Optimizing Cellular Metabolism Through Mass Balance Analysis to Improve Skin Wound Healing
Accelerating healing is a clinical goal in both acute and chronic non-healing skin wounds. We leveraged the public Recon database, which seeks to aggregate all of the metabolic pathways in the human body, to uncover whether increasing the supply of specific metabolites can bolster cellular metabolis...
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MDPI AG
2025-06-01
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| author | Luis Ramirez Agudelo Gabriel Yarmush Suneel Kumar Francois Berthiaume |
| author_facet | Luis Ramirez Agudelo Gabriel Yarmush Suneel Kumar Francois Berthiaume |
| author_sort | Luis Ramirez Agudelo |
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| description | Accelerating healing is a clinical goal in both acute and chronic non-healing skin wounds. We leveraged the public Recon database, which seeks to aggregate all of the metabolic pathways in the human body, to uncover whether increasing the supply of specific metabolites can bolster cellular metabolism and, in turn, enhance wound healing. The database was reduced to a set of 357 reactions and 339 metabolites that were better suited for human cells in culture. Monte Carlo simulations were performed to identify the impact of 25 different inputs on the metabolic fluxes within the cellular biochemical network. Biomass and ATP production were used as surrogate markers for cell proliferation and cell migration (an energy-intensive process), respectively, both of which are critical to wound healing. The subset of simulations yielding the highest ATP production or biomass production were those where glycine and/or glutamine uptake was increased. Maximizing ATP and biomass also generally increased oxygen uptake. Due to its low availability in chronic wounds, another set of simulations was carried out in which oxygen uptake was held constant to mimic the effect of a limited oxygen supply. However, even with this constraint, glycine and glutamine remained the most promising interventions. The predictions were tested in vitro using immortalized human keratinocytes. Amino acid uptake was tentatively increased by supplementing the base culture media with additional glycine and/or glutamine, with valine supplementation with a similar nitrogen load as a control. Glycine supplementation significantly increased cellular proliferation above the base media and accelerated wound closure rate in wound scratch assay. However, glutamine and valine supplementation did not improve these parameters above base media, and glutamine even suppressed the benefit of glycine in cultures supplemented with both amino acids. In conclusion, glycine supplementation enhances cellular processes that are associated with wound healing. |
| format | Article |
| id | doaj-art-3f27b1c1efdd4dca8b8aeb5b0152814a |
| institution | Kabale University |
| issn | 2079-7737 |
| language | English |
| publishDate | 2025-06-01 |
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| series | Biology |
| spelling | doaj-art-3f27b1c1efdd4dca8b8aeb5b0152814a2025-08-20T03:26:25ZengMDPI AGBiology2079-77372025-06-0114672210.3390/biology14060722Optimizing Cellular Metabolism Through Mass Balance Analysis to Improve Skin Wound HealingLuis Ramirez Agudelo0Gabriel Yarmush1Suneel Kumar2Francois Berthiaume3Department of Biomedical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USADepartment of Biomedical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USADepartment of Biomedical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USADepartment of Biomedical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USAAccelerating healing is a clinical goal in both acute and chronic non-healing skin wounds. We leveraged the public Recon database, which seeks to aggregate all of the metabolic pathways in the human body, to uncover whether increasing the supply of specific metabolites can bolster cellular metabolism and, in turn, enhance wound healing. The database was reduced to a set of 357 reactions and 339 metabolites that were better suited for human cells in culture. Monte Carlo simulations were performed to identify the impact of 25 different inputs on the metabolic fluxes within the cellular biochemical network. Biomass and ATP production were used as surrogate markers for cell proliferation and cell migration (an energy-intensive process), respectively, both of which are critical to wound healing. The subset of simulations yielding the highest ATP production or biomass production were those where glycine and/or glutamine uptake was increased. Maximizing ATP and biomass also generally increased oxygen uptake. Due to its low availability in chronic wounds, another set of simulations was carried out in which oxygen uptake was held constant to mimic the effect of a limited oxygen supply. However, even with this constraint, glycine and glutamine remained the most promising interventions. The predictions were tested in vitro using immortalized human keratinocytes. Amino acid uptake was tentatively increased by supplementing the base culture media with additional glycine and/or glutamine, with valine supplementation with a similar nitrogen load as a control. Glycine supplementation significantly increased cellular proliferation above the base media and accelerated wound closure rate in wound scratch assay. However, glutamine and valine supplementation did not improve these parameters above base media, and glutamine even suppressed the benefit of glycine in cultures supplemented with both amino acids. In conclusion, glycine supplementation enhances cellular processes that are associated with wound healing.https://www.mdpi.com/2079-7737/14/6/722wound healingmetabolic flux analysiskeratinocytescell proliferationATP synthesis |
| spellingShingle | Luis Ramirez Agudelo Gabriel Yarmush Suneel Kumar Francois Berthiaume Optimizing Cellular Metabolism Through Mass Balance Analysis to Improve Skin Wound Healing Biology wound healing metabolic flux analysis keratinocytes cell proliferation ATP synthesis |
| title | Optimizing Cellular Metabolism Through Mass Balance Analysis to Improve Skin Wound Healing |
| title_full | Optimizing Cellular Metabolism Through Mass Balance Analysis to Improve Skin Wound Healing |
| title_fullStr | Optimizing Cellular Metabolism Through Mass Balance Analysis to Improve Skin Wound Healing |
| title_full_unstemmed | Optimizing Cellular Metabolism Through Mass Balance Analysis to Improve Skin Wound Healing |
| title_short | Optimizing Cellular Metabolism Through Mass Balance Analysis to Improve Skin Wound Healing |
| title_sort | optimizing cellular metabolism through mass balance analysis to improve skin wound healing |
| topic | wound healing metabolic flux analysis keratinocytes cell proliferation ATP synthesis |
| url | https://www.mdpi.com/2079-7737/14/6/722 |
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