# Diethyl Phthalate (DEP) as a potential osteosarcoma risk factor: a multi-omics study integrating network Toxicology, single-cell RNA sequencing, and molecular docking

**Authors:** Shangqi Yin, Wuzheng Liu, Chunxiao Gao, Chunyan Li, Jun Wu

PMC · DOI: 10.1080/14756366.2025.2611582 · Journal of Enzyme Inhibition and Medicinal Chemistry · 2026-02-16

## TL;DR

This study explores how diethyl phthalate (DEP) may contribute to osteosarcoma by combining multiple omics approaches and computational methods.

## Contribution

The study introduces a novel multi-omics framework to identify DEP-responsive genes and their roles in osteosarcoma progression.

## Key findings

- 45 DEP-responsive genes were identified, enriched in extracellular matrix-related pathways.
- P4HA2, COL18A1, and COL10A1 were consistently prioritized as key hub genes.
- Molecular docking and MD simulations confirmed stable binding of DEP to P4HA2 and COL18A1.

## Abstract

Diethyl phthalate (DEP), a common plasticiser and endocrine disruptor, has been linked to cancer, but its role in osteosarcoma (OS) remains unclear. This study integrated network toxicology, transcriptomics, protein-protein interaction (PPI) analysis, machine learning, molecular docking, molecular dynamics (MD), single-cell RNA sequencing (scRNA-seq), and external validation to investigate DEP-related mechanisms in OS. We identified 45 DEP-responsive genes enriched in extracellular matrix-related pathways. PPI network analysis revealed 11 hub genes, of which LASSO, SVM-RFE, and Boruta algorithms consistently prioritised P4HA2, COL18A1, and COL10A1. Docking and MD simulations supported stable binding of DEP to P4HA2 and COL18A1 via hydrogen bonds and hydrophobic interactions. scRNA-seq demonstrated celltype-specific expression of these genes. Validation cohorts confirmed their upregulation in OS, with AUC values up to 0.950. These findings suggest that DEP may promote OS progression by targeting extracellular matrix remodelling, offering new diagnostic biomarkers and hypothesis-generating evidence for environmental osteocarcinogenesis.

## Linked entities

- **Genes:** P4HA2 (prolyl 4-hydroxylase subunit alpha 2) [NCBI Gene 8974], COL18A1 (collagen type XVIII alpha 1 chain) [NCBI Gene 80781], COL10A1 (collagen type X alpha 1 chain) [NCBI Gene 1300]
- **Chemicals:** diethyl phthalate (PubChem CID 6781)
- **Diseases:** osteosarcoma (MONDO:0002623)

## Full-text entities

- **Genes:** COL10A1 (collagen type X alpha 1 chain) [NCBI Gene 1300], APOB (apolipoprotein B) [NCBI Gene 338] {aka FCHL2, FLDB, LDLCQ4, apoB-100, apoB-48}, JAK2 (Janus kinase 2) [NCBI Gene 3717] {aka JTK10}, SOX1 (SRY-box transcription factor 1) [NCBI Gene 6656], MMRN1 (multimerin 1) [NCBI Gene 22915] {aka ECM, EMILIN4, GPIa*, MMRN}, COL6A2 (collagen type VI alpha 2 chain) [NCBI Gene 1292] {aka BTHLM1, BTHLM1B, PP3610, UCMD1, UCMD1B}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, P4ha2 (procollagen-proline, 2-oxoglutarate 4-dioxygenase (proline 4-hydroxylase), alpha II polypeptide) [NCBI Gene 18452] {aka P4hl}, MPO (myeloperoxidase) [NCBI Gene 4353], CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, COL3A1 (collagen type III alpha 1 chain) [NCBI Gene 1281] {aka EDS4A, EDSVASC, PMGEDSV}, PPARA (peroxisome proliferator activated receptor alpha) [NCBI Gene 5465] {aka NR1C1, PPAR, PPAR-alpha, PPARalpha, hPPAR}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, Col18a1 (collagen, type XVIII, alpha 1) [NCBI Gene 12822], TGFB3 (transforming growth factor beta 3) [NCBI Gene 7043] {aka ARVD, ARVD1, LDS5, RNHF, TGF-beta3}, ADIPOQ (adiponectin, C1Q and collagen domain containing) [NCBI Gene 9370] {aka ACDC, ACRP30, ADIPQTL1, ADPN, APM-1, APM1}, HP (haptoglobin) [NCBI Gene 3240] {aka HP2ALPHA2, HPA1S}, SOX3 (SRY-box transcription factor 3) [NCBI Gene 6658] {aka GHDX, MRGH, PHP, PHPX, SOXB}, P4HA2 (prolyl 4-hydroxylase subunit alpha 2) [NCBI Gene 8974] {aka MYP25, lncRNA-PE}, PAX6 (paired box 6) [NCBI Gene 5080] {aka AN, AN1, AN2, ASGD5, D11S812E, FVH1}, Col10a1 (collagen, type X, alpha 1) [NCBI Gene 12813] {aka Col10, Col10a-1}, ABCA1 (ATP binding cassette subfamily A member 1) [NCBI Gene 19] {aka ABC-1, ABC1, CERP, HDLCQTL13, HDLDT1, HPALP1}, COL18A1 (collagen type XVIII alpha 1 chain) [NCBI Gene 80781] {aka GLCC, KNO, KNO1, KS}, ITGB3 (integrin subunit beta 3) [NCBI Gene 3690] {aka BDPLT16, BDPLT2, BDPLT24, CD61, FMAIT1, GP3A}, AGO2 (argonaute RISC catalytic component 2) [NCBI Gene 27161] {aka CASC7, EIF2C2, LESKRES, LINC00980, PPD, Q10}, DLGAP5 (DLG associated protein 5) [NCBI Gene 9787] {aka DLG7, HURP}, STAT3 (signal transducer and activator of transcription 3) [NCBI Gene 6774] {aka ADMIO, ADMIO1, APRF, HIES}
- **Diseases:** breast cancer (MESH:D001943), lymphoma (MESH:D008223), Ewing sarcoma (MESH:D012512), toxicity (MESH:D064420), bone remodelling (MESH:D001847), atherosclerosis (MESH:D050197), carcinogenic (MESH:D011230), metastases (MESH:D009362), oncogenesis (MESH:D063646), hypoxic (MESH:D002534), cancer (MESH:D009369), mitochondrial damage (MESH:D028361), bone malignancy (MESH:D001859), Inflammation (MESH:D007249), OS (MESH:D012516)
- **Chemicals:** calcium (MESH:D002118), hydrogen (MESH:D006859), MEP (MESH:C581825), lipid (MESH:D008055), ATP (MESH:D000255), BBP (MESH:C027561), Phthalates (MESH:C032279), glycosaminoglycan (MESH:D006025), sulphur (MESH:D013455), ASN515 (-), BPA (MESH:C006780), water (MESH:D014867), oxygen (MESH:D010100), PBSA (MESH:C437084), DEP (MESH:C007379)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** HOS — Homo sapiens (Human), Osteosarcoma, Cancer cell line (CVCL_0312), S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232)

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12912210/full.md

## References

57 references — full list in the complete paper: https://tomesphere.com/paper/PMC12912210/full.md

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Source: https://tomesphere.com/paper/PMC12912210