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1.
Cell ; 182(1): 200-225.e35, 2020 07 09.
Artigo em Inglês | MEDLINE | ID: mdl-32649874

RESUMO

To explore the biology of lung adenocarcinoma (LUAD) and identify new therapeutic opportunities, we performed comprehensive proteogenomic characterization of 110 tumors and 101 matched normal adjacent tissues (NATs) incorporating genomics, epigenomics, deep-scale proteomics, phosphoproteomics, and acetylproteomics. Multi-omics clustering revealed four subgroups defined by key driver mutations, country, and gender. Proteomic and phosphoproteomic data illuminated biology downstream of copy number aberrations, somatic mutations, and fusions and identified therapeutic vulnerabilities associated with driver events involving KRAS, EGFR, and ALK. Immune subtyping revealed a complex landscape, reinforced the association of STK11 with immune-cold behavior, and underscored a potential immunosuppressive role of neutrophil degranulation. Smoking-associated LUADs showed correlation with other environmental exposure signatures and a field effect in NATs. Matched NATs allowed identification of differentially expressed proteins with potential diagnostic and therapeutic utility. This proteogenomics dataset represents a unique public resource for researchers and clinicians seeking to better understand and treat lung adenocarcinomas.


Assuntos
Adenocarcinoma de Pulmão/tratamento farmacológico , Adenocarcinoma de Pulmão/genética , Neoplasias Pulmonares/tratamento farmacológico , Neoplasias Pulmonares/genética , Proteogenômica , Adenocarcinoma de Pulmão/imunologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Biomarcadores Tumorais/metabolismo , Carcinogênese/genética , Carcinogênese/patologia , Variações do Número de Cópias de DNA/genética , Metilação de DNA/genética , Feminino , Humanos , Neoplasias Pulmonares/imunologia , Masculino , Pessoa de Meia-Idade , Mutação/genética , Proteínas de Fusão Oncogênica , Fenótipo , Fosfoproteínas/metabolismo , Proteoma/metabolismo
2.
Cell ; 183(5): 1436-1456.e31, 2020 11 25.
Artigo em Inglês | MEDLINE | ID: mdl-33212010

RESUMO

The integration of mass spectrometry-based proteomics with next-generation DNA and RNA sequencing profiles tumors more comprehensively. Here this "proteogenomics" approach was applied to 122 treatment-naive primary breast cancers accrued to preserve post-translational modifications, including protein phosphorylation and acetylation. Proteogenomics challenged standard breast cancer diagnoses, provided detailed analysis of the ERBB2 amplicon, defined tumor subsets that could benefit from immune checkpoint therapy, and allowed more accurate assessment of Rb status for prediction of CDK4/6 inhibitor responsiveness. Phosphoproteomics profiles uncovered novel associations between tumor suppressor loss and targetable kinases. Acetylproteome analysis highlighted acetylation on key nuclear proteins involved in the DNA damage response and revealed cross-talk between cytoplasmic and mitochondrial acetylation and metabolism. Our results underscore the potential of proteogenomics for clinical investigation of breast cancer through more accurate annotation of targetable pathways and biological features of this remarkably heterogeneous malignancy.


Assuntos
Neoplasias da Mama/genética , Neoplasias da Mama/patologia , Carcinogênese/genética , Carcinogênese/patologia , Terapia de Alvo Molecular , Proteogenômica , Desaminases APOBEC/metabolismo , Adulto , Idoso , Idoso de 80 Anos ou mais , Neoplasias da Mama/imunologia , Neoplasias da Mama/terapia , Estudos de Coortes , Dano ao DNA , Reparo do DNA , Feminino , Humanos , Imunoterapia , Metabolômica , Pessoa de Meia-Idade , Mutagênese/genética , Fosforilação , Inibidores de Proteínas Quinases/farmacologia , Proteínas Quinases/metabolismo , Receptor ErbB-2/metabolismo , Proteína do Retinoblastoma/metabolismo , Microambiente Tumoral/imunologia
3.
Cell ; 180(4): 729-748.e26, 2020 02 20.
Artigo em Inglês | MEDLINE | ID: mdl-32059776

