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Modeling the Steady-State Effects of Mean Arterial Pressure on the Kidneys
Goal: We describe the relationship between mean arterial pressure (MAP) and glomerular filtration rate (GFR) since therapies affecting MAP can have large effects on kidney function. Methods: We developed a closed-loop, steady-state mechanistic model of the human kidney with a reduced parameter set e...
Formato: | Online Artículo Texto |
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Lenguaje: | English |
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IEEE
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8901020/ https://www.ncbi.nlm.nih.gov/pubmed/35402971 http://dx.doi.org/10.1109/OJEMB.2020.3036547 |
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collection | PubMed |
description | Goal: We describe the relationship between mean arterial pressure (MAP) and glomerular filtration rate (GFR) since therapies affecting MAP can have large effects on kidney function. Methods: We developed a closed-loop, steady-state mechanistic model of the human kidney with a reduced parameter set estimated from measurements. Results: The model was first validated against literature models. Further, GFR was validated against intensive care patient data (root mean squared error (RMSE) 13.5 mL/min) and against hypertensive patients receiving sodium nitroprusside (SNP) (RMSE less than 5 mL/min). A sensitivity analysis of the model reinforced the fact that vascular resistance is inversely related to GFR and showed that changes to either vascular resistance or renal autoregulation cause a significant change in sodium concentration in the descending limb of Henle. Conclusions: This model can be used to determine the impact of MAP on GFR and overall kidney health. The modeling framework lends itself to personalization of the model to a specific human. |
format | Online Article Text |
id | pubmed-8901020 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | IEEE |
record_format | MEDLINE/PubMed |
spelling | pubmed-89010202022-04-07 Modeling the Steady-State Effects of Mean Arterial Pressure on the Kidneys IEEE Open J Eng Med Biol Article Goal: We describe the relationship between mean arterial pressure (MAP) and glomerular filtration rate (GFR) since therapies affecting MAP can have large effects on kidney function. Methods: We developed a closed-loop, steady-state mechanistic model of the human kidney with a reduced parameter set estimated from measurements. Results: The model was first validated against literature models. Further, GFR was validated against intensive care patient data (root mean squared error (RMSE) 13.5 mL/min) and against hypertensive patients receiving sodium nitroprusside (SNP) (RMSE less than 5 mL/min). A sensitivity analysis of the model reinforced the fact that vascular resistance is inversely related to GFR and showed that changes to either vascular resistance or renal autoregulation cause a significant change in sodium concentration in the descending limb of Henle. Conclusions: This model can be used to determine the impact of MAP on GFR and overall kidney health. The modeling framework lends itself to personalization of the model to a specific human. IEEE 2020-11-06 /pmc/articles/PMC8901020/ /pubmed/35402971 http://dx.doi.org/10.1109/OJEMB.2020.3036547 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Modeling the Steady-State Effects of Mean Arterial Pressure on the Kidneys |
title | Modeling the Steady-State Effects of Mean Arterial Pressure on the Kidneys |
title_full | Modeling the Steady-State Effects of Mean Arterial Pressure on the Kidneys |
title_fullStr | Modeling the Steady-State Effects of Mean Arterial Pressure on the Kidneys |
title_full_unstemmed | Modeling the Steady-State Effects of Mean Arterial Pressure on the Kidneys |
title_short | Modeling the Steady-State Effects of Mean Arterial Pressure on the Kidneys |
title_sort | modeling the steady-state effects of mean arterial pressure on the kidneys |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8901020/ https://www.ncbi.nlm.nih.gov/pubmed/35402971 http://dx.doi.org/10.1109/OJEMB.2020.3036547 |
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