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Updated: Jun 6, 2025

A 3D Organotypic Melanoma Spheroid Skin Model
Published on: May 18, 2018
Causal-inferring and molecular-docking yield new targets for malignant melanoma therapy
Yan Jin1, Xia Ding2, Chunyuan Xu3
1Department of Dermatology, Qingdao Municipal Hospital, Qingdao, Shandong, P. R. China.
Abstract:
To obtain the causal related genes through Mendelian randomization and to screen the therapeutic drugs for malignant melanoma. Using Mendelian randomization, the causal relationship between genes and melanoma patients was calculated based on clumped genetic instruments extracted from genome-wide association studies. Prognostic significance of potential target genes was evaluated using survival information of patients with skin cutaneous melanoma in The Cancer Genome Atlas. In the Comparative Toxicogenomics Database (CTDbase), therapeutic drugs acting on target genes were screened amongst the interactions of medical and experimental evidence. Finally, considering the absorption, distribution, metabolism, excretion, and toxicity (ADMET) characteristics of drugs, available drugs and their transformation structures are generated. The binding ability of receptor-ligand was evaluated by the molecular docking of target gene crystal structure with drug-like chemicals. As a result, three potential target genes LYZ, C1QB and BTN3A2, were negatively associated with melanoma patients, and showed significant difference (Logrank P value < 0.05) in overall survival and/or progression-free interval. A total of 183 unique interactive drug-like chemicals from CTDbase were obtained by the keywords of target genes. Through assessment of ADMET properties and binding ability of receptor-ligand, 15 antagonists and 25 agonists of matched drug-like chemicals showed therapeutic effects on target genes. On the basis of causal relationship, docking score and ADMET evaluation, these hit targets and drug-like compounds yield new directions for the development of potent therapeutic agents in melanoma patients.
Insights
This study identified three causal genes (LYZ, C1QB, BTN3A2) linked to malignant melanoma using Mendelian randomization. It also screened potential therapeutic drugs, offering new directions for melanoma treatment.
Area of Science:
- Genetics
- Pharmacology
- Oncology
Background:
- Malignant melanoma is a significant health concern.
- Identifying causal genes and effective therapeutic targets is crucial for improving patient outcomes.
Purpose of the Study:
- To identify causal genes associated with malignant melanoma using Mendelian randomization.
- To screen for potential therapeutic drugs targeting these genes.
- To evaluate drug candidates based on ADMET properties and binding ability.
Main Methods:
- Mendelian randomization analysis utilizing genome-wide association studies.
- Prognostic evaluation of target genes using The Cancer Genome Atlas data.
- Drug screening via Comparative Toxicogenomics Database (CTDbase).
- Molecular docking and ADMET evaluation for drug-like compounds.
Main Results:
- Three genes (LYZ, C1QB, BTN3A2) were found to be negatively associated with melanoma and showed prognostic significance.
- 183 drug-like chemicals interacting with these genes were identified.
- 15 antagonists and 25 agonists demonstrated therapeutic potential after ADMET and docking assessments.
Conclusions:
- LYZ, C1QB, and BTN3A2 represent potential therapeutic targets for malignant melanoma.
- Identified drug-like compounds offer promising avenues for developing novel melanoma therapies.
- The study provides a framework for integrating genetic, prognostic, and pharmacological data for drug discovery.
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