RESUMO

We undertook a comprehensive proteogenomic characterization of 95 prospectively collected endometrial carcinomas, comprising 83 endometrioid and 12 serous tumors. This analysis revealed possible new consequences of perturbations to the p53 and Wnt/ß-catenin pathways, identified a potential role for circRNAs in the epithelial-mesenchymal transition, and provided new information about proteomic markers of clinical and genomic tumor subgroups, including relationships to known druggable pathways. An extensive genome-wide acetylation survey yielded insights into regulatory mechanisms linking Wnt signaling and histone acetylation. We also characterized aspects of the tumor immune landscape, including immunogenic alterations, neoantigens, common cancer/testis antigens, and the immune microenvironment, all of which can inform immunotherapy decisions. Collectively, our multi-omic analyses provide a valuable resource for researchers and clinicians, identify new molecular associations of potential mechanistic significance in the development of endometrial cancers, and suggest novel approaches for identifying potential therapeutic targets.


Assuntos
Carcinoma/genética , Neoplasias do Endométrio/genética , Regulação Neoplásica da Expressão Gênica , Proteoma/genética , Transcriptoma , Acetilação , Animais , Antígenos de Neoplasias/genética , Carcinoma/imunologia , Carcinoma/patologia , Neoplasias do Endométrio/imunologia , Neoplasias do Endométrio/patologia , Transição Epitelial-Mesenquimal/genética , Retroalimentação Fisiológica , Feminino , Instabilidade Genômica , Humanos , Camundongos , MicroRNAs/genética , MicroRNAs/metabolismo , Repetições de Microssatélites , Fosforilação , Processamento de Proteína Pós-Traducional , Proteoma/metabolismo , Transdução de Sinais
4.
Mol Cell ; 80(4): 682-698.e7, 2020 11 19.
Artigo em Inglês | MEDLINE | ID: mdl-33152268

RESUMO

Knowledge of fundamental differences between breast cancer subtypes has driven therapeutic advances; however, basal-like breast cancer (BLBC) remains clinically intractable. Because BLBC exhibits alterations in DNA repair enzymes and cell-cycle checkpoints, elucidation of factors enabling the genomic instability present in this subtype has the potential to reveal novel anti-cancer strategies. Here, we demonstrate that BLBC is especially sensitive to suppression of iron-sulfur cluster (ISC) biosynthesis and identify DNA polymerase epsilon (POLE) as an ISC-containing protein that underlies this phenotype. In BLBC cells, POLE suppression leads to replication fork stalling, DNA damage, and a senescence-like state or cell death. In contrast, luminal breast cancer and non-transformed mammary cells maintain viability upon POLE suppression but become dependent upon an ATR/CHK1/CDC25A/CDK2 DNA damage response axis. We find that CDK1/2 targets exhibit hyperphosphorylation selectively in BLBC tumors, indicating that CDK2 hyperactivity is a genome integrity vulnerability exploitable by targeting POLE.


Assuntos
Neoplasias da Mama/patologia , Carcinoma Basocelular/patologia , Quinase 2 Dependente de Ciclina/metabolismo , DNA Polimerase II/metabolismo , Instabilidade Genômica , Proteínas de Ligação a Poli-ADP-Ribose/metabolismo , Animais , Apoptose , Neoplasias da Mama/genética , Neoplasias da Mama/metabolismo , Carcinoma Basocelular/genética , Carcinoma Basocelular/metabolismo , Ciclo Celular , Proliferação de Células , Quinase 2 Dependente de Ciclina/genética , Dano ao DNA , DNA Polimerase II/genética , Feminino , Humanos , Camundongos , Camundongos Endogâmicos NOD , Fosforilação , Proteínas de Ligação a Poli-ADP-Ribose/genética , Transdução de Sinais , Células Tumorais Cultivadas
5.
Mol Cell ; 70(6): 1149-1162.e5, 2018 06 21.
Artigo em Inglês | MEDLINE | ID: mdl-29932905

