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1.
Cancer Res Commun ; 4(4): 1004-1015, 2024 Apr 08.
Artigo em Inglês | MEDLINE | ID: mdl-38592450

RESUMO

Asbestos and BAP1 germline mutations are risk factors for malignant mesothelioma (MM). While it is well accepted that amphibole asbestos is carcinogenic, the role of serpentine (chrysotile) asbestos in MM has been debated. To address this controversy, we assessed whether minimal exposure to chrysotile could significantly increase the incidence and rate of MM onset in germline Bap1-mutant mice. With either crocidolite or chrysotile, and at each dose tested, MMs occurred at a significantly higher rate and earlier onset time in Bap1-mutant mice than in wild-type littermates. To explore the role of gene-environment interactions in MMs from Bap1-mutant mice, we investigated proinflammatory and protumorigenic factors and the tumor immune microenvironment (TIME). IHC and immunofluorescence staining showed an increased number of macrophages in granulomatous lesions and MMs. The relative number of CD163-positive (CD163+) M2 macrophages in chrysotile-induced MMs was consistently greater than in crocidolite-induced MMs, suggesting that chrysotile induces a more profound immunosuppressive response that creates favorable conditions for evading immune surveillance. MMs from Bap1-mutant mice showed upregulation of CD39/CD73-adenosine and C-C motif chemokine ligand 2 (Ccl2)/C-C motif chemokine receptor 2 (Ccr2) pathways, which together with upregulation of IL6 and IL10, promoted an immunosuppressive TIME, partly by attracting M2 macrophages. Interrogation of published human MM RNA sequencing (RNA-seq) data implicated these same immunosuppressive pathways and connections with CD163+ M2 macrophages. These findings indicate that increased M2 macrophages, along with upregulated CD39/CD73-adenosine and Ccl2/Ccr2 pathways, contribute to an immunosuppressive TIME in chrysotile-induced MMs of Bap1-mutant mice, suggesting that immunotherapeutic strategies targeting protumorigenic immune pathways could be beneficial in human BAP1 mutation carriers who develop MM. SIGNIFICANCE: We show that germline Bap1-mutant mice have enhanced susceptibility to MM upon minimal exposure to chrysotile asbestos, not only amphibole fibers. Chrysotile induced a more profound immune tumor response than crocidolite in Bap1-mutant mice by upregulating CD39/CD73-adenosine and Ccl2/Ccr2 pathways and recruiting more M2 macrophages, which together contributed to an immunosuppressive tumor microenvironment. Interrogation of human MM RNA-seq data revealed interconnected immunosuppressive pathways consistent with our mouse findings.


Assuntos
Mesotelioma Maligno , Mesotelioma , Neoplasias Mesoteliais , Humanos , Animais , Camundongos , Asbestos Serpentinas , Amiantos Anfibólicos , Asbesto Crocidolita/toxicidade , Microambiente Tumoral/genética , Mesotelioma/induzido quimicamente , Adenosina , Imunossupressores , Células Germinativas
2.
J Biol Chem ; 299(8): 105044, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-37451478

RESUMO

Overexpression of actin-binding protein profilin-1 (Pfn1) correlates with advanced disease features and adverse clinical outcome of patients with clear cell renal carcinoma, the most prevalent form of renal cancer. We previously reported that Pfn1 is predominantly overexpressed in tumor-associated vascular endothelial cells in human clear cell renal carcinoma. In this study, we combined in vivo strategies involving endothelial cell-specific depletion and overexpression of Pfn1 to demonstrate a role of vascular endothelial Pfn1 in promoting tumorigenicity and enabling progressive growth and metastasis of renal carcinoma cells in a syngeneic orthotopic mouse model of kidney cancer. We established an important role of endothelial Pfn1 in tumor angiogenesis and further identified endothelial Pfn1-dependent regulation of several pro- (VEGF, SERPINE1, CCL2) and anti-angiogenic factors (platelet factor 4) in vivo. Endothelial Pfn1 overexpression increases tumor infiltration by macrophages and concomitantly diminishes tumor infiltration by T cells including CD8+ T cells in vivo, correlating with the pattern of endothelial Pfn1-dependent changes in tumor abundance of several prominent immunomodulatory cytokines. These data were also corroborated by multiplexed quantitative immunohistochemistry and immune deconvolution analyses of RNA-seq data of clinical samples. Guided by Upstream Regulator Analysis of tumor transcriptome data, we further established endothelial Pfn1-induced Hif1α elevation and suppression of STAT1 activation. In conclusion, this study demonstrates for the first time a direct causal relationship between vascular endothelial Pfn1 dysregulation, immunosuppressive tumor microenvironment, and disease progression with mechanistic insights in kidney cancer. Our study also provides a conceptual basis for targeting Pfn1 for therapeutic benefit in kidney cancer.


