Submitted:
01 March 2026
Posted:
03 March 2026
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Abstract

Keywords:
1. Introduction
2. Structure of PPOs

3. PPO Inhibitors as a Key Focus Herbicides

4. Quantitative Structure-Activity Relationships of PPO Inhibitors


5. The Recent Evolution of PPO Inhibitors

6. Conclusions
Acknowledgments
Conflicts of Interest
Abbreviations
| bsPPO | Bacillus subtilis PPO |
| DFT | Density Functional Theory |
| FAD | flavin adenine dinucleotide |
| hPPO | human ortholog PPO |
| INH | inhibitor |
| MD | molecular dynamics |
| MDA | malondialdehyde |
| MIA | Multivariate Image Analysis |
| MLR | Multiple Linear Regression |
| mtPPO | mitochondrial PPO2 |
| mxPPO | Myxococcus xanthus PPO |
| NMR | nuclear magnetic resonance |
| PDT | photodynamic therapy |
| PLS | Partial Least-Squares |
| PPO | protoporphyrinogen oxidase |
| QSARs | quantitative structure-activity relationships |
| SAR | structure-activity relationships |
| VIP | Variable Importance in Projection |
| VP | variegated porphyria |
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| Model Descriptor Type | Fitting(r2) | Cross-validation(q2) | External Prediction(r2pred) |
| rvdw | 0.865 | 0.808 | 0.818 |
| ε | 0.861 | 0.792 | 0.866 |
| rvdw/ε | 0.872 | 0.827 | 0.775 |
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