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1.
Cell Rep ; 43(5): 114175, 2024 May 28.
Artigo em Inglês | MEDLINE | ID: mdl-38691456

RESUMO

Transcription factors (TFs) are important mediators of aberrant transcriptional programs in cancer cells. In this study, we focus on TF activity (TFa) as a biomarker for cell-line-selective anti-proliferative effects, in that high TFa predicts sensitivity to loss of function of a given gene (i.e., genetic dependencies [GDs]). Our linear-regression-based framework identifies 3,047 pan-cancer and 3,952 cancer-type-specific candidate TFa-GD associations from cell line data, which are then cross-examined for impact on survival in patient cohorts. One of the most prominent biomarkers is TEAD1 activity, whose associations with its predicted GDs are validated through experimental evidence as proof of concept. Overall, these TFa-GD associations represent an attractive resource for identifying innovative, biomarker-driven hypotheses for drug discovery programs in oncology.


Assuntos
Neoplasias , Fatores de Transcrição , Humanos , Fatores de Transcrição/metabolismo , Fatores de Transcrição/genética , Neoplasias/genética , Neoplasias/metabolismo , Neoplasias/patologia , Linhagem Celular Tumoral , Fatores de Transcrição de Domínio TEA/metabolismo , Regulação Neoplásica da Expressão Gênica , Proteínas de Ligação a DNA/metabolismo , Proteínas de Ligação a DNA/genética , Biomarcadores Tumorais/metabolismo , Biomarcadores Tumorais/genética , Proliferação de Células
2.
bioRxiv ; 2023 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-38106234

RESUMO

Clinical effectiveness of KRAS G12C inhibitors (G12Cis) is limited both by intrinsic and acquired resistance, necessitating the development of combination approaches. We found that targeting proximal receptor tyrosine kinase (RTK) signaling using the SOS1 inhibitor (SOS1i) BI-3406 both enhanced the potency of and delayed resistance to G12Ci treatment, but the extent of SOS1i effectiveness was modulated by both SOS2 expression and the specific mutational landscape. SOS1i enhanced the efficacy of G12Ci and limited rebound RTK/ERK signaling to overcome intrinsic/adaptive resistance, but this effect was modulated by SOS2 protein levels. Survival of drug-tolerant persister (DTP) cells within the heterogeneous tumor population and/or acquired mutations that reactivate RTK/RAS signaling can lead to outgrowth of tumor initiating cells (TICs) that drive therapeutic resistance. G12Ci drug tolerant persister cells showed a 2-3-fold enrichment of TICs, suggesting that these could be a sanctuary population of G12Ci resistant cells. SOS1i re-sensitized DTPs to G12Ci and inhibited G12C-induced TIC enrichment. Co-mutation of the tumor suppressor KEAP1 limits the clinical effectiveness of G12Cis, and KEAP1 and STK11 deletion increased TIC frequency and accelerated the development of acquired resistance to G12Ci in situ. SOS1i both delayed acquired G12Ci resistance and limited the total number of resistant colonies regardless of KEAP1 and STK11 mutational status. These data suggest that SOS1i could be an effective strategy to both enhance G12Ci efficacy and prevent G12Ci resistance regardless of co-mutations.

3.
Nat Commun ; 13(1): 5969, 2022 10 10.
Artigo em Inglês | MEDLINE | ID: mdl-36216795

RESUMO

Targeted protein degradation offers an alternative modality to classical inhibition and holds the promise of addressing previously undruggable targets to provide novel therapeutic options for patients. Heterobifunctional molecules co-recruit a target protein and an E3 ligase, resulting in ubiquitylation and proteosome-dependent degradation of the target. In the clinic, the oral route of administration is the option of choice but has only been achieved so far by CRBN- recruiting bifunctional degrader molecules. We aimed to achieve orally bioavailable molecules that selectively degrade the BAF Chromatin Remodelling complex ATPase SMARCA2 over its closely related paralogue SMARCA4, to allow in vivo evaluation of the synthetic lethality concept of SMARCA2 dependency in SMARCA4-deficient cancers. Here we outline structure- and property-guided approaches that led to orally bioavailable VHL-recruiting degraders. Our tool compound, ACBI2, shows selective degradation of SMARCA2 over SMARCA4 in ex vivo human whole blood assays and in vivo efficacy in SMARCA4-deficient cancer models. This study demonstrates the feasibility for broadening the E3 ligase and physicochemical space that can be utilised for achieving oral efficacy with bifunctional molecules.