RESUMO

Polycomb repressive complex 2 (PRC2) maintains gene silencing by catalyzing methylation of histone H3 at lysine 27 (H3K27me2/3) within chromatin. By designing a system whereby PRC2-mediated repressive domains were collapsed and then reconstructed in an inducible fashion in vivo, a two-step mechanism of H3K27me2/3 domain formation became evident. First, PRC2 is stably recruited by the actions of JARID2 and MTF2 to a limited number of spatially interacting "nucleation sites," creating H3K27me3-forming Polycomb foci within the nucleus. Second, PRC2 is allosterically activated via its binding to H3K27me3 and rapidly spreads H3K27me2/3 both in cis and in far-cis via long-range contacts. As PRC2 proceeds further from the nucleation sites, its stability on chromatin decreases such that domains of H3K27me3 remain proximal, and those of H3K27me2 distal, to the nucleation sites. This study demonstrates the principles of de novo establishment of PRC2-mediated repressive domains across the genome.


Assuntos
Complexo Repressor Polycomb 2/metabolismo , Proteínas do Grupo Polycomb/metabolismo , Animais , Cromatina/metabolismo , Inativação Gênica , Código das Histonas , Histonas/metabolismo , Lisina/metabolismo , Metilação , Camundongos , Camundongos Endogâmicos C57BL , Células-Tronco Embrionárias Murinas , Ligação Proteica , Processamento de Proteína Pós-Traducional
6.
Mol Cell Proteomics ; 22(8): 100596, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-37394063

RESUMO

Kinases are key players in cancer-relevant pathways and are the targets of many successful precision cancer therapies. Phosphoproteomics is a powerful approach to study kinase activity and has been used increasingly for the characterization of tumor samples leading to the identification of novel chemotherapeutic targets and biomarkers. Finding co-regulated phosphorylation sites which represent potential kinase-substrate sets or members of the same signaling pathway allows us to harness these data to identify clinically relevant and targetable alterations in signaling cascades. Unfortunately, studies have found that databases of co-regulated phosphorylation sites are only experimentally supported in a small number of substrate sets. To address the inherent challenge of defining co-regulated phosphorylation modules relevant to a given dataset, we developed PhosphoDisco, a toolkit for determining co-regulated phosphorylation modules. We applied this approach to tandem mass spectrometry based phosphoproteomic data for breast and non-small cell lung cancer and identified canonical as well as putative new phosphorylation site modules. Our analysis identified several interesting modules in each cohort. Among these was a new cell cycle checkpoint module enriched in basal breast cancer samples and a module of PRKC isozymes putatively co-regulated by CDK12 in lung cancer. We demonstrate that modules defined by PhosphoDisco can be used to further personalized cancer treatment strategies by establishing active signaling pathways in a given patient tumor or set of tumors, and in providing new ways to classify tumors based on signaling activity.


Assuntos
Carcinoma Pulmonar de Células não Pequenas , Neoplasias Pulmonares , Humanos , Fosforilação , Transdução de Sinais , Espectrometria de Massas em Tandem
7.
J Proteome Res ; 20(7): 3767-3773, 2021 07 02.
Artigo em Inglês | MEDLINE | ID: mdl-34165986

RESUMO

Unbiased assays such as shotgun proteomics and RNA-seq provide high-resolution molecular characterization of tumors. These assays measure molecules with highly varied distributions, making interpretation and hypothesis testing challenging. Samples with the most extreme measurements for a molecule can reveal the most interesting biological insights yet are often excluded from analysis. Furthermore, rare disease subtypes are, by definition, underrepresented in cancer cohorts. To provide a strategy for identifying molecules aberrantly enriched in small sample cohorts, we present BlackSheep, a package for nonparametric description and differential analysis of genome-wide data, available from Bioconductor (https://www.bioconductor.org/packages/release/bioc/html/blacksheepr.html) and Bioconda (https://bioconda.github.io/recipes/blksheep/README.html). BlackSheep is a complementary tool to other differential expression analysis methods, which is particularly useful when analyzing small subgroups in a larger cohort.