Assuntos
Carcinoma de Células Renais , Neoplasias Renais , Profilinas , Microambiente Tumoral , Animais , Humanos , Camundongos , Carcinoma de Células Renais/genética , Células Endoteliais/metabolismo , Neoplasias Renais/genética , Profilinas/genética , Profilinas/metabolismo , Progressão da Doença
4.
Nat Cancer ; 4(4): 516-534, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36927792

RESUMO

T cell-centric immunotherapies have shown modest clinical benefit thus far for estrogen receptor-positive (ER+) breast cancer. Despite accounting for 70% of all breast cancers, relatively little is known about the immunobiology of ER+ breast cancer in women with invasive ductal carcinoma (IDC) and invasive lobular carcinoma (ILC). To investigate this, we performed phenotypic, transcriptional and functional analyses for a cohort of treatment-naive IDC (n = 94) and ILC (n = 87) tumors. We show that macrophages, and not T cells, are the predominant immune cells infiltrating the tumor bed and the most transcriptionally diverse cell subset between IDC and ILC. Analysis of cellular neighborhoods revealed an interplay between macrophages and T cells associated with longer disease-free survival in IDC but not ILC. Our datasets provide a rich resource for further interrogation into immune cell dynamics in ER+ IDC and ILC and highlight macrophages as a potential target for ER+ breast cancer.


Assuntos
Neoplasias da Mama , Carcinoma Ductal de Mama , Carcinoma Lobular , Feminino , Humanos , Carcinoma Lobular/tratamento farmacológico , Neoplasias da Mama/tratamento farmacológico , Carcinoma Ductal de Mama/tratamento farmacológico , Resultado do Tratamento , Intervalo Livre de Doença , Microambiente Tumoral
5.
Cell Rep ; 40(12): 111371, 2022 09 20.
Artigo em Inglês | MEDLINE | ID: mdl-36130512

RESUMO

ATR kinase is a central regulator of the DNA damage response (DDR) and cell cycle checkpoints. ATR kinase inhibitors (ATRi's) combine with radiation to generate CD8+ T cell-dependent responses in mouse models of cancer. We show that ATRi's induce cyclin-dependent kinase 1 (CDK1)-dependent origin firing across active replicons in CD8+ T cells activated ex vivo while simultaneously decreasing the activity of rate-limiting enzymes for nucleotide biosynthesis. These pleiotropic effects of ATRi induce deoxyuridine (dU) contamination in genomic DNA, R loops, RNA-DNA polymerase collisions, and interferon-α/ß (IFN-α/ß). Remarkably, thymidine rescues ATRi-induced dU contamination and partially rescues death and IFN-α/ß expression in proliferating CD8+ T cells. Thymidine also partially rescues ATRi-induced cancer cell death. We propose that ATRi-induced dU contamination contributes to dose-limiting leukocytopenia and inflammation in the clinic and CD8+ T cell-dependent anti-tumor responses in mouse models. We conclude that ATR is essential to limit dU contamination in genomic DNA and IFN-α/ß expression.


Assuntos
Linfócitos T CD8-Positivos , Proteína Quinase CDC2 , Animais , Proteínas Mutadas de Ataxia Telangiectasia/metabolismo , Linfócitos T CD8-Positivos/metabolismo , Proteína Quinase CDC2/metabolismo , Morte Celular , Linhagem Celular Tumoral , DNA , Dano ao DNA , DNA Polimerase Dirigida por DNA/metabolismo , Desoxiuridina , Genômica , Interferon-alfa/metabolismo , Interferon beta , Camundongos , Nucleotídeos/metabolismo , Inibidores de Proteínas Quinases/farmacologia , RNA , Timidina/farmacologia
6.
Sci Adv ; 7(46): eabi5790, 2021 Nov 12.
Artigo em Inglês | MEDLINE | ID: mdl-34767446

