Enzyme functional classification using artificial intelligence

doi:10.1016/j.tibtech.2025.03.003

2025-03-27

PRE

DOI：10.1016/j.tibtech.2025.03.003

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近期计算生物学领域的进展，特别是深度学习模型，显著加速了酶功能的发现和注释。多样化的酶特征提取方法和机器学习算法促进了高性能酶功能分类计算模型的发展。包括卷积神经网络、循环神经网络、Transformer和图神经网络在内的深度神经网络架构，彻底改变了数据驱动的方法在预测酶功能方面的应用。人工智能已经改变了酶功能分类，使其比以往任何时候都更具可扩展性和准确性。

期刊

Trends in Biotechnology

IF:

14.9

论文数:

3.8K

被引数:

2.0W

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