Assuntos
Adenosina Trifosfatases , Fatores de Transcrição , Adenosina Trifosfatases/genética , Adenosina Trifosfatases/metabolismo , DNA Helicases/genética , DNA Helicases/metabolismo , Humanos , Proteínas Nucleares/genética , Proteínas Nucleares/metabolismo , Proteólise , Fatores de Transcrição/genética , Fatores de Transcrição/metabolismo , Ubiquitina-Proteína Ligases/genética , Ubiquitina-Proteína Ligases/metabolismo , Proteína Supressora de Tumor Von Hippel-Lindau/genética , Proteína Supressora de Tumor Von Hippel-Lindau/metabolismo
4.
Cell Rep ; 39(2): 110636, 2022 04 12.
Artigo em Inglês | MEDLINE | ID: mdl-35417719

RESUMO

Genetic networks are characterized by extensive buffering. During tumor evolution, disruption of functional redundancies can create de novo vulnerabilities that are specific to cancer cells. Here, we systematically search for cancer-relevant paralog interactions using CRISPR screens and publicly available loss-of-function datasets. Our analysis reveals >2,000 candidate dependencies, several of which we validate experimentally, including CSTF2-CSTF2T, DNAJC15-DNAJC19, FAM50A-FAM50B, and RPP25-RPP25L. We provide evidence that RPP25L can physically and functionally compensate for the absence of RPP25 as a member of the RNase P/MRP complexes in tRNA processing. Our analysis also reveals unexpected redundancies between sex chromosome genes. We show that chrX- and chrY-encoded paralogs, such as ZFX-ZFY, DDX3X-DDX3Y, and EIF1AX-EIF1AY, are functionally linked. Tumor cell lines from male patients with loss of chromosome Y become dependent on the chrX-encoded gene. We propose targeting of chrX-encoded paralogs as a general therapeutic strategy for human tumors that have lost the Y chromosome.


Assuntos
Neoplasias , Oncogenes , RNA Helicases DEAD-box/metabolismo , Proteínas de Ligação a DNA/genética , Proteínas de Ligação a DNA/metabolismo , Humanos , Masculino , Antígenos de Histocompatibilidade Menor/metabolismo , Neoplasias/genética , Proteínas de Ligação a RNA/genética , Cromossomos Sexuais/metabolismo , Cromossomo X , Cromossomo Y
5.
Nat Commun ; 11(1): 5632, 2020 11 11.
Artigo em Inglês | MEDLINE | ID: mdl-33177493

RESUMO

We introduce Digital microfluidic Isolation of Single Cells for -Omics (DISCO), a platform that allows users to select particular cells of interest from a limited initial sample size and connects single-cell sequencing data to their immunofluorescence-based phenotypes. Specifically, DISCO combines digital microfluidics, laser cell lysis, and artificial intelligence-driven image processing to collect the contents of single cells from heterogeneous populations, followed by analysis of single-cell genomes and transcriptomes by next-generation sequencing, and proteomes by nanoflow liquid chromatography and tandem mass spectrometry. The results described herein confirm the utility of DISCO for sequencing at levels that are equivalent to or enhanced relative to the state of the art, capable of identifying features at the level of single nucleotide variations. The unique levels of selectivity, context, and accountability of DISCO suggest potential utility for deep analysis of any rare cell population with contextual dependencies.


