# Development of DHODH inhibitors incorporating virtual screening, pharmacophore modeling, fragment-based optimization methods, ADMET, molecular docking, molecular dynamics, PCA analysis, and free energy landscape

**Authors:** Qu Wang, Yu Hao Xu, Heng Jiang, Biao Deng, Zhu Liang, Peter Mbugua Njogu, Peter Mbugua Njogu, Peter Mbugua Njogu, Peter Mbugua Njogu

PMC · DOI: 10.1371/journal.pone.0342461 · PLOS One · 2026-02-23

## TL;DR

This study identifies a promising DHODH inhibitor for cancer therapy using a combination of computational methods and molecular simulations.

## Contribution

A novel DHODH inhibitor candidate is proposed through an integrated workflow combining pharmacophore modeling, fragment optimization, and molecular simulations.

## Key findings

- Compound 66 showed the highest docking score (202.623) and stable binding conformation.
- Molecular dynamics and PCA analysis confirmed the binding stability of compound 66.
- ADMET profiling ensured the optimized compounds have favorable drug-like properties.

## Abstract

The overexpression of dihydroorotate dehydrogenase (DHODH) in various malignant tumor cells is significantly associated with ferroptosis, making DHODH inhibition a promising strategy for cancer therapy. In this study, we employed an integrated approach to screen and optimize DHODH inhibitor candidates. First, virtual screening of the FDA-approved drug library identified 20 potential compounds (with the positive control AG-636 as a benchmark, docking score: 133.166). Subsequent pharmacophore modeling (ROC curve value >0.8) further narrowed the candidates to six compounds, which underwent fragment displacement optimization. All optimized compounds were evaluated for absorption, distribution, metabolism, excretion, and toxicity (ADMET) properties. Molecular docking identified compounds 65:[(4S)-2,2-dimethyl-1,3-dioxolan-4-yl]methyl 3-(4-{[(2S)-2-hydroxypropyl]oxy}phenyl) (docking score: 197.362) and 66: [(4S)-2,2-dimethyl-1,3-dioxolan-4-yl]methyl 4-(4-{[(2S)-2-hydroxypropyl]oxy}phenyl) (docking score: 202.623) as high-affinity candidates. Molecular dynamics (MD) simulations, principal component analysis (PCA), and free energy landscape (FEL) analyses confirmed stable binding conformations for both compounds. Notably, compound 66: [(4S)-2,2-dimethyl-1,3-dioxolan-4-yl]methyl 4-(4-{[(2S)-2-hydroxypropyl]oxy}phenyl) exhibited minimal conformational changes, suggesting superior binding stability. This study advances compound 66: [(4S)-2,2-dimethyl-1,3-dioxolan-4-yl]methyl 4-(4-{[(2S)-2-hydroxypropyl]oxy}phenyl) as a promising DHODH inhibitor candidate through a multimodal workflow integrating structure-based pharmacophore design, fragment optimization, ADMET profiling, and advanced molecular simulations, providing a novel avenue for DHODH-targeted antitumor therapies.

## Linked entities

- **Genes:** DHODH (dihydroorotate dehydrogenase (quinone)) [NCBI Gene 1723]
- **Chemicals:** AG-636 (PubChem CID 77461001)
- **Diseases:** cancer (MONDO:0004992)

## Full-text entities

- **Genes:** PCSK1 (proprotein convertase subtilisin/kexin type 1) [NCBI Gene 5122] {aka BMIQ12, NEC1, PC1, PC1/3, PC3, SPC3}, GPX4 (glutathione peroxidase 4) [NCBI Gene 2879] {aka GPx-4, GSHPx-4, MCSP, PHGPx, SMDS, snGPx}, DHODH (dihydroorotate dehydrogenase (quinone)) [NCBI Gene 1723] {aka DHOdehase, POADS, URA1}, FMN1 (formin 1) [NCBI Gene 342184] {aka FMN, LD}, KRT6A (keratin 6A) [NCBI Gene 3853] {aka CK-6C, CK-6E, CK6A, CK6C, CK6D, K6A}, KRT6B (keratin 6B) [NCBI Gene 3854] {aka CK-6B, CK6B, K6B, KRTL1, PC2, PC4}, DUH [NCBI Gene 387570], ATL1 (atlastin GTPase 1) [NCBI Gene 51062] {aka AD-FSP, ATL-1, FSP1, HSN1D, SPG3, SPG3A}, UCN3 (urocortin 3) [NCBI Gene 114131] {aka SCP, SPC, UCNIII}, CYP2D6 (cytochrome P450 family 2 subfamily D member 6 (gene/pseudogene)) [NCBI Gene 1565] {aka CPD6, CYP2D, CYP2D7AP, CYP2D7BP, CYP2D7P2, CYP2D8P2}
- **Diseases:** ADMET (MESH:C562790), oncological (MESH:D000072716), breast cancer (MESH:D001943), FBDD (MESH:D012892), Toxicity (MESH:D064420), CRC (MESH:D015179), rheumatoid arthritis (MESH:D001172), AML (MESH:D015470), FEL (MESH:D011502), cancer (MESH:D009369), melanoma (MESH:D008545)
- **Chemicals:** Thr (MESH:D013912), MEDS433 (MESH:C000726269), H (MESH:D006859), lipid (MESH:D008055), pyrimidines (MESH:D011743), flavin mononucleotide (MESH:D005486), Leflunomide (MESH:D000077339), Phe (MESH:D010649), DHO (MESH:C004768), sodium (MESH:D012964), S (MESH:D013455), Hydroxypyrazo-lo[1,5-a]pyridine (-), pyrimidine (MESH:C030986), chloride (MESH:D002712), Leu (MESH:D007930), water (MESH:D014867), benzene (MESH:D001554), Tyr (MESH:D014443), lipid peroxide (MESH:D008054), CoQ10 (MESH:C024989), Ala (MESH:D000409), ORO (MESH:D009963), Brequinar (MESH:C046943), N (MESH:D009584), O (MESH:D010100), Pro (MESH:D011392), metal (MESH:D008670), Met (MESH:D008715)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** DUD-E — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z894)

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12928574/full.md

## References

53 references — full list in the complete paper: https://tomesphere.com/paper/PMC12928574/full.md

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Source: https://tomesphere.com/paper/PMC12928574