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1.
Proc Natl Acad Sci U S A ; 117(35): 21441-21449, 2020 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-32817424

RESUMO

Loss of the von Hippel-Lindau (VHL) tumor suppressor is a hallmark feature of renal clear cell carcinoma. VHL inactivation results in the constitutive activation of the hypoxia-inducible factors (HIFs) HIF-1 and HIF-2 and their downstream targets, including the proangiogenic factors VEGF and PDGF. However, antiangiogenic agents and HIF-2 inhibitors have limited efficacy in cancer therapy due to the development of resistance. Here we employed an innovative computational platform, Mining of Synthetic Lethals (MiSL), to identify synthetic lethal interactions with the loss of VHL through analysis of primary tumor genomic and transcriptomic data. Using this approach, we identified a synthetic lethal interaction between VHL and the m6A RNA demethylase FTO in renal cell carcinoma. MiSL identified FTO as a synthetic lethal partner of VHL because deletions of FTO are mutually exclusive with VHL loss in pan cancer datasets. Moreover, FTO expression is increased in VHL-deficient ccRCC tumors compared to normal adjacent tissue. Genetic inactivation of FTO using multiple orthogonal approaches revealed that FTO inhibition selectively reduces the growth and survival of VHL-deficient cells in vitro and in vivo. Notably, FTO inhibition reduced the survival of both HIF wild type and HIF-deficient tumors, identifying FTO as an HIF-independent vulnerability of VHL-deficient cancers. Integrated analysis of transcriptome-wide m6A-seq and mRNA-seq analysis identified the glutamine transporter SLC1A5 as an FTO target that promotes metabolic reprogramming and survival of VHL-deficient ccRCC cells. These findings identify FTO as a potential HIF-independent therapeutic target for the treatment of VHL-deficient renal cell carcinoma.


Assuntos
Dioxigenase FTO Dependente de alfa-Cetoglutarato/genética , Carcinoma de Células Renais/genética , Neoplasias Renais/genética , Mutações Sintéticas Letais , Proteína Supressora de Tumor Von Hippel-Lindau/genética , Dioxigenase FTO Dependente de alfa-Cetoglutarato/metabolismo , Sistema ASC de Transporte de Aminoácidos/metabolismo , Animais , Fatores de Transcrição Hélice-Alça-Hélice Básicos/metabolismo , Carcinoma de Células Renais/metabolismo , Linhagem Celular Tumoral , Simulação por Computador , Humanos , Fator 1 Induzível por Hipóxia/metabolismo , Neoplasias Renais/metabolismo , Camundongos Knockout , Antígenos de Histocompatibilidade Menor/metabolismo
2.
Biol Reprod ; 105(6): 1366-1374, 2021 12 20.
Artigo em Inglês | MEDLINE | ID: mdl-34514504

RESUMO

The long and challenging drug development process begins with discovery biology for the selection of an appropriate target for a specific indication. Target is a broad term that can be applied to a range of biological entities such as proteins, genes, and ribonucleic acids (RNAs). Although there are numerous databases available for mining biological entities, publicly available searchable, downloadable databases to aid in target selection for a specific disease or indication (e.g., developing contraceptives and infertility treatments) are limited. We report the development of the Contraceptive and Infertility Target DataBase (https://www.citdbase.org), which provides investigators an interface to mine existing transcriptomic and proteomic resources to identify high-quality contraceptive/infertility targets. The development of similar databases is applicable to the identification of targets for other diseases and conditions.


Assuntos
Anticoncepcionais/farmacologia , Bases de Dados como Assunto/estatística & dados numéricos , Desenvolvimento de Medicamentos/instrumentação , Reprodução/efeitos dos fármacos , Humanos , Proteoma , Transcriptoma
3.
Blood ; 125(2): 316-26, 2015 Jan 08.
Artigo em Inglês | MEDLINE | ID: mdl-25398938

RESUMO

Acute myeloid leukemia (AML) is associated with deregulation of DNA methylation; however, many cases do not bear mutations in known regulators of cytosine guanine dinucleotide (CpG) methylation. We found that mutations in WT1, IDH2, and CEBPA were strongly linked to DNA hypermethylation in AML using a novel integrative analysis of The Cancer Genome Atlas data based on Boolean implications, if-then rules that identify all individual CpG sites that are hypermethylated in the presence of a mutation. Introduction of mutant WT1 (WT1mut) into wild-type AML cells induced DNA hypermethylation, confirming mutant WT1 to be causally associated with DNA hypermethylation. Methylated genes in WT1mut primary patient samples were highly enriched for polycomb repressor complex 2 (PRC2) targets, implicating PRC2 dysregulation in WT1mut leukemogenesis. We found that PRC2 target genes were aberrantly repressed in WT1mut AML, and that expression of mutant WT1 in CD34(+) cord blood cells induced myeloid differentiation block. Treatment of WT1mut AML cells with short hairpin RNA or pharmacologic PRC2/enhancer of zeste homolog 2 (EZH2) inhibitors promoted myeloid differentiation, suggesting EZH2 inhibitors may be active in this AML subtype. Our results highlight a strong association between mutant WT1 and DNA hypermethylation in AML and demonstrate that Boolean implications can be used to decipher mutation-specific methylation patterns that may lead to therapeutic insights.


Assuntos
Metilação de DNA/genética , Perfilação da Expressão Gênica/métodos , Regulação Leucêmica da Expressão Gênica/genética , Genes do Tumor de Wilms , Leucemia Mieloide Aguda/genética , Complexo Repressor Polycomb 2/antagonistas & inibidores , Proteína Potenciadora do Homólogo 2 de Zeste , Humanos , Mutação , Análise de Sequência com Séries de Oligonucleotídeos
4.
Blood ; 125(2): 249-60, 2015 Jan 08.
Artigo em Inglês | MEDLINE | ID: mdl-25406351

RESUMO

In the last decade there has been a rapid expansion in clinical trials using mesenchymal stromal cells (MSCs) from a variety of tissues. However, despite similarities in morphology, immunophenotype, and differentiation behavior in vitro, MSCs sourced from distinct tissues do not necessarily have equivalent biological properties. We performed a genome-wide methylation, transcription, and in vivo evaluation of MSCs from human bone marrow (BM), white adipose tissue, umbilical cord, and skin cultured in humanized media. Surprisingly, only BM-derived MSCs spontaneously formed a BM cavity through a vascularized cartilage intermediate in vivo that was progressively replaced by hematopoietic tissue and bone. Only BM-derived MSCs exhibited a chondrogenic transcriptional program with hypomethylation and increased expression of RUNX3, RUNX2, BGLAP, MMP13, and ITGA10 consistent with a latent and primed skeletal developmental potential. The humanized MSC-derived microenvironment permitted homing and maintenance of long-term murine SLAM(+) hematopoietic stem cells (HSCs), as well as human CD34(+)/CD38(-)/CD90(+)/CD45RA(+) HSCs after cord blood transplantation. These studies underscore the profound differences in developmental potential between MSC sources independent of donor age, with implications for their clinical use. We also demonstrate a tractable human niche model for studying homing and engraftment of human hematopoietic cells in normal and neoplastic states.


Assuntos
Linhagem da Célula , Epigênese Genética , Células-Tronco Hematopoéticas/citologia , Células-Tronco Mesenquimais/citologia , Nicho de Células-Tronco , Western Blotting , Células da Medula Óssea/citologia , Diferenciação Celular/fisiologia , Condrogênese/fisiologia , Citometria de Fluxo , Humanos , Osteogênese/fisiologia
5.
Cancer Res ; 79(9): 2271-2284, 2019 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-30862717

RESUMO

Peritoneal metastases are the leading cause of morbidity and mortality in high-grade serous ovarian cancer (HGSOC). Accumulating evidence suggests that mesothelial cells are an important component of the metastatic microenvironment in HGSOC. However, the mechanisms by which mesothelial cells promote metastasis are unclear. Here, we report that the HGSOC tumor-mesothelial niche was hypoxic, and hypoxic signaling enhanced collagen I deposition by mesothelial cells. Specifically, hypoxic signaling increased expression of lysyl oxidase (LOX) in mesothelial and ovarian cancer cells to promote collagen crosslinking and tumor cell invasion. The mesothelial niche was enriched with fibrillar collagen in human and murine omental metastases. Pharmacologic inhibition of LOX reduced tumor burden and collagen remodeling in murine omental metastases. These findings highlight an important role for hypoxia and mesothelial cells in the modification of the extracellular matrix and tumor invasion in HGSOC. SIGNIFICANCE: This study identifies HIF/LOX signaling as a potential therapeutic target to inhibit collagen remodeling and tumor progression in HGSOC.Graphical Abstract: http://cancerres.aacrjournals.org/content/canres/79/9/2271/F1.large.jpg.