Assuntos
Separação Celular/instrumentação , Análise de Célula Única/instrumentação , Análise de Célula Única/métodos , Animais , Antígeno CD47/genética , Linhagem Celular Tumoral , Separação Celular/métodos , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Perfilação da Expressão Gênica/instrumentação , Perfilação da Expressão Gênica/métodos , Glioblastoma/genética , Glioblastoma/metabolismo , Glioblastoma/patologia , Humanos , Dispositivos Lab-On-A-Chip , Melanoma/genética , Melanoma/metabolismo , Melanoma/patologia , Camundongos , Técnicas Analíticas Microfluídicas/instrumentação , Técnicas Analíticas Microfluídicas/métodos , Redes Neurais de Computação , Proteômica/métodos
6.
Nat Biomed Eng ; 3(10): 796-805, 2019 10.
Artigo em Inglês | MEDLINE | ID: mdl-31548591

RESUMO

Genome-scale functional genetic screens are used to identify key genetic regulators of a phenotype of interest. However, the identification of genetic modifications that lead to a phenotypic change requires sorting large numbers of cells, which increases operational times and costs and limits cell viability. Here, we introduce immunomagnetic cell sorting facilitated by a microfluidic chip as a rapid and scalable high-throughput method for loss-of-function phenotypic screening using CRISPR-Cas9. We used the method to process an entire genome-wide screen containing more than 108 cells in less than 1 h-considerably surpassing the throughput achieved by fluorescence-activated cell sorting, the gold-standard technique for phenotypic cell sorting-while maintaining high levels of cell viability. We identified modulators of the display of CD47, which is a negative regulator of phagocytosis and an important cell-surface target for immuno-oncology drugs. The top hit of the screen, the glutaminyl cyclase QPCTL, was validated and shown to modify the N-terminal glutamine of CD47. The method presented could bridge the gap between fluorescence-activated cell sorting and less flexible yet higher-throughput systems such as magnetic-activated cell sorting.


Assuntos
Genoma , Ensaios de Triagem em Larga Escala/métodos , Separação Imunomagnética/métodos , Fenótipo , Antígeno CD47/metabolismo , Sistemas CRISPR-Cas , Linhagem Celular Tumoral , Citometria de Fluxo , Edição de Genes , Humanos , Imunoterapia , Dispositivos Lab-On-A-Chip , Neoplasias/terapia
7.
Mol Syst Biol ; 15(8): e8679, 2019 08.
Artigo em Inglês | MEDLINE | ID: mdl-31464370

RESUMO

A recent study by Haapaniemi et al (2018) reported that intact p53 signaling hampers CRISPR-based functional genomic screens. Brown et al report good performance of genome-scale screens in TP53 wild-type cells and reiterate best practices for CRISPR screening.


Assuntos
Proteína 9 Associada à CRISPR/genética , Sistemas CRISPR-Cas , Células Epiteliais/metabolismo , Edição de Genes/normas , RNA Guia de Cinetoplastídeos/genética , Proteína Supressora de Tumor p53/genética , Proteína 9 Associada à CRISPR/metabolismo , Proteínas de Ciclo Celular/genética , Proteínas de Ciclo Celular/metabolismo , Linhagem Celular , Linhagem Celular Transformada , Linhagem Celular Tumoral , Inibidor de Quinase Dependente de Ciclina p21/genética , Inibidor de Quinase Dependente de Ciclina p21/metabolismo , Células Epiteliais/citologia , Edição de Genes/métodos , Regulação da Expressão Gênica , Células HCT116 , Células HeLa , Humanos , Neuroglia/metabolismo , Neuroglia/patologia , Especificidade de Órgãos , Proteínas Proto-Oncogênicas/genética , Proteínas Proto-Oncogênicas/metabolismo , Proteínas Proto-Oncogênicas c-mdm2/genética , Proteínas Proto-Oncogênicas c-mdm2/metabolismo , Controle de Qualidade , RNA Guia de Cinetoplastídeos/metabolismo , Epitélio Pigmentado da Retina/citologia , Epitélio Pigmentado da Retina/metabolismo , Proteínas de Ligação a Retinoblastoma/genética , Proteínas de Ligação a Retinoblastoma/metabolismo , Proteína Supressora de Tumor p53/metabolismo , Ubiquitina-Proteína Ligases/genética , Ubiquitina-Proteína Ligases/metabolismo
8.
Curr Opin Genet Dev ; 54: 64-72, 2019 02.
Artigo em Inglês | MEDLINE | ID: mdl-30974317