Assuntos
Genoma , Software , Humanos , Proteômica
8.
BMC Bioinformatics ; 21(1): 428, 2020 Sep 29.
Artigo em Inglês | MEDLINE | ID: mdl-32993491

RESUMO

BACKGROUND: Unsupervised clustering is a common and exceptionally useful tool for large biological datasets. However, clustering requires upfront algorithm and hyperparameter selection, which can introduce bias into the final clustering labels. It is therefore advisable to obtain a range of clustering results from multiple models and hyperparameters, which can be cumbersome and slow. RESULTS: We present hypercluster, a python package and SnakeMake pipeline for flexible and parallelized clustering evaluation and selection. Users can efficiently evaluate a huge range of clustering results from multiple models and hyperparameters to identify an optimal model. CONCLUSIONS: Hypercluster improves ease of use, robustness and reproducibility for unsupervised clustering application for high throughput biology. Hypercluster is available on pip and bioconda; installation, documentation and example workflows can be found at: https://github.com/ruggleslab/hypercluster .


Assuntos
Interface Usuário-Computador , Algoritmos , Análise por Conglomerados , Biologia Computacional
9.
Sci Rep ; 13(1): 8452, 2023 05 25.
Artigo em Inglês | MEDLINE | ID: mdl-37231180

RESUMO

Identifying epitopes that T cells respond to is critical for understanding T cell-mediated immunity. Traditional multimer and other single cell assays often require large blood volumes and/or expensive HLA-specific reagents and provide limited phenotypic and functional information. Here, we present the Rapid TCR:Epitope Ranker (RAPTER) assay, a single cell RNA sequencing (scRNA-SEQ) method that uses primary human T cells and antigen presenting cells (APCs) to assess functional T cell reactivity. Using hash-tag oligonucleotide (HTO) coding and T cell activation-induced markers (AIM), RAPTER defines paired epitope specificity and TCR sequence and can include RNA- and protein-level T cell phenotype information. We demonstrate that RAPTER identified specific reactivities to viral and tumor antigens at sensitivities as low as 0.15% of total CD8+ T cells, and deconvoluted low-frequency circulating HPV16-specific T cell clones from a cervical cancer patient. The specificities of TCRs identified by RAPTER for MART1, EBV, and influenza epitopes were functionally confirmed in vitro. In summary, RAPTER identifies low-frequency T cell reactivities using primary cells from low blood volumes, and the resulting paired TCR:ligand information can directly enable immunogenic antigen selection from limited patient samples for vaccine epitope inclusion, antigen-specific TCR tracking, and TCR cloning for further therapeutic development.


Assuntos
Linfócitos T CD8-Positivos , Epitopos de Linfócito T , Humanos , Receptores de Antígenos de Linfócitos T/genética , Membrana Celular
10.
Cancer Discov ; 12(5): 1314-1335, 2022 05 02.
Artigo em Inglês | MEDLINE | ID: mdl-35262173

RESUMO

Brain metastasis is a significant cause of morbidity and mortality in multiple cancer types and represents an unmet clinical need. The mechanisms that mediate metastatic cancer growth in the brain parenchyma are largely unknown. Melanoma, which has the highest rate of brain metastasis among common cancer types, is an ideal model to study how cancer cells adapt to the brain parenchyma. Our unbiased proteomics analysis of melanoma short-term cultures revealed that proteins implicated in neurodegenerative pathologies are differentially expressed in melanoma cells explanted from brain metastases compared with those derived from extracranial metastases. We showed that melanoma cells require amyloid beta (Aß) for growth and survival in the brain parenchyma. Melanoma-secreted Aß activates surrounding astrocytes to a prometastatic, anti-inflammatory phenotype and prevents phagocytosis of melanoma by microglia. Finally, we demonstrate that pharmacologic inhibition of Aß decreases brain metastatic burden. SIGNIFICANCE: Our results reveal a novel mechanistic connection between brain metastasis and Alzheimer's disease, two previously unrelated pathologies; establish Aß as a promising therapeutic target for brain metastasis; and demonstrate suppression of neuroinflammation as a critical feature of metastatic adaptation to the brain parenchyma. This article is highlighted in the In This Issue feature, p. 1171.


