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Prediction of LncRNA-encoded small peptides in glioma and oligomer channel functional analysis using in silico
Yipeng Cao1,2, Rui Yang3, Imshik Lee4
1National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Hexi District, Tianjin, P. R. China.
Abstract:
Glioma is a lethal malignant brain cancer, and many reports have shown that abnormalities in the behavior of water and ion channels play an important role in regulating tumor proliferation, migration, apoptosis, and differentiation. Recently, new studies have suggested that some long noncoding RNAs containing small open reading frames can encode small peptides and form oligomers for water or ion regulation. However, because the peptides are difficult to identify, their functional mechanisms are far from being clearly understood. In this study, we used bioinformatics methods to identify and evaluate lncRNAs, which may encode small transmembrane peptides in gliomas. Combining ab initio homology modeling, molecular dynamics simulations, and free energy calculations, we constructed a predictive model and predicted the oligomer channel activity of peptides by identifying the lncRNA ORFs. We found that one key hub lncRNA, namely, DLEU1, which contains two smORFs (ORF1 and ORF8), encodes small peptides that form pentameric channels. The mechanics of water and ion (Na+ and Cl-) transport through this pentameric channel were simulated. The potential mean force of the H2O molecules along the two ORF-encoded peptide channels indicated that the energy barrier was different between ORF1 and ORF8. The ORF1-encoded peptide pentamer acted as a self-assembled water channel but not as an ion channel, and the ORF8 permeated neither ions nor water. This work provides new methods and theoretical support for further elucidation of the function of lncRNA-encoded small peptides and their role in cancer. Additionally, this study provides a theoretical basis for drug development.
Insights
This study identifies DLEU1 long noncoding RNA peptides that form pentameric channels. One channel facilitates water transport in glioma, offering new insights into cancer mechanisms and drug development.
Area of Science:
- Oncology
- Molecular Biology
- Biophysics
Background:
- Glioma, a malignant brain cancer, involves abnormal water and ion channel activity.
- Long noncoding RNAs (lncRNAs) with small open reading frames (smORFs) may encode peptides regulating water/ion transport.
- The function and mechanisms of these lncRNA-encoded peptides in cancer remain poorly understood.
Purpose of the Study:
- To identify and evaluate lncRNAs encoding small transmembrane peptides in gliomas using bioinformatics.
- To predict the oligomer channel activity of these peptides.
- To elucidate the role of lncRNA-encoded peptides in glioma.
Main Methods:
- Bioinformatics analysis to identify lncRNAs with potential smORFs.
- Ab initio homology modeling and molecular dynamics simulations.
- Free energy calculations to predict peptide channel activity and transport mechanisms.
Main Results:
- Identified DLEU1 as a key lncRNA encoding two peptides (from ORF1 and ORF8) that form pentameric channels.
- Simulated water (H2O) and ion (Na+, Cl-) transport through these channels.
- The ORF1 peptide pentamer functions as a water channel with a distinct energy barrier, while ORF8 shows no permeation for water or ions.
Conclusions:
- DLEU1-encoded peptides form functional pentameric channels influencing water transport in glioma.
- This study provides novel methods and theoretical support for understanding lncRNA-encoded peptide functions in cancer.
- Offers a theoretical foundation for developing new glioma therapeutics.
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