RESUMO

The genotype-to-phenotype relationship in health and disease is complex and influenced by both an individual's environment and their unique genome. Personal genetic variants can modulate gene function to generate a phenotype either through a single gene effect or through genetic interactions involving two or more genes. The relevance of genetic interactions to disease phenotypes has been particularly clear in cancer research, where an extreme genetic interaction, synthetic lethality, has been exploited as a therapeutic strategy. The obvious benefits of unmasking genetic background-specific vulnerabilities, coupled with the power of systematic genome editing, have fueled efforts to translate genetic interaction mapping from model organisms to human cells. Here, we review recent developments in genetic interaction mapping, with a focus on CRISPR-based genome editing technologies and cancer.


Assuntos
Epistasia Genética , Redes Reguladoras de Genes/genética , Estudos de Associação Genética , Neoplasias/genética , Sistemas CRISPR-Cas/genética , Edição de Genes , Genótipo , Humanos , Fenótipo
9.
Nat Commun ; 7: 13701, 2016 12 06.
Artigo em Inglês | MEDLINE | ID: mdl-27922010

RESUMO

Lung cancer is the leading cause of cancer deaths, and effective treatments are urgently needed. Loss-of-function mutations in the DNA damage response kinase ATM are common in lung adenocarcinoma but directly targeting these with drugs remains challenging. Here we report that ATM loss-of-function is synthetic lethal with drugs inhibiting the central growth factor kinases MEK1/2, including the FDA-approved drug trametinib. Lung cancer cells resistant to MEK inhibition become highly sensitive upon loss of ATM both in vitro and in vivo. Mechanistically, ATM mediates crosstalk between the prosurvival MEK/ERK and AKT/mTOR pathways. ATM loss also enhances the sensitivity of KRAS- or BRAF-mutant lung cancer cells to MEK inhibition. Thus, ATM mutational status in lung cancer is a mechanistic biomarker for MEK inhibitor response, which may improve patient stratification and extend the applicability of these drugs beyond RAS and BRAF mutant tumours.


Assuntos
Proteínas Mutadas de Ataxia Telangiectasia/genética , Proliferação de Células/efeitos dos fármacos , Neoplasias Pulmonares/prevenção & controle , Mutação , Inibidores de Proteínas Quinases/farmacologia , Animais , Proteínas Mutadas de Ataxia Telangiectasia/metabolismo , Benzamidas/farmacologia , Linhagem Celular Tumoral , Proliferação de Células/genética , Difenilamina/análogos & derivados , Difenilamina/farmacologia , Humanos , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/metabolismo , Camundongos Nus , Proteínas Proto-Oncogênicas B-raf/genética , Proteínas Proto-Oncogênicas B-raf/metabolismo , Piridonas/farmacologia , Pirimidinonas/farmacologia , Interferência de RNA , Tiofenos/farmacologia , Ureia/análogos & derivados , Ureia/farmacologia , Ensaios Antitumorais Modelo de Xenoenxerto , Proteínas ras/genética , Proteínas ras/metabolismo
10.
PLoS Genet ; 12(9): e1006279, 2016 09.
Artigo em Inglês | MEDLINE | ID: mdl-27588951

RESUMO

Patterns of somatic mutations in cancer genes provide information about their functional role in tumourigenesis, and thus indicate their potential for therapeutic exploitation. Yet, the classical distinction between oncogene and tumour suppressor may not always apply. For instance, TP53 has been simultaneously associated with tumour suppressing and promoting activities. Here, we uncover a similar phenomenon for GATA3, a frequently mutated, yet poorly understood, breast cancer gene. We identify two functional classes of frameshift mutations that are associated with distinct expression profiles in tumours, differential disease-free patient survival and gain- and loss-of-function activities in a cell line model. Furthermore, we find an estrogen receptor-independent synthetic lethal interaction between a GATA3 frameshift mutant with an extended C-terminus and the histone methyltransferases G9A and GLP, indicating perturbed epigenetic regulation. Our findings reveal important insights into mutant GATA3 function and breast cancer, provide the first potential therapeutic strategy and suggest that dual tumour suppressive and oncogenic activities are more widespread than previously appreciated.


