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Assessing the Impact of Tissue Target Concentration Data on Uncertainty in In Vivo Target Coverage Predictions
Understanding pharmacological target coverage is fundamental in drug discovery and development as it helps establish a sequence of research activities, from laboratory objectives to clinical doses. To this end, we evaluated the impact of tissue target concentration data on the level of confidence in...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5080652/ https://www.ncbi.nlm.nih.gov/pubmed/27770597 http://dx.doi.org/10.1002/psp4.12126 |
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author | Tiwari, A Luo, H Chen, X Singh, P Bhattacharya, I Jasper, P Tolsma, JE Jones, HM Zutshi4, A Abraham5, AK |
author_facet | Tiwari, A Luo, H Chen, X Singh, P Bhattacharya, I Jasper, P Tolsma, JE Jones, HM Zutshi4, A Abraham5, AK |
author_sort | Tiwari, A |
collection | PubMed |
description | Understanding pharmacological target coverage is fundamental in drug discovery and development as it helps establish a sequence of research activities, from laboratory objectives to clinical doses. To this end, we evaluated the impact of tissue target concentration data on the level of confidence in tissue coverage predictions using a site of action (SoA) model for antibodies. By fitting the model to increasing amounts of synthetic tissue data and comparing the uncertainty in SoA coverage predictions, we confirmed that, in general, uncertainty decreases with longitudinal tissue data. Furthermore, a global sensitivity analysis showed that coverage is sensitive to experimentally identifiable parameters, such as baseline target concentration in plasma and target turnover half‐life and fixing them reduces uncertainty in coverage predictions. Overall, our computational analysis indicates that measurement of baseline tissue target concentration reduces the uncertainty in coverage predictions and identifies target‐related parameters that greatly impact the confidence in coverage predictions. |
format | Online Article Text |
id | pubmed-5080652 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-50806522016-10-31 Assessing the Impact of Tissue Target Concentration Data on Uncertainty in In Vivo Target Coverage Predictions Tiwari, A Luo, H Chen, X Singh, P Bhattacharya, I Jasper, P Tolsma, JE Jones, HM Zutshi4, A Abraham5, AK CPT Pharmacometrics Syst Pharmacol Original Articles Understanding pharmacological target coverage is fundamental in drug discovery and development as it helps establish a sequence of research activities, from laboratory objectives to clinical doses. To this end, we evaluated the impact of tissue target concentration data on the level of confidence in tissue coverage predictions using a site of action (SoA) model for antibodies. By fitting the model to increasing amounts of synthetic tissue data and comparing the uncertainty in SoA coverage predictions, we confirmed that, in general, uncertainty decreases with longitudinal tissue data. Furthermore, a global sensitivity analysis showed that coverage is sensitive to experimentally identifiable parameters, such as baseline target concentration in plasma and target turnover half‐life and fixing them reduces uncertainty in coverage predictions. Overall, our computational analysis indicates that measurement of baseline tissue target concentration reduces the uncertainty in coverage predictions and identifies target‐related parameters that greatly impact the confidence in coverage predictions. John Wiley and Sons Inc. 2016-10-22 2016-10 /pmc/articles/PMC5080652/ /pubmed/27770597 http://dx.doi.org/10.1002/psp4.12126 Text en © 2016 The Authors CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals, Inc. on behalf of American Society for Clinical Pharmacology and Therapeutics This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial‐NoDerivs (http://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Original Articles Tiwari, A Luo, H Chen, X Singh, P Bhattacharya, I Jasper, P Tolsma, JE Jones, HM Zutshi4, A Abraham5, AK Assessing the Impact of Tissue Target Concentration Data on Uncertainty in In Vivo Target Coverage Predictions |
title | Assessing the Impact of Tissue Target Concentration Data on Uncertainty in In Vivo Target Coverage Predictions |
title_full | Assessing the Impact of Tissue Target Concentration Data on Uncertainty in In Vivo Target Coverage Predictions |
title_fullStr | Assessing the Impact of Tissue Target Concentration Data on Uncertainty in In Vivo Target Coverage Predictions |
title_full_unstemmed | Assessing the Impact of Tissue Target Concentration Data on Uncertainty in In Vivo Target Coverage Predictions |
title_short | Assessing the Impact of Tissue Target Concentration Data on Uncertainty in In Vivo Target Coverage Predictions |
title_sort | assessing the impact of tissue target concentration data on uncertainty in in vivo target coverage predictions |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5080652/ https://www.ncbi.nlm.nih.gov/pubmed/27770597 http://dx.doi.org/10.1002/psp4.12126 |
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