Concepedia

Machine Learning For Enzyme Engineering

Machine Learning for Enzyme Engineering is a computational methodology that integrates machine learning algorithms with biochemical data to predict and optimize enzyme functions, distinguishing itself by enabling data-driven design and directed evolution of enzymes with enhanced catalytic properties, specificity, or stability.

77

Publications

4.8K

Citations

422

Authors

187

Institutions

Publications per year

2017–2026

56

Parents

Publications

77

Machine learning-aided engineering of hydrolases for PET depolymerization

Hongyuan Lu, Daniel J. Diaz, Natalie J. Czarnecki et al. · Nature · 2022 · 1.2K citations

, , +14

Machine Learning in Enzyme Engineering

Stanislav Mazurenko, Zbyněk Prokop · ACS Catalysis · 2019 · 420 citations · Full text

, , +17

Machine Learning on a Robotic Platform for the Design of Polymer–Protein Hybrids

Matthew Tamasi, Roshan Patel, Carlos H. Borca et al. · Advanced Materials · 2022 · 177 citations · Full text

, , +16

A machine learning framework for the analysis and prediction of catalytic activity from experimental data

Alexander Smith, Andrea Keane, James A. Dumesic et al. · Applied Catalysis B: Environmental · 2019 · 128 citations

, , +16

Can Machine Learning Revolutionize Directed Evolution of Selective Enzymes?

Guangyue Li, Yijie Dong, Manfred T. Reetz · Advanced Synthesis & Catalysis · 2019 · 125 citations · Full text

, , +16

1–5 of 77

Authors

422

  1. UT
    Uwe T. Bornscheuer

    Universität Greifswald, Germany

    5 publications · 237 citations

    5

    h-index

  2. MB
    Mahiran Basri

    Universiti Putra Malaysia, Malaysia

    5 publications · 200 citations

    5

    h-index

  3. MJ
    Marian J. Menke

    Universität Greifswald, Germany

    3 publications · 125 citations

    3

    h-index

  4. HS
    Hal S. Alper

    The University of Texas at Austin, United States

    3 publications · 1.2K citations

    3

    h-index

  5. MB
    Mohd Basyaruddin Abdul Rahman

    Universiti Putra Malaysia, Malaysia

    3 publications · 131 citations

    3

    h-index

1–5 of 422

Institutions

187

  1. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    11 publications

    467 citations

  2. Universität Greifswald

    Greifswald, Germany

    5 h-index

    17 publications

    809 citations

  3. Universiti Putra Malaysia

    Seri Kembangan, Malaysia

    5 h-index

    23 publications

    885 citations

  4. University of Chinese Academy of Sciences

    Beijing, China

    4 h-index

    5 publications

    243 citations

  5. Beijing National Laboratory for Molecular Sciences

    Beijing, China

    3 h-index

    3 publications

    125 citations

  6. Chinese Academy of Agricultural Sciences

    Beijing, China

    3 h-index

    15 publications

    550 citations

  7. The University of Texas at Austin

    Austin, United States

    3 h-index

    38 publications

    15.8K citations

  8. Institute of Chemistry

    Beijing, China

    3 h-index

    3 publications

    125 citations

1–8 of 187

Venues

  1. Nature Communications

    7 publications · 540 citations

    7

    h-index

  2. Computational Biology and Chemistry

    CBAC · 5 publications · 184 citations

    5

    h-index

  3. Bioresource Technology

    5 publications · 199 citations

    5

    h-index

  4. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 3 publications · 67 citations

    3

    h-index

  5. ACS Synthetic Biology

    2 publications · 37 citations

    2

    h-index

1–5