Assuntos
Neoplasias da Mama/genética , Epigênese Genética , Fator de Transcrição GATA3/genética , Antígenos de Histocompatibilidade/genética , Histona-Lisina N-Metiltransferase/genética , Neoplasias da Mama/patologia , Intervalo Livre de Doença , Resistencia a Medicamentos Antineoplásicos/genética , Estrogênios/genética , Estrogênios/metabolismo , Feminino , Mutação da Fase de Leitura , Regulação Neoplásica da Expressão Gênica , Humanos , Células MCF-7 , Bibliotecas de Moléculas Pequenas/química , Bibliotecas de Moléculas Pequenas/uso terapêutico
11.
Mol Syst Biol ; 11(1): 789, 2015 Feb 19.
Artigo em Inglês | MEDLINE | ID: mdl-25699542

RESUMO

Some mutations in cancer cells can be exploited for therapeutic intervention. However, for many cancer subtypes, including triple-negative breast cancer (TNBC), no frequently recurring aberrations could be identified to make such an approach clinically feasible. Characterized by a highly heterogeneous mutational landscape with few common features, many TNBCs cluster together based on their 'basal-like' transcriptional profiles. We therefore hypothesized that targeting TNBC cells on a systems level by exploiting the transcriptional cell state might be a viable strategy to find novel therapies for this highly aggressive disease. We performed a large-scale chemical genetic screen and identified a group of compounds related to the drug PKC412 (midostaurin). PKC412 induced apoptosis in a subset of TNBC cells enriched for the basal-like subtype and inhibited tumor growth in vivo. We employed a multi-omics approach and computational modeling to address the mechanism of action and identified spleen tyrosine kinase (SYK) as a novel and unexpected target in TNBC. Quantitative phosphoproteomics revealed that SYK inhibition abrogates signaling to STAT3, explaining the selectivity for basal-like breast cancer cells. This non-oncogene addiction suggests that chemical SYK inhibition may be beneficial for a specific subset of TNBC patients and demonstrates that targeting cell states could be a viable strategy to discover novel treatment strategies.


Assuntos
Antineoplásicos/farmacologia , Peptídeos e Proteínas de Sinalização Intracelular/metabolismo , Terapia de Alvo Molecular , Proteínas Tirosina Quinases/metabolismo , Fator de Transcrição STAT3/metabolismo , Estaurosporina/análogos & derivados , Neoplasias de Mama Triplo Negativas/metabolismo , Animais , Apoptose/efeitos dos fármacos , Diferenciação Celular/efeitos dos fármacos , Linhagem Celular Tumoral , Proliferação de Células/efeitos dos fármacos , Sobrevivência Celular/efeitos dos fármacos , Sistemas de Liberação de Medicamentos , Feminino , Perfilação da Expressão Gênica , Humanos , Camundongos , Simulação de Acoplamento Molecular , Domínios e Motivos de Interação entre Proteínas , Proteômica/métodos , Análise de Sequência de RNA , Transdução de Sinais , Estaurosporina/farmacologia , Quinase Syk , Fator de Crescimento Transformador beta/genética , Fator de Crescimento Transformador beta/metabolismo , Ensaios Antitumorais Modelo de Xenoenxerto
12.
Trends Pharmacol Sci ; 35(3): 136-45, 2014 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-24529765

RESUMO

Epigenetic deregulation is a hallmark of cancer, and there has been increasing interest in therapeutics that target chromatin-modifying enzymes and other epigenetic regulators. The rationale for applying epigenetic drugs to treat cancer is twofold. First, epigenetic changes are reversible, and drugs could therefore be used to restore the normal (healthy) epigenetic landscape. However, it is unclear whether drugs can faithfully restore the precancerous epigenetic state. Second, chromatin regulators are often mutated in cancer, making them attractive drug targets. However, in most instances it is unknown whether cancer cells are addicted to these mutated chromatin proteins, or whether their mutation merely results in epigenetic instability conducive to the selection of secondary aberrations. An alternative incentive for targeting chromatin regulators is the exploitation of cancer-specific vulnerabilities, including synthetic lethality, caused by epigenetic deregulation. We review evidence for the hypothesis that mechanisms other than oncogene addiction are a basis for the application of epigenetic drugs, and propose future research directions.


