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Article

Bioenergetic Model of Retrotransposon Activity in Cancer Cells

1
Mathematical Biology and Bioinformatics Laboratory, Peter the Great Saint Petersburg Polytechnic University, Saint Petersburg 195251, Russia
2
Theoretical Department, Ioffe Institute, Saint Petersburg 194021, Russia
3
Institute for Translational Biomedicine, St. Petersburg State University, Saint Petersburg 199034, Russia
*
Author to whom correspondence should be addressed.
Life 2025, 15(9), 1338; https://doi.org/10.3390/life15091338 (registering DOI)
Submission received: 8 July 2025 / Revised: 16 August 2025 / Accepted: 22 August 2025 / Published: 23 August 2025
(This article belongs to the Section Cell Biology and Tissue Engineering)

Abstract

Retrotransposons exhibit increased activity in cancer cells. One possible approach to anticancer therapy is to use this activity to influence the energy balance in cells. Abnormal distribution of retrotransposons in the genome requires additional energy consumption, which can lead to a significant decrease in the total amount of free ATP molecules in the cell. A decrease in ATP levels below a certain threshold can in turn trigger a cell death program. To investigate the possibility of such a scenario, we developed a mathematical model of the cellular energy balance that describes the dynamics of energy consumption by the main cellular processes, including costs of retrotransposon activity. The model considers changes in the concentrations of ATP, active retrotransposons (LINE-1 and SINE) in the human genome, as well as mRNAs and proteins that are expression products of retrotransposon and constitutive genes. We estimated the parameter values in the model based on literature data and numerical optimization. We found a single stable stationary solution, characterized by low retrotransposon activity, and used it as the reference steady state for further analysis. Parametric sensitivity analysis revealed the parameters whose changes had the greatest impact on cellular ATP levels. The LINE-1 deactivation rate constant and the maximum LINE-1 transcription rate were the most sensitive among the transposon-related parameters. Perturbation of these parameters led to a decrease in the number of free ATP to 30% of the reference value and below. Transcription of retrotransposons under perturbed parameters became comparable to the translation of constitutive genes in terms of energy costs. The presented results indicate that cancer cell death can be initiated by increasing the load on the energy balance due to the activation of transposons.
Keywords: retrotransposons; bioenergetic model; energy balance; cell death retrotransposons; bioenergetic model; energy balance; cell death

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MDPI and ACS Style

Pavlov, S.; Duk, M.; Gursky, V.V.; Samsonova, M.; Kanapin, A.; Samsonova, A. Bioenergetic Model of Retrotransposon Activity in Cancer Cells. Life 2025, 15, 1338. https://doi.org/10.3390/life15091338

AMA Style

Pavlov S, Duk M, Gursky VV, Samsonova M, Kanapin A, Samsonova A. Bioenergetic Model of Retrotransposon Activity in Cancer Cells. Life. 2025; 15(9):1338. https://doi.org/10.3390/life15091338

Chicago/Turabian Style

Pavlov, Sergei, Maria Duk, Vitaly V. Gursky, Maria Samsonova, Alexander Kanapin, and Anastasia Samsonova. 2025. "Bioenergetic Model of Retrotransposon Activity in Cancer Cells" Life 15, no. 9: 1338. https://doi.org/10.3390/life15091338

APA Style

Pavlov, S., Duk, M., Gursky, V. V., Samsonova, M., Kanapin, A., & Samsonova, A. (2025). Bioenergetic Model of Retrotransposon Activity in Cancer Cells. Life, 15(9), 1338. https://doi.org/10.3390/life15091338

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