Cargando…
Differential selective pressure alters rate of drug resistance acquisition in heterogeneous tumor populations
Recent drug discovery and development efforts have created a large arsenal of targeted and chemotherapeutic drugs for precision medicine. However, drug resistance remains a major challenge as minor pre-existing resistant subpopulations are often found to be enriched at relapse. Current drug design h...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5098152/ https://www.ncbi.nlm.nih.gov/pubmed/27819268 http://dx.doi.org/10.1038/srep36198 |
_version_ | 1782465727763054592 |
---|---|
author | Sun, Daphne Dalin, Simona Hemann, Michael T. Lauffenburger, Douglas A. Zhao, Boyang |
author_facet | Sun, Daphne Dalin, Simona Hemann, Michael T. Lauffenburger, Douglas A. Zhao, Boyang |
author_sort | Sun, Daphne |
collection | PubMed |
description | Recent drug discovery and development efforts have created a large arsenal of targeted and chemotherapeutic drugs for precision medicine. However, drug resistance remains a major challenge as minor pre-existing resistant subpopulations are often found to be enriched at relapse. Current drug design has been heavily focused on initial efficacy, and we do not fully understand the effects of drug selective pressure on long-term drug resistance potential. Using a minimal two-population model, taking into account subpopulation proportions and growth/kill rates, we modeled long-term drug treatment and performed parameter sweeps to analyze the effects of each parameter on therapeutic efficacy. We found that drugs with the same overall initial kill may exert differential selective pressures, affecting long-term therapeutic outcome. We validated our conclusions experimentally using a preclinical model of Burkitt’s lymphoma. Furthermore, we highlighted an intrinsic tradeoff between drug-imposed overall selective pressure and rate of adaptation. A principled approach in understanding the effects of distinct drug selective pressures on short-term and long-term tumor response enables better design of therapeutics that ultimately minimize relapse. |
format | Online Article Text |
id | pubmed-5098152 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-50981522016-11-10 Differential selective pressure alters rate of drug resistance acquisition in heterogeneous tumor populations Sun, Daphne Dalin, Simona Hemann, Michael T. Lauffenburger, Douglas A. Zhao, Boyang Sci Rep Article Recent drug discovery and development efforts have created a large arsenal of targeted and chemotherapeutic drugs for precision medicine. However, drug resistance remains a major challenge as minor pre-existing resistant subpopulations are often found to be enriched at relapse. Current drug design has been heavily focused on initial efficacy, and we do not fully understand the effects of drug selective pressure on long-term drug resistance potential. Using a minimal two-population model, taking into account subpopulation proportions and growth/kill rates, we modeled long-term drug treatment and performed parameter sweeps to analyze the effects of each parameter on therapeutic efficacy. We found that drugs with the same overall initial kill may exert differential selective pressures, affecting long-term therapeutic outcome. We validated our conclusions experimentally using a preclinical model of Burkitt’s lymphoma. Furthermore, we highlighted an intrinsic tradeoff between drug-imposed overall selective pressure and rate of adaptation. A principled approach in understanding the effects of distinct drug selective pressures on short-term and long-term tumor response enables better design of therapeutics that ultimately minimize relapse. Nature Publishing Group 2016-11-07 /pmc/articles/PMC5098152/ /pubmed/27819268 http://dx.doi.org/10.1038/srep36198 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Sun, Daphne Dalin, Simona Hemann, Michael T. Lauffenburger, Douglas A. Zhao, Boyang Differential selective pressure alters rate of drug resistance acquisition in heterogeneous tumor populations |
title | Differential selective pressure alters rate of drug resistance acquisition in heterogeneous tumor populations |
title_full | Differential selective pressure alters rate of drug resistance acquisition in heterogeneous tumor populations |
title_fullStr | Differential selective pressure alters rate of drug resistance acquisition in heterogeneous tumor populations |
title_full_unstemmed | Differential selective pressure alters rate of drug resistance acquisition in heterogeneous tumor populations |
title_short | Differential selective pressure alters rate of drug resistance acquisition in heterogeneous tumor populations |
title_sort | differential selective pressure alters rate of drug resistance acquisition in heterogeneous tumor populations |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5098152/ https://www.ncbi.nlm.nih.gov/pubmed/27819268 http://dx.doi.org/10.1038/srep36198 |
work_keys_str_mv | AT sundaphne differentialselectivepressurealtersrateofdrugresistanceacquisitioninheterogeneoustumorpopulations AT dalinsimona differentialselectivepressurealtersrateofdrugresistanceacquisitioninheterogeneoustumorpopulations AT hemannmichaelt differentialselectivepressurealtersrateofdrugresistanceacquisitioninheterogeneoustumorpopulations AT lauffenburgerdouglasa differentialselectivepressurealtersrateofdrugresistanceacquisitioninheterogeneoustumorpopulations AT zhaoboyang differentialselectivepressurealtersrateofdrugresistanceacquisitioninheterogeneoustumorpopulations |