Identification of Novel Pathways in Plant Lectin-Induced Cancer Cell Apoptosis
Zheng Shi1, Rong Sun2, Tian Yu3
1School of Basic Medical & Nursing School, Chengdu University, Chengdu 610106, China. drshiz1002@hotmail.com.
Abstract:
Plant lectins have been investigated to elucidate their complicated mechanisms due to their remarkable anticancer activities. Although plant lectins seems promising as a potential anticancer agent for further preclinical and clinical uses, further research is still urgently needed and should include more focus on molecular mechanisms. Herein, a Naïve Bayesian model was developed to predict the protein-protein interaction (PPI), and thus construct the global human PPI network. Moreover, multiple sources of biological data, such as smallest shared biological process (SSBP), domain-domain interaction (DDI), gene co-expression profiles and cross-species interolog mapping were integrated to build the core apoptotic PPI network. In addition, we further modified it into a plant lectin-induced apoptotic cell death context. Then, we identified 22 apoptotic hub proteins in mesothelioma cells according to their different microarray expressions. Subsequently, we used combinational methods to predict microRNAs (miRNAs) which could negatively regulate the abovementioned hub proteins. Together, we demonstrated the ability of our Naïve Bayesian model-based network for identifying novel plant lectin-treated cancer cell apoptotic pathways. These findings may provide new clues concerning plant lectins as potential apoptotic inducers for cancer drug discovery.
Insights
Plant lectins show anticancer potential. Researchers developed a computational model to identify new cancer cell death pathways induced by plant lectins, aiding cancer drug discovery.
Area of Science:
- Biochemistry
- Computational Biology
- Oncology
Background:
- Plant lectins exhibit significant anticancer activities, necessitating further investigation into their molecular mechanisms.
- Understanding these mechanisms is crucial for advancing plant lectins as potential anticancer agents in preclinical and clinical settings.
Purpose of the Study:
- To develop a computational model for predicting protein-protein interactions (PPI) to construct a human PPI network.
- To identify novel plant lectin-induced apoptotic pathways in cancer cells, specifically mesothelioma.
- To discover potential therapeutic targets for plant lectin-based cancer drug discovery.
Main Methods:
- A Naïve Bayesian model was employed to predict protein-protein interactions (PPI) and build a global human PPI network.
- Integration of diverse biological data (SSBP, DDI, gene co-expression, interolog mapping) to construct an apoptotic PPI network.
- Modification of the network for plant lectin-induced apoptotic cell death and identification of 22 apoptotic hub proteins in mesothelioma cells using microarray data.
Main Results:
- A Naïve Bayesian model successfully predicted PPI and constructed a comprehensive human PPI network.
- An integrated apoptotic PPI network was built, specifically adapted to the context of plant lectin-induced apoptosis.
- Twenty-two apoptotic hub proteins were identified in mesothelioma cells, and potential regulatory microRNAs (miRNAs) were predicted.
Conclusions:
- The developed Naïve Bayesian model-based network effectively identifies novel plant lectin-treated cancer cell apoptotic pathways.
- These findings offer valuable insights into plant lectins as potential apoptotic inducers for future cancer drug development.
- The study highlights the utility of computational approaches in uncovering molecular mechanisms of plant-derived anticancer agents.
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