性能差异，发现模型集成可提升抗体-肽复合物建模成功率 | 预测精度提升在不同界面类别间差异较大，抗体-肽复合物仍具挑战性 | 评估深度学习方法在抗体和TCR抗原识别结构预测中的准确性 | 抗体-蛋白复合物、抗体-肽复合物、TCR-肽-MHC复合物 | 机器学习 | NA | 蛋白质结构预测 | AlphaFold2, AlphaFold3, 深度学习 | 蛋白质结构数据 | NA | AlphaFold, AlphaFold3 | AlphaFold2, AlphaFold3 | 预测准确率 | NA |
| 37 | 2026-07-26 |
Deep learning-based detection of acid-fast bacilli in microscopy images: a systematic review
2026-Jul-06, American journal of clinical pathology
IF:2.3Q2
DOI:10.1093/ajcp/aqag083
PMID:42497402
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 38 | 2026-07-26 |
CryoROLE: describing large inter-domain rotation in single particle cryo-EM
2026-Jul-04, bioRxiv : the preprint server for biology
DOI:10.64898/2026.07.04.736454
PMID:42427595
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 39 | 2026-07-26 |
Evolution of CTCF binding sites in the human genome
2026-Jul-02, Molecular biology and evolution
IF:11.0Q1
DOI:10.1093/molbev/msag167
PMID:42412056
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 40 | 2026-07-26 |
An open-source pipeline for longitudinal single-cell tracking and cell-cycle/migration coupling analysis for neurotherapeutic screening
2026-Jul-02, Neuroprotection (Chichester, England)
DOI:10.1002/nep3.70047
PMID:42499344
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |