ArticlePloS one2017
Agent-Based Modeling of Mitochondria Links Sub-Cellular Dynamics to Cellular Homeostasis and Heterogeneity.
Article in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis that pooled it.
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Who cites it
22 citing papers in PubMed, 1 synthesis or guideline pooled it, 54 citations in OpenAlex.
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- Mitochondrial complex I as a master regulator of redox signaling: From structural architecture to directionality of electron transport.Free radical biology & medicine · 2026Review
- A rule-based simulation model illuminates the role of asymmetric mitochondrial fission on beta-cell health.NPJ systems biology and applications · 2026Article
- Agent-based modeling of neuronal mitochondrial dynamics using intrinsic variables of individual mitochondria.iScience · 2025Article
- Increased expression of ER stress, inflammasome activation, and mitochondrial biogenesis-related genes in peripheral blood mononuclear cells in major depressive disorder.Molecular psychiatry · 2025Article
- Mitochondrial Dysfunction in Cardiac Disease: The Fort Fell.Biomolecules · 2024Review
- Unlocking mitochondrial dysfunction-associated senescence (MiDAS) with NADTranslational oncology · 2024Article
- Metabolic regulation of mitochondrial morphologies in pancreatic beta cells: coupling of bioenergetics and mitochondrial dynamics.Communications biology · 2024Article
- Mitochondria in disease: changes in shapes and dynamics.Trends in biochemical sciences · 2024Review
- Trafficking in cancer: from gene deregulation to altered organelles and emerging biophysical properties.Frontiers in cell and developmental biology · 2024Review
- Biased placement of Mitochondria fission facilitates asymmetric inheritance of protein aggregates during yeast cell division.PLoS computational biology · 2023Article
- Attenuation of PMParticle and fibre toxicology · 2023Article
- Mitochondrial Autophagy in Ischemic Aged Livers.Cells · 2022Review
- Power Failure of Mitochondria and Oxidative Stress in Neurodegeneration and Its Computational Models.Antioxidants (Basel, Switzerland) · 2021Review
- Mitochondrial event localiser (MEL) to quantitativelydescribe fission, fusion and depolarisation in the three-dimensional space.PloS one · 2020Article
- Potential for therapeutic use of hydrogen sulfide in oxidative stress-induced neurodegenerative diseases.International journal of medical sciences · 2019Review
- Systems Biology Approaches Toward Understanding Primary Mitochondrial Diseases.Frontiers in genetics · 2019Review
- Reconstruction of endosomal organization and function by a combination of ODE and agent-based modeling strategies.Biology direct · 2018Article
- Mitochondrial fusion, fission, and mitochondrial toxicity.Toxicology · 2017Review
- Connecting mitochondrial dynamics and life-or-death events via Bcl-2 family proteins.Neurochemistry international · 2017Review
Corrections and comments
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Authors and funding
4 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Mitochondria are semi-autonomous organelles that supply energy for cellular biochemistry through oxidative phosphorylation. Within a cell, hundreds of mobile mitochondria undergo fusion and fission events to form a dynamic network. These morphological and mobility dynamics are essential for maintaining mitochondrial functional homeostasis, and alterations both impact and reflect cellular stress states. Mitochondrial homeostasis is further dependent on production (biogenesis) and the removal of damaged mitochondria by selective autophagy (mitophagy). While mitochondrial function, dynamics, biogenesis and mitophagy are highly-integrated processes, it is not fully understood how systemic control in the cell is established to maintain homeostasis, or respond to bioenergetic demands. Here we used agent-based modeling (ABM) to integrate molecular and imaging knowledge sets, and simulate population dynamics of mitochondria and their response to environmental energy demand. Using high-dimensional parameter searches we integrated experimentally-measured rates of mitochondrial biogenesis and mitophagy, and using sensitivity analysis we identified parameter influences on population homeostasis. By studying the dynamics of cellular subpopulations with distinct mitochondrial masses, our approach uncovered system properties of mitochondrial populations: (1) mitochondrial fusion and fission activities rapidly establish mitochondrial sub-population homeostasis, and total cellular levels of mitochondria alter fusion and fission activities and subpopulation distributions; (2) restricting the directionality of mitochondrial mobility does not alter morphology subpopulation distributions, but increases network transmission dynamics; and (3) maintaining mitochondrial mass homeostasis and responding to bioenergetic stress requires the integration of mitochondrial dynamics with the cellular bioenergetic state. Finally, (4) our model suggests sources of, and stress conditions amplifying, cell-to-cell variability of mitochondrial morphology and energetic stress states. Overall, our modeling approach integrates biochemical and imaging knowledge, and presents a novel open-modeling approach to investigate how spatial and temporal mitochondrial dynamics contribute to functional homeostasis, and how subcellular organelle heterogeneity contributes to the emergence of cell heterogeneity.
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