RESUMO

We investigated the impact of cancer-associated mesenchymal stem cells (CA-MSCs) on ovarian tumor immunity. In patient samples, CA-MSC presence inversely correlates with the presence of intratumoral CD8+ T cells. Using an immune "hot" mouse ovarian cancer model, we found that CA-MSCs drive CD8+ T cell tumor immune exclusion and reduce response to anti­PD-L1 immune checkpoint inhibitor (ICI) via secretion of numerous chemokines (Ccl2, Cx3cl1, and Tgf-ß1), which recruit immune-suppressive CD14+Ly6C+Cx3cr1+ monocytic cells and polarize macrophages to an immune suppressive Ccr2hiF4/80+Cx3cr1+CD206+ phenotype. Both monocytes and macrophages express high levels of transforming growth factor ß­induced (Tgfbi) protein, which suppresses NK cell activity. Hedgehog inhibitor (HHi) therapy reversed CA-MSC effects, reducing myeloid cell presence and expression of Tgfbi, increasing intratumoral NK cell numbers, and restoring response to ICI therapy. Thus, CA-MSCs regulate antitumor immunity, and CA-MSC hedgehog signaling is an important target for cancer immunotherapy.

7.
Clin Cancer Res ; 27(22): 6250-6264, 2021 11 15.
Artigo em Inglês | MEDLINE | ID: mdl-34407971

RESUMO

PURPOSE: Human papillomavirus (HPV) infection drives the development of some head and neck squamous cell carcinomas (HNSCC). This disease is rapidly increasing in incidence worldwide. Although these tumors are sensitive to treatment, approximately 10% of patients fail therapy. However, the mechanisms that underlie treatment failure remain unclear. EXPERIMENTAL DESIGN: We performed RNA sequencing (RNA-seq) on tissues from matched primary- (pHNSCC) and metachronous-recurrent cancers (rHNSCC) to identify transcriptional differences to gain mechanistic insight into the evolutionary adaptations of metachronous-recurrent tumors. We used HPV-related HNSCC cells lines to investigate the effect of (i) NRF2 overexpression on growth in vitro and in vivo, (ii) oxidative phosphorylation (OXPHOS) inhibition using IACS-010759 on NRF2-dependent cells, and (iii) combination of cisplatin and OXPHOS inhibition. RESULTS: The OXPHOS pathway is enriched in recurrent HPV-associated HNSCC and may contribute to treatment failure. NRF2-enriched HNSCC samples from The Cancer Genome Atlas (TCGA) with enrichment in OXPHOS, fatty-acid metabolism, Myc, Mtor, reactive oxygen species (ROS), and glycolytic signaling networks exhibited worse survival. HPV-positive HNSCC cells demonstrated sensitivity to the OXPHOS inhibitor, in a NRF2-dependent manner. Further, using murine xenograft models, we identified NRF2 as a driver of tumor growth. Mechanistically, NRF2 drives ROS and mitochondrial respiration, and NRF2 is a critical regulator of redox homeostasis that can be crippled by disruption of OXPHOS. NRF2 also mediated cisplatin sensitivity in endogenously overexpressing primary HPV-related HNSCC cells. CONCLUSIONS: These results unveil a paradigm-shifting translational target harnessing NRF2-mediated metabolic reprogramming in HPV-related HNSCC.


Assuntos
Alphapapillomavirus , Neoplasias de Cabeça e Pescoço , Infecções por Papillomavirus , Animais , Neoplasias de Cabeça e Pescoço/genética , Humanos , Camundongos , Recidiva Local de Neoplasia/genética , Fosforilação Oxidativa , Papillomaviridae/genética , Infecções por Papillomavirus/complicações , Infecções por Papillomavirus/genética
8.
Cancer Cell ; 39(9): 1245-1261.e6, 2021 09 13.
Artigo em Inglês | MEDLINE | ID: mdl-34388376

RESUMO

The clinical success of EGFR inhibitors in EGFR-mutant lung cancer is limited by the eventual development of acquired resistance. We hypothesize that enhancing apoptosis through combination therapies can eradicate cancer cells and reduce the emergence of drug-tolerant persisters. Through high-throughput screening of a custom library of ∼1,000 compounds, we discover Aurora B kinase inhibitors as potent enhancers of osimertinib-induced apoptosis. Mechanistically, Aurora B inhibition stabilizes BIM through reduced Ser87 phosphorylation, and transactivates PUMA through FOXO1/3. Importantly, osimertinib resistance caused by epithelial-mesenchymal transition (EMT) activates the ATR-CHK1-Aurora B signaling cascade and thereby engenders hypersensitivity to respective kinase inhibitors by activating BIM-mediated mitotic catastrophe. Combined inhibition of EGFR and Aurora B not only efficiently eliminates cancer cells but also overcomes resistance beyond EMT.


Assuntos
Acrilamidas/farmacologia , Compostos de Anilina/farmacologia , Carcinoma Pulmonar de Células não Pequenas/metabolismo , Resistencia a Medicamentos Antineoplásicos/efeitos dos fármacos , Neoplasias Pulmonares/metabolismo , Inibidores de Proteínas Quinases/farmacologia , Proteínas Reguladoras de Apoptose/metabolismo , Aurora Quinase B/antagonistas & inibidores , Proteína 11 Semelhante a Bcl-2/metabolismo , Carcinoma Pulmonar de Células não Pequenas/tratamento farmacológico , Linhagem Celular Tumoral , Ensaios de Seleção de Medicamentos Antitumorais , Sinergismo Farmacológico , Transição Epitelial-Mesenquimal/efeitos dos fármacos , Regulação Neoplásica da Expressão Gênica/efeitos dos fármacos , Ensaios de Triagem em Larga Escala , Humanos , Neoplasias Pulmonares/tratamento farmacológico , Proteínas Proto-Oncogênicas/metabolismo , Bibliotecas de Moléculas Pequenas/farmacologia
9.
Proc Natl Acad Sci U S A ; 116(48): 23891-23893, 2019 11 26.
Artigo em Inglês | MEDLINE | ID: mdl-31712441

RESUMO

WEE1 kinase is a key regulator of the G2/M transition. The WEE1 kinase inhibitor AZD1775 (WEE1i) induces origin firing in replicating cells. We show that WEE1i induces CDK1-dependent RIF1 phosphorylation and CDK2- and CDC7-dependent activation of the replicative helicase. WEE1 suppresses CDK1 and CDK2 kinase activities to regulate the G1/S transition after the origin licensing is complete. We identify a role for WEE1 in cell cycle regulation and important effects of AZD1775, which is in clinical trials.


Assuntos
Proteína Quinase CDC2/metabolismo , Proteínas de Ciclo Celular/fisiologia , Fase G1/efeitos dos fármacos , Proteínas Tirosina Quinases/fisiologia , Pirazóis/farmacologia , Pirimidinonas/farmacologia , Fase S/efeitos dos fármacos , Ciclo Celular/fisiologia , Pontos de Checagem do Ciclo Celular/efeitos dos fármacos , Proteínas de Ciclo Celular/antagonistas & inibidores , Células HEK293 , Humanos , Fosforilação , Proteínas Tirosina Quinases/antagonistas & inibidores , Proteínas de Ligação a Telômeros/metabolismo
10.
Nat Commun ; 10(1): 4369, 2019 09 25.
Artigo em Inglês | MEDLINE | ID: mdl-31554806

RESUMO

Chromatin accessibility data can elucidate the developmental origin of cancer cells and reveal the enhancer landscape of key oncogenic transcriptional regulators. We develop a computational strategy called PSIONIC (patient-specific inference of networks informed by chromatin) to combine chromatin accessibility data with large tumor expression data and model the effect of enhancers on transcriptional programs in multiple cancers. We generate a new ATAC-seq data profiling chromatin accessibility in gynecologic and basal breast cancer cell lines and apply PSIONIC to 723 patient and 96 cell line RNA-seq profiles from ovarian, uterine, and basal breast cancers. Our computational framework enables us to share information across tumors to learn patient-specific TF activities, revealing regulatory differences between and within tumor types. PSIONIC-predicted activity for MTF1 in cell line models correlates with sensitivity to MTF1 inhibition, showing the potential of our approach for personalized therapy. Many identified TFs are significantly associated with survival outcome. To validate PSIONIC-derived prognostic TFs, we perform immunohistochemical analyses in 31 uterine serous tumors for ETV6 and 45 basal breast tumors for MITF and confirm that the corresponding protein expression patterns are also significantly associated with prognosis.


Assuntos
Neoplasias da Mama/genética , Cromatina/genética , Biologia Computacional/métodos , Perfilação da Expressão Gênica/métodos , Regulação Neoplásica da Expressão Gênica , Redes Reguladoras de Genes , Neoplasias da Mama/patologia , Linhagem Celular Tumoral , Proteínas de Ligação a DNA/genética , Feminino , Humanos , Estimativa de Kaplan-Meier , Fatores de Transcrição/genética , Fator MTF-1 de Transcrição
11.
Proc Natl Acad Sci U S A ; 116(27): 13374-13383, 2019 07 02.
Artigo em Inglês | MEDLINE | ID: mdl-31209037

RESUMO

DNA damage-induced signaling by ATR and CHK1 inhibits DNA replication, stabilizes stalled and collapsed replication forks, and mediates the repair of multiple classes of DNA lesions. We and others have shown that ATR kinase inhibitors, three of which are currently undergoing clinical trials, induce excessive origin firing during unperturbed DNA replication, indicating that ATR kinase activity limits replication initiation in the absence of damage. However, the origins impacted and the underlying mechanism(s) have not been described. Here, we show that unperturbed DNA replication is associated with a low level of ATR and CHK1 kinase signaling and that inhibition of this signaling induces dormant origin firing at sites of ongoing replication throughout the S phase. We show that ATR and CHK1 kinase inhibitors induce RIF1 Ser2205 phosphorylation in a CDK1-dependent manner, which disrupts an interaction between RIF1 and PP1 phosphatase. Thus, ATR and CHK1 signaling suppresses CDK1 kinase activity throughout the S phase and stabilizes an interaction between RIF1 and PP1 in replicating cells. PP1 dephosphorylates key CDC7 and CDK2 kinase substrates to inhibit the assembly and activation of the replicative helicase. This mechanism limits origin firing during unperturbed DNA replication in human cells.


Assuntos
Proteínas Mutadas de Ataxia Telangiectasia/metabolismo , Quinase 1 do Ponto de Checagem/metabolismo , Replicação do DNA , Transdução de Sinais , Dano ao DNA , Fibroblastos , Células HEK293 , Humanos , Fosforilação , Proteínas de Ligação a Telômeros/metabolismo
12.
Cancer Discov ; 8(12): 1548-1565, 2018 12.
Artigo em Inglês | MEDLINE | ID: mdl-30322867

RESUMO

Malignant pleural mesothelioma (MPM) is a highly lethal cancer of the lining of the chest cavity. To expand our understanding of MPM, we conducted a comprehensive integrated genomic study, including the most detailed analysis of BAP1 alterations to date. We identified histology-independent molecular prognostic subsets, and defined a novel genomic subtype with TP53 and SETDB1 mutations and extensive loss of heterozygosity. We also report strong expression of the immune-checkpoint gene VISTA in epithelioid MPM, strikingly higher than in other solid cancers, with implications for the immune response to MPM and for its immunotherapy. Our findings highlight new avenues for further investigation of MPM biology and novel therapeutic options. SIGNIFICANCE: Through a comprehensive integrated genomic study of 74 MPMs, we provide a deeper understanding of histology-independent determinants of aggressive behavior, define a novel genomic subtype with TP53 and SETDB1 mutations and extensive loss of heterozygosity, and discovered strong expression of the immune-checkpoint gene VISTA in epithelioid MPM.See related commentary by Aggarwal and Albelda, p. 1508.This article is highlighted in the In This Issue feature, p. 1494.


Assuntos
Biomarcadores Tumorais/genética , Neoplasias Pulmonares/genética , Mesotelioma/genética , Mutação , Neoplasias Pleurais/genética , Idoso , Feminino , Histona-Lisina N-Metiltransferase , Humanos , Estimativa de Kaplan-Meier , Neoplasias Pulmonares/patologia , Neoplasias Pulmonares/terapia , Masculino , Mesotelioma/patologia , Mesotelioma/terapia , Pessoa de Meia-Idade , Neoplasias Pleurais/patologia , Neoplasias Pleurais/terapia , Prognóstico , Proteínas Metiltransferases/genética , Proteínas Supressoras de Tumor/genética , Ubiquitina Tiolesterase/genética
13.
Cell Syst ; 7(4): 422-437.e7, 2018 10 24.
Artigo em Inglês | MEDLINE | ID: mdl-30268436

RESUMO

We present an integromic analysis of gene alterations that modulate transforming growth factor ß (TGF-ß)-Smad-mediated signaling in 9,125 tumor samples across 33 cancer types in The Cancer Genome Atlas (TCGA). Focusing on genes that encode mediators and regulators of TGF-ß signaling, we found at least one genomic alteration (mutation, homozygous deletion, or amplification) in 39% of samples, with highest frequencies in gastrointestinal cancers. We identified mutation hotspots in genes that encode TGF-ß ligands (BMP5), receptors (TGFBR2, AVCR2A, and BMPR2), and Smads (SMAD2 and SMAD4). Alterations in the TGF-ß superfamily correlated positively with expression of metastasis-associated genes and with decreased survival. Correlation analyses showed the contributions of mutation, amplification, deletion, DNA methylation, and miRNA expression to transcriptional activity of TGF-ß signaling in each cancer type. This study provides a broad molecular perspective relevant for future functional and therapeutic studies of the diverse cancer pathways mediated by the TGF-ß superfamily.


Assuntos
Taxa de Mutação , Neoplasias/genética , Transdução de Sinais , Fator de Crescimento Transformador beta/metabolismo , Proteína Morfogenética Óssea 5/genética , Proteína Morfogenética Óssea 5/metabolismo , Metilação de DNA , Humanos , MicroRNAs/genética , Receptor do Fator de Crescimento Transformador beta Tipo I/genética , Receptor do Fator de Crescimento Transformador beta Tipo I/metabolismo , Proteínas Smad/genética , Proteínas Smad/metabolismo , Fator de Crescimento Transformador beta/genética
14.
Nat Commun ; 8(1): 1062, 2017 10 20.
Artigo em Inglês | MEDLINE | ID: mdl-29051483

RESUMO

Peripheral T cells are maintained in the absence of vigorous stimuli, and respond to antigenic stimulation by initiating cell cycle progression and functional differentiation. Here we show that depletion of the Ets family transcription factor GA-binding protein (GABP) in T cells impairs T-cell homeostasis. In addition, GABP is critically required for antigen-stimulated T-cell responses in vitro and in vivo. Transcriptome and genome-wide GABP-binding site analyses identify GABP direct targets encoding proteins involved in cellular redox balance and DNA replication, including the Mcm replicative helicases. These findings show that GABP has a nonredundant role in the control of T-cell homeostasis and immunity.


Assuntos
Fator de Transcrição de Proteínas de Ligação GA/fisiologia , Linfócitos T/imunologia , Imunidade Adaptativa , Animais , Antígenos/imunologia , Sítios de Ligação , Antígenos CD4/genética , Proliferação de Células , Células Cultivadas , Replicação do DNA , Fator de Transcrição de Proteínas de Ligação GA/genética , Homeostase , Ativação Linfocitária , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Proteínas de Manutenção de Minicromossomo/metabolismo , Linfócitos T/enzimologia , Transcrição Gênica
15.
Mol Cell Oncol ; 4(4): e1342747, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28868352

RESUMO

Mutations within chromatin modulating protein complexes have dominated the novel cancer gene landscape. However, little is known about how individual aberrations contribute to cancer formation. A novel Pbrm1 kidney cancer mouse model examining the role of Pbrm1 provides much needed clue concerning how SWI/SNF complexes might function as tumor suppressors.

16.
Science ; 355(6331): 1324-1330, 2017 03 24.
Artigo em Inglês | MEDLINE | ID: mdl-28336670

RESUMO

Activating mutations in PIK3CA, the gene encoding phosphoinositide-(3)-kinase α (PI3Kα), are frequently found in estrogen receptor (ER)-positive breast cancer. PI3Kα inhibitors, now in late-stage clinical development, elicit a robust compensatory increase in ER-dependent transcription that limits therapeutic efficacy. We investigated the chromatin-based mechanisms leading to the activation of ER upon PI3Kα inhibition. We found that PI3Kα inhibition mediates an open chromatin state at the ER target loci in breast cancer models and clinical samples. KMT2D, a histone H3 lysine 4 methyltransferase, is required for FOXA1, PBX1, and ER recruitment and activation. AKT binds and phosphorylates KMT2D, attenuating methyltransferase activity and ER function, whereas PI3Kα inhibition enhances KMT2D activity. These findings uncover a mechanism that controls the activation of ER by the posttranslational modification of epigenetic regulators, providing a rationale for epigenetic therapy in ER-positive breast cancer.


Assuntos
Neoplasias da Mama/genética , Neoplasias da Mama/terapia , Classe I de Fosfatidilinositol 3-Quinases/metabolismo , Proteínas de Ligação a DNA/metabolismo , Epigênese Genética , Metiltransferases/metabolismo , Proteínas de Neoplasias/metabolismo , Receptores de Estrogênio/metabolismo , Transcrição Gênica , Animais , Cromatina/metabolismo , Classe I de Fosfatidilinositol 3-Quinases/genética , Proteínas de Ligação a DNA/genética , Feminino , Células HEK293 , Fator 3-alfa Nuclear de Hepatócito/genética , Fator 3-alfa Nuclear de Hepatócito/metabolismo , Humanos , Lisina/genética , Lisina/metabolismo , Células MCF-7 , Redes e Vias Metabólicas , Metiltransferases/genética , Camundongos , Camundongos Nus , Proteínas de Neoplasias/genética , Fator de Transcrição 1 de Leucemia de Células Pré-B , Processamento de Proteína Pós-Traducional , Proteínas Proto-Oncogênicas/genética , Proteínas Proto-Oncogênicas/metabolismo , Proteínas Proto-Oncogênicas c-akt/genética , Proteínas Proto-Oncogênicas c-akt/metabolismo , Receptores de Estrogênio/genética
17.
Nat Commun ; 8: 14249, 2017 01 31.
Artigo em Inglês | MEDLINE | ID: mdl-28139702

RESUMO

Pancancer studies have identified many genes that are frequently somatically altered across multiple tumour types, suggesting that pathway-targeted therapies can be deployed across diverse cancers. However, the same 'actionable mutation' impacts distinct context-specific gene regulatory programs and signalling networks-and interacts with different genetic backgrounds of co-occurring alterations-in different cancers. Here we apply a computational strategy for integrating parallel (phospho)proteomic and mRNA sequencing data across 12 TCGA tumour data sets to interpret the context-specific impact of somatic alterations in terms of functional signatures such as (phospho)protein and transcription factor (TF) activities. Our analysis predicts distinct dysregulated transcriptional regulators downstream of somatic alterations in different cancers, and we validate the context-specific differential activity of TFs associated to mutant PIK3CA in isogenic cancer cell line models. These results have implications for the pancancer use of targeted drugs and potentially for the design of combination therapies.


Assuntos
Classe I de Fosfatidilinositol 3-Quinases/genética , Regulação Neoplásica da Expressão Gênica , Modelos Genéticos , Proteínas de Neoplasias/genética , Neoplasias/genética , Fosfoproteínas/genética , Antineoplásicos/uso terapêutico , Linhagem Celular Tumoral , Classe I de Fosfatidilinositol 3-Quinases/antagonistas & inibidores , Classe I de Fosfatidilinositol 3-Quinases/metabolismo , Bases de Dados Genéticas , Perfilação da Expressão Gênica , Redes Reguladoras de Genes , Humanos , Terapia de Alvo Molecular/métodos , Mutação , Proteínas de Neoplasias/antagonistas & inibidores , Proteínas de Neoplasias/metabolismo , Neoplasias/diagnóstico , Neoplasias/tratamento farmacológico , Neoplasias/mortalidade , Fosfoproteínas/antagonistas & inibidores , Fosfoproteínas/metabolismo , Medicina de Precisão , Proteômica , RNA Mensageiro/antagonistas & inibidores , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Transdução de Sinais , Análise de Sobrevida , Fatores de Transcrição/antagonistas & inibidores , Fatores de Transcrição/genética , Fatores de Transcrição/metabolismo , Transcrição Gênica
18.
Nature ; 528(7580): 132-136, 2015 Dec 03.
Artigo em Inglês | MEDLINE | ID: mdl-26605529

RESUMO

T-cell receptor (TCR) signalling has a key role in determining T-cell fate. Precursor cells expressing TCRs within a certain low-affinity range for complexes of self-peptide and major histocompatibility complex (MHC) undergo positive selection and differentiate into naive T cells expressing a highly diverse self-MHC-restricted TCR repertoire. In contrast, precursors displaying TCRs with a high affinity for 'self' are either eliminated through TCR-agonist-induced apoptosis (negative selection) or restrained by regulatory T (Treg) cells, whose differentiation and function are controlled by the X-chromosome-encoded transcription factor Foxp3 (reviewed in ref. 2). Foxp3 is expressed in a fraction of self-reactive T cells that escape negative selection in response to agonist-driven TCR signals combined with interleukin 2 (IL-2) receptor signalling. In addition to Treg cells, TCR-agonist-driven selection results in the generation of several other specialized T-cell lineages such as natural killer T cells and innate mucosal-associated invariant T cells. Although the latter exhibit a restricted TCR repertoire, Treg cells display a highly diverse collection of TCRs. Here we explore in mice whether a specialized mechanism enables agonist-driven selection of Treg cells with a diverse TCR repertoire, and the importance this holds for self-tolerance. We show that the intronic Foxp3 enhancer conserved noncoding sequence 3 (CNS3) acts as an epigenetic switch that confers a poised state to the Foxp3 promoter in precursor cells to make Treg cell lineage commitment responsive to a broad range of TCR stimuli, particularly to suboptimal ones. CNS3-dependent expansion of the TCR repertoire enables Treg cells to control self-reactive T cells effectively, especially when thymic negative selection is genetically impaired. Our findings highlight the complementary roles of these two main mechanisms of self-tolerance.