Assuntos
Terapia Genética/métodos , Neoplasias/genética , Neoplasias/terapia , Epigenômica , Humanos
13.
Biochem Soc Trans ; 41(4): 831-7, 2013 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-23863140

RESUMO

The process of tRNA splicing entails removal of an intron by TSEN (tRNA-splicing endonuclease) and ligation of the resulting exon halves to generate functional tRNAs. In mammalian cells, the RNA kinase CLP1 (cleavage and polyadenylation factor I subunit) associates with TSEN and phosphorylates the 3' exon at the 5' end in vitro, suggesting a role for CLP1 in tRNA splicing. Interestingly, recent data suggest that the ATP-binding and/or hydrolysis capacity of CLP1 is required to enhance pre-tRNA cleavage. In vivo, the lack of CLP1 kinase activity leads to progressive motor neuron loss and accumulation of novel 5' leader-5' exon tRNA fragments. We have extended the investigation of the biochemical requirements in pre-tRNA splicing and found that ß-γ-hydrolysable ATP is crucial for the productive generation of exon halves. In addition, we provide evidence that phosphorylation of the TSEN complex components supports efficient pre-tRNA cleavage. Taken together, our data improve the mechanistic understanding of mammalian pre-tRNA processing and its regulation.


Assuntos
Trifosfato de Adenosina/metabolismo , Endorribonucleases/metabolismo , Íntrons , Precursores de RNA/genética , Splicing de RNA , RNA de Transferência/genética , Animais , Humanos , Hidrólise , Camundongos , Fosforilação
14.
Nature ; 495(7442): 474-80, 2013 Mar 28.
Artigo em Inglês | MEDLINE | ID: mdl-23474986

RESUMO

CLP1 was the first mammalian RNA kinase to be identified. However, determining its in vivo function has been elusive. Here we generated kinase-dead Clp1 (Clp1(K/K)) mice that show a progressive loss of spinal motor neurons associated with axonal degeneration in the peripheral nerves and denervation of neuromuscular junctions, resulting in impaired motor function, muscle weakness, paralysis and fatal respiratory failure. Transgenic rescue experiments show that CLP1 functions in motor neurons. Mechanistically, loss of CLP1 activity results in accumulation of a novel set of small RNA fragments, derived from aberrant processing of tyrosine pre-transfer RNA. These tRNA fragments sensitize cells to oxidative-stress-induced p53 (also known as TRP53) activation and p53-dependent cell death. Genetic inactivation of p53 rescues Clp1(K/K) mice from the motor neuron loss, muscle denervation and respiratory failure. Our experiments uncover a mechanistic link between tRNA processing, formation of a new RNA species and progressive loss of lower motor neurons regulated by p53.


Assuntos
Neurônios Motores/metabolismo , Neurônios Motores/patologia , RNA de Transferência de Tirosina/metabolismo , Fatores de Transcrição/metabolismo , Esclerose Lateral Amiotrófica , Animais , Animais Recém-Nascidos , Axônios/metabolismo , Axônios/patologia , Morte Celular , Diafragma/inervação , Perda do Embrião , Embrião de Mamíferos/metabolismo , Embrião de Mamíferos/patologia , Éxons/genética , Feminino , Fibroblastos , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Camundongos Transgênicos , Atrofia Muscular Espinal , Doenças Neuromusculares/metabolismo , Doenças Neuromusculares/patologia , Estresse Oxidativo , Processamento Pós-Transcricional do RNA , RNA de Transferência de Tirosina/genética , Proteínas de Ligação a RNA , Respiração , Nervos Espinhais/citologia , Fatores de Transcrição/deficiência , Proteína Supressora de Tumor p53/metabolismo , Tirosina/genética , Tirosina/metabolismo
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