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1.
Elife ; 112022 05 12.
Artigo em Inglês | MEDLINE | ID: mdl-35550030

RESUMO

Metastatic castration-resistant prostate cancers (mCRPCs) are treated with therapies that antagonize the androgen receptor (AR). Nearly all patients develop resistance to AR-targeted therapies (ARTs). Our previous work identified CREB5 as an upregulated target gene in human mCRPC that promoted resistance to all clinically approved ART. The mechanisms by which CREB5 promotes progression of mCRPC or other cancers remains elusive. Integrating ChIP-seq and rapid immunoprecipitation and mass spectroscopy of endogenous proteins, we report that cells overexpressing CREB5 demonstrate extensive reprogramming of nuclear protein-protein interactions in response to the ART agent enzalutamide. Specifically, CREB5 physically interacts with AR, the pioneering actor FOXA1, and other known co-factors of AR and FOXA1 at transcription regulatory elements recently found to be active in mCRPC patients. We identified a subset of CREB5/FOXA1 co-interacting nuclear factors that have critical functions for AR transcription (GRHL2, HOXB13) while others (TBX3, NFIC) regulated cell viability and ART resistance and were amplified or overexpressed in mCRPC. Upon examining the nuclear protein interactions and the impact of CREB5 expression on the mCRPC patient transcriptome, we found that CREB5 was associated with Wnt signaling and epithelial to mesenchymal transitions, implicating these pathways in CREB5/FOXA1-mediated ART resistance. Overall, these observations define the molecular interactions among CREB5, FOXA1, and pathways that promote ART resistance.


Assuntos
Neoplasias de Próstata Resistentes à Castração , Receptores Androgênicos , Linhagem Celular Tumoral , Núcleo Celular/metabolismo , Proteína A de Ligação a Elemento de Resposta do AMP Cíclico , Fator 3-alfa Nuclear de Hepatócito/genética , Humanos , Masculino , Neoplasias de Próstata Resistentes à Castração/tratamento farmacológico , Neoplasias de Próstata Resistentes à Castração/genética , Neoplasias de Próstata Resistentes à Castração/metabolismo , Receptores Androgênicos/genética , Receptores Androgênicos/metabolismo
2.
Nature ; 598(7880): 348-352, 2021 10.
Artigo em Inglês | MEDLINE | ID: mdl-34552244

RESUMO

The determination of molecular features that mediate clinically aggressive phenotypes in prostate cancer remains a major biological and clinical challenge1,2. Recent advances in interpretability of machine learning models as applied to biomedical problems may enable discovery and prediction in clinical cancer genomics3-5. Here we developed P-NET-a biologically informed deep learning model-to stratify patients with prostate cancer by treatment-resistance state and evaluate molecular drivers of treatment resistance for therapeutic targeting through complete model interpretability. We demonstrate that P-NET can predict cancer state using molecular data with a performance that is superior to other modelling approaches. Moreover, the biological interpretability within P-NET revealed established and novel molecularly altered candidates, such as MDM4 and FGFR1, which were implicated in predicting advanced disease and validated in vitro. Broadly, biologically informed fully interpretable neural networks enable preclinical discovery and clinical prediction in prostate cancer and may have general applicability across cancer types.


Assuntos
Aprendizado Profundo , Neoplasias da Próstata/diagnóstico , Neoplasias da Próstata/tratamento farmacológico , Proteínas de Ciclo Celular/genética , Resistencia a Medicamentos Antineoplásicos/efeitos dos fármacos , Resistencia a Medicamentos Antineoplásicos/genética , Humanos , Masculino , Neoplasias da Próstata/genética , Proteínas Proto-Oncogênicas/genética , Receptor Tipo 1 de Fator de Crescimento de Fibroblastos/genética , Receptores Androgênicos/genética , Reprodutibilidade dos Testes , Proteína Supressora de Tumor p53/genética
3.
Int J Mol Sci ; 21(22)2020 Nov 18.
Artigo em Inglês | MEDLINE | ID: mdl-33217970

RESUMO

Sarcomere and cytoskeleton genes, or actomyosin genes, regulate cell biology including mechanical stress, cell motility, and cell division. While actomyosin genes are recurrently dysregulated in cancers, their oncogenic roles have not been examined in a lineage-specific fashion. In this report, we investigated dysregulation of nine sarcomeric and cytoskeletal genes across 20 cancer lineages. We found that uterine cancers harbored the highest frequencies of amplification and overexpression of the gamma actin gene, ACTG1. Each of the four subtypes of uterine cancers, mixed endometrial carcinomas, serous carcinomas, endometroid carcinomas, and carcinosarcomas harbored between 5~20% of ACTG1 gene amplification or overexpression. Clinically, patients with ACTG1 gains had a poor prognosis. ACTG1 gains showed transcriptional patterns that reflect activation of oncogenic signals, repressed response to innate immunity, or immunotherapy. Functionally, the CRISPR-CAS9 gene deletion of ACTG1 had the most robust and consistent effects in uterine cancer cells relative to 20 other lineages. Overall, we propose that ACTG1 regulates the fitness of uterine cancer cells by modulating cell-intrinsic properties and the tumor microenvironment. In summary, the ACTG1 functions relative to other actomyosin genes support the notion that it is a potential biomarker and a target gene in uterine cancer precision therapies.


Assuntos
Actinas , Biomarcadores Tumorais , Amplificação de Genes , Proteínas de Neoplasias , Neoplasias Uterinas , Actinas/genética , Actinas/metabolismo , Biomarcadores Tumorais/genética , Biomarcadores Tumorais/metabolismo , Linhagem Celular Tumoral , Intervalo Livre de Doença , Feminino , Humanos , Proteínas de Neoplasias/genética , Proteínas de Neoplasias/metabolismo , Taxa de Sobrevida , Neoplasias Uterinas/genética , Neoplasias Uterinas/metabolismo , Neoplasias Uterinas/mortalidade , Neoplasias Uterinas/patologia
4.
Cell Rep ; 29(8): 2355-2370.e6, 2019 11 19.
Artigo em Inglês | MEDLINE | ID: mdl-31747605

RESUMO

Androgen-receptor (AR) inhibitors, including enzalutamide, are used for treatment of all metastatic castration-resistant prostate cancers (mCRPCs). However, some patients develop resistance or never respond. We find that the transcription factor CREB5 confers enzalutamide resistance in an open reading frame (ORF) expression screen and in tumor xenografts. CREB5 overexpression is essential for an enzalutamide-resistant patient-derived organoid. In AR-expressing prostate cancer cells, CREB5 interactions enhance AR activity at a subset of promoters and enhancers upon enzalutamide treatment, including MYC and genes involved in the cell cycle. In mCRPC, we found recurrent amplification and overexpression of CREB5. Our observations identify CREB5 as one mechanism that drives resistance to AR antagonists in prostate cancers.


Assuntos
Antagonistas de Receptores de Andrógenos/uso terapêutico , Proteína A de Ligação a Elemento de Resposta do AMP Cíclico/metabolismo , Antineoplásicos/uso terapêutico , Benzamidas , Proteína A de Ligação a Elemento de Resposta do AMP Cíclico/genética , Resistencia a Medicamentos Antineoplásicos/genética , Humanos , Masculino , Nitrilas , Fases de Leitura Aberta/genética , Feniltioidantoína/análogos & derivados , Regiões Promotoras Genéticas/genética , Neoplasias de Próstata Resistentes à Castração/tratamento farmacológico , Neoplasias de Próstata Resistentes à Castração/genética , Receptores Androgênicos/genética , Receptores Androgênicos/metabolismo
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