Assuntos
Colágeno/metabolismo , Cistadenocarcinoma Seroso/secundário , Epitélio/fisiopatologia , Matriz Extracelular/metabolismo , Hipóxia/fisiopatologia , Neoplasias Ovarianas/patologia , Neoplasias Peritoneais/secundário , Adulto , Idoso , Idoso de 80 Anos ou mais , Animais , Apoptose , Fatores de Transcrição Hélice-Alça-Hélice Básicos/genética , Fatores de Transcrição Hélice-Alça-Hélice Básicos/metabolismo , Proliferação de Células , Cistadenocarcinoma Seroso/genética , Cistadenocarcinoma Seroso/metabolismo , Feminino , Regulação Neoplásica da Expressão Gênica , Humanos , Subunidade alfa do Fator 1 Induzível por Hipóxia/genética , Subunidade alfa do Fator 1 Induzível por Hipóxia/metabolismo , Camundongos , Camundongos Endogâmicos NOD , Camundongos SCID , Pessoa de Meia-Idade , Neoplasias Ovarianas/genética , Neoplasias Ovarianas/metabolismo , Neoplasias Peritoneais/genética , Neoplasias Peritoneais/metabolismo , Prognóstico , Proteína-Lisina 6-Oxidase/genética , Proteína-Lisina 6-Oxidase/metabolismo , Transdução de Sinais , Células Tumorais Cultivadas , Microambiente Tumoral , Ensaios Antitumorais Modelo de Xenoenxerto
6.
Nat Commun ; 8: 15580, 2017 05 31.
Artigo em Inglês | MEDLINE | ID: mdl-28561042

RESUMO

Two genes are synthetically lethal (SL) when defects in both are lethal to a cell but a single defect is non-lethal. SL partners of cancer mutations are of great interest as pharmacological targets; however, identifying them by cell line-based methods is challenging. Here we develop MiSL (Mining Synthetic Lethals), an algorithm that mines pan-cancer human primary tumour data to identify mutation-specific SL partners for specific cancers. We apply MiSL to 12 different cancers and predict 145,891 SL partners for 3,120 mutations, including known mutation-specific SL partners. Comparisons with functional screens show that MiSL predictions are enriched for SLs in multiple cancers. We extensively validate a SL interaction identified by MiSL between the IDH1 mutation and ACACA in leukaemia using gene targeting and patient-derived xenografts. Furthermore, we apply MiSL to pinpoint genetic biomarkers for drug sensitivity. These results demonstrate that MiSL can accelerate precision oncology by identifying mutation-specific targets and biomarkers.


Assuntos
Algoritmos , Biologia Computacional/métodos , Leucemia Mieloide Aguda/genética , Mutações Sintéticas Letais/genética , Animais , Linhagem Celular Tumoral , Feminino , Humanos , Células MCF-7 , Masculino , Camundongos , Transplante de Neoplasias , Medicina de Precisão/métodos , Interferência de RNA , RNA Interferente Pequeno/genética , Transplante Heterólogo
7.
PLoS One ; 9(7): e102119, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25054200

RESUMO

Boolean implications (if-then rules) provide a conceptually simple, uniform and highly scalable way to find associations between pairs of random variables. In this paper, we propose to use Boolean implications to find relationships between variables of different data types (mutation, copy number alteration, DNA methylation and gene expression) from the glioblastoma (GBM) and ovarian serous cystadenoma (OV) data sets from The Cancer Genome Atlas (TCGA). We find hundreds of thousands of Boolean implications from these data sets. A direct comparison of the relationships found by Boolean implications and those found by commonly used methods for mining associations show that existing methods would miss relationships found by Boolean implications. Furthermore, many relationships exposed by Boolean implications reflect important aspects of cancer biology. Examples of our findings include cis relationships between copy number alteration, DNA methylation and expression of genes, a new hierarchy of mutations and recurrent copy number alterations, loss-of-heterozygosity of well-known tumor suppressors, and the hypermethylation phenotype associated with IDH1 mutations in GBM. The Boolean implication results used in the paper can be accessed at http://crookneck.stanford.edu/microarray/TCGANetworks/.


Assuntos
Neoplasias Encefálicas/genética , Biologia Computacional/métodos , Cistadenoma Seroso/genética , Mineração de Dados/métodos , Glioblastoma/genética , Neoplasias Ovarianas/genética , Variações do Número de Cópias de DNA , Metilação de DNA , Feminino , Regulação Neoplásica da Expressão Gênica , Humanos , Internet , Mutação , Reprodutibilidade dos Testes
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