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1.
PLoS Comput Biol ; 15(10): e1007441, 2019 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-31596847

RESUMO

[This corrects the article DOI: 10.1371/journal.pcbi.1006840.].

2.
PLoS Comput Biol ; 15(3): e1006840, 2019 03.
Artigo em Inglês | MEDLINE | ID: mdl-30856168

RESUMO

Drug resistance in breast cancer cell populations has been shown to arise through phenotypic transition of cancer cells to a drug-tolerant state, for example through epithelial-to-mesenchymal transition or transition to a cancer stem cell state. However, many breast tumors are a heterogeneous mixture of cell types with numerous epigenetic states in addition to stem-like and mesenchymal phenotypes, and the dynamic behavior of this heterogeneous mixture in response to drug treatment is not well-understood. Recently, we showed that plasticity between differentiation states, as identified with intracellular markers such as cytokeratins, is linked to resistance to specific targeted therapeutics. Understanding the dynamics of differentiation-state transitions in this context could facilitate the development of more effective treatments for cancers that exhibit phenotypic heterogeneity and plasticity. In this work, we develop computational models of a drug-treated, phenotypically heterogeneous triple-negative breast cancer (TNBC) cell line to elucidate the feasibility of differentiation-state transition as a mechanism for therapeutic escape in this tumor subtype. Specifically, we use modeling to predict the changes in differentiation-state transitions that underlie specific therapy-induced changes in differentiation-state marker expression that we recently observed in the HCC1143 cell line. We report several statistically significant therapy-induced changes in transition rates between basal, luminal, mesenchymal, and non-basal/non-luminal/non-mesenchymal differentiation states in HCC1143 cell populations. Moreover, we validate model predictions on cell division and cell death empirically, and we test our models on an independent data set. Overall, we demonstrate that changes in differentiation-state transition rates induced by targeted therapy can provoke distinct differentiation-state aggregations of drug-resistant cells, which may be fundamental to the design of improved therapeutic regimens for cancers with phenotypic heterogeneity.


Assuntos
Neoplasias de Mama Triplo Negativas/patologia , Neoplasias de Mama Triplo Negativas/terapia , Antineoplásicos/farmacologia , Biomarcadores Tumorais/metabolismo , Morte Celular , Diferenciação Celular/efeitos dos fármacos , Divisão Celular , Linhagem Celular Tumoral , Dimetil Sulfóxido/farmacologia , Transição Epitelial-Mesenquimal , Feminino , Humanos , Imidazóis/farmacologia , Modelos Biológicos , Piridonas/farmacologia , Pirimidinonas/farmacologia , Quinolinas/farmacologia , Neoplasias de Mama Triplo Negativas/metabolismo
3.
Nat Commun ; 9(1): 3815, 2018 09 19.
Artigo em Inglês | MEDLINE | ID: mdl-30232459

RESUMO

Intratumoral heterogeneity in cancers arises from genomic instability and epigenomic plasticity and is associated with resistance to cytotoxic and targeted therapies. We show here that cell-state heterogeneity, defined by differentiation-state marker expression, is high in triple-negative and basal-like breast cancer subtypes, and that drug tolerant persister (DTP) cell populations with altered marker expression emerge during treatment with a wide range of pathway-targeted therapeutic compounds. We show that MEK and PI3K/mTOR inhibitor-driven DTP states arise through distinct cell-state transitions rather than by Darwinian selection of preexisting subpopulations, and that these transitions involve dynamic remodeling of open chromatin architecture. Increased activity of many chromatin modifier enzymes, including BRD4, is observed in DTP cells. Co-treatment with the PI3K/mTOR inhibitor BEZ235 and the BET inhibitor JQ1 prevents changes to the open chromatin architecture, inhibits the acquisition of a DTP state, and results in robust cell death in vitro and xenograft regression in vivo.


Assuntos
Neoplasias da Mama/patologia , Diferenciação Celular , Plasticidade Celular , Resistencia a Medicamentos Antineoplásicos , Animais , Antineoplásicos/uso terapêutico , Azepinas/farmacologia , Neoplasias da Mama/tratamento farmacológico , Linhagem Celular Tumoral , Cromatina/metabolismo , Feminino , Humanos , Camundongos Endogâmicos NOD , Camundongos SCID , Terapia de Alvo Molecular , Triazóis/farmacologia , Neoplasias de Mama Triplo Negativas/patologia
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