Assuntos
Tolerância a Antígenos Próprios/imunologia , Linfócitos T Reguladores/citologia , Linfócitos T Reguladores/imunologia , Animais , Diferenciação Celular , Linhagem da Célula , Sequência Conservada/genética , Elementos Facilitadores Genéticos/genética , Epigênese Genética , Feminino , Fatores de Transcrição Forkhead/genética , Íntrons/genética , Masculino , Camundongos , Regiões Promotoras Genéticas/genética , Receptores de Antígenos de Linfócitos T/genética , Receptores de Antígenos de Linfócitos T/metabolismo , Receptores de Interleucina-2/imunologia , Receptores de Interleucina-2/metabolismo , Transdução de Sinais , Linfócitos T Reguladores/metabolismo , Fatores de Transcrição/deficiência , Proteína AIRE
19.
Genome Res ; 24(11): 1869-80, 2014 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-25183703

RESUMO

Cancer cells acquire genetic and epigenetic alterations that often lead to dysregulation of oncogenic signal transduction pathways, which in turn alters downstream transcriptional programs. Numerous methods attempt to deduce aberrant signaling pathways in tumors from mRNA data alone, but these pathway analysis approaches remain qualitative and imprecise. In this study, we present a statistical method to link upstream signaling to downstream transcriptional response by exploiting reverse phase protein array (RPPA) and mRNA expression data in The Cancer Genome Atlas (TCGA) breast cancer project. Formally, we use an algorithm called affinity regression to learn an interaction matrix between upstream signal transduction proteins and downstream transcription factors (TFs) that explains target gene expression. The trained model can then predict the TF activity, given a tumor sample's protein expression profile, or infer the signaling protein activity, given a tumor sample's gene expression profile. Breast cancers are comprised of molecularly distinct subtypes that respond differently to pathway-targeted therapies. We trained our model on the TCGA breast cancer data set and identified subtype-specific and common TF regulators of gene expression. We then used the trained tumor model to predict signaling protein activity in a panel of breast cancer cell lines for which gene expression and drug response data was available. Correlations between inferred protein activities and drug responses in breast cancer cell lines grouped several drugs that are clinically used in combination. Finally, inferred protein activity predicted the clinical outcome within the METABRIC Luminal A cohort, identifying high- and low-risk patient groups within this heterogeneous subtype.


Assuntos
Neoplasias da Mama/genética , Perfilação da Expressão Gênica/métodos , Regulação Neoplásica da Expressão Gênica , Transdução de Sinais/genética , Fatores de Transcrição/genética , Algoritmos , Antineoplásicos/uso terapêutico , Neoplasias da Mama/tratamento farmacológico , Neoplasias da Mama/metabolismo , Análise por Conglomerados , Feminino , Humanos , Estimativa de Kaplan-Meier , Modelos Genéticos , Análise Multivariada , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Análise Serial de Proteínas/métodos , Análise de Regressão , Transdução de Sinais/efeitos dos fármacos , Fatores de Transcrição/metabolismo
20.
BMC Bioinformatics ; 11 Suppl 1: S58, 2010 Jan 18.
Artigo em Inglês | MEDLINE | ID: mdl-20122233

RESUMO

BACKGROUND: About 30% of genes code for membrane proteins, which are involved in a wide variety of crucial biological functions. Despite their importance, experimentally determined structures correspond to only about 1.7% of protein structures deposited in the Protein Data Bank due to the difficulty in crystallizing membrane proteins. Algorithms that can identify proteins whose high-resolution structure can aid in predicting the structure of many previously unresolved proteins are therefore of potentially high value. Active machine learning is a supervised machine learning approach which is suitable for this domain where there are a large number of sequences but only very few have known corresponding structures. In essence, active learning seeks to identify proteins whose structure, if revealed experimentally, is maximally predictive of others. RESULTS: An active learning approach is presented for selection of a minimal set of proteins whose structures can aid in the determination of transmembrane helices for the remaining proteins. TMpro, an algorithm for high accuracy TM helix prediction we previously developed, is coupled with active learning. We show that with a well-designed selection procedure, high accuracy can be achieved with only few proteins. TMpro, trained with a single protein achieved an F-score of 94% on benchmark evaluation and 91% on MPtopo dataset, which correspond to the state-of-the-art accuracies on TM helix prediction that are achieved usually by training with over 100 training proteins. CONCLUSION: Active learning is suitable for bioinformatics applications, where manually characterized data are not a comprehensive representation of all possible data, and in fact can be a very sparse subset thereof. It aids in selection of data instances which when characterized experimentally can improve the accuracy of computational characterization of remaining raw data. The results presented here also demonstrate that the feature extraction method of TMpro is well designed, achieving a very good separation between TM and non TM segments.


Assuntos
Algoritmos , Inteligência Artificial , Proteínas de Membrana/química , Estrutura Secundária de Proteína , Bases de Dados de Proteínas , Dobramento de Proteína , Análise de Sequência de Proteína
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