Assuntos
Neoplasias Encefálicas , Melanoma , Peptídeos beta-Amiloides/uso terapêutico , Astrócitos/metabolismo , Neoplasias Encefálicas/genética , Humanos , Melanoma/tratamento farmacológico , Metástase Neoplásica , Doenças Neuroinflamatórias
11.
Cell Rep ; 26(1): 108-118.e4, 2019 01 02.
Artigo em Inglês | MEDLINE | ID: mdl-30605667

RESUMO

B cell development is a highly regulated process that requires stepwise rearrangement of immunoglobulin genes to generate a functional B cell receptor (BCR). The polycomb group protein BMI1 is required for B cell development, but its function in developing B cells remains poorly defined. We demonstrate that BMI1 functions in a cell-autonomous manner at two stages during early B cell development. First, loss of BMI1 results in a differentiation block at the pro-B cell to pre-B cell transition due to the inability of BMI1-deficient cells to transcribe newly rearranged Igh genes. Accordingly, introduction of a pre-rearranged Igh allele partially restored B cell development in Bmi1-/- mice. In addition, BMI1 is required to prevent premature p53 signaling, and as a consequence, Bmi1-/- large pre-B cells fail to properly proliferate. Altogether, our results clarify the role of BMI1 in early B cell development and uncover an unexpected function of BMI1 during VDJ recombination.


Assuntos
Linfócitos B/citologia , Linfócitos B/imunologia , Rearranjo Gênico do Linfócito B , Genes de Imunoglobulinas , Complexo Repressor Polycomb 1/imunologia , Proteínas Proto-Oncogênicas/imunologia , Proteína Supressora de Tumor p53/imunologia , Animais , Diferenciação Celular/fisiologia , Feminino , Expressão Gênica , Masculino , Camundongos , Camundongos Knockout , Complexo Repressor Polycomb 1/deficiência , Complexo Repressor Polycomb 1/genética , Proteínas Proto-Oncogênicas/deficiência , Proteínas Proto-Oncogênicas/genética , Proteína Supressora de Tumor p53/genética
12.
Cell Rep ; 21(4): 979-993, 2017 Oct 24.
Artigo em Inglês | MEDLINE | ID: mdl-29069605

RESUMO

Many DNA lesions associated with lymphoid malignancies are linked to off-target cleavage by the RAG1/2 recombinase. However, off-target cleavage has mostly been analyzed in the context of DNA repair defects, confounding any mechanistic understanding of cleavage deregulation. We identified a conserved SQ phosphorylation site on RAG2 365 to 366 that is involved in feedback control of RAG cleavage. Mutation of serine 365 to a non-phosphorylatable alanine permits bi-allelic and bi-locus RAG-mediated breaks in the same cell, leading to reciprocal translocations. This phenomenon is analogous to the phenotype we described for ATM kinase inactivation. Here, we establish deregulated cleavage itself as a driver of chromosomal instability without the associated repair defect. Intriguingly, a RAG2-S365E phosphomimetic rescues the deregulated cleavage of ATM inactivation, reducing the incidence of reciprocal translocations. These data support a model in which feedback control of cleavage and maintenance of genome stability involves ATM-mediated phosphorylation of RAG2.


Assuntos
Instabilidade Cromossômica , Proteínas de Ligação a DNA/metabolismo , Proteínas Nucleares/metabolismo , Processamento de Proteína Pós-Traducional , Motivos de Aminoácidos , Proteínas Mutadas de Ataxia Telangiectasia/metabolismo , Sequência Conservada , Reparo do DNA , Proteínas de Ligação a DNA/química , Proteínas de Ligação a DNA/genética , Humanos , Linfócitos/metabolismo , Mutação , Proteínas Nucleares/química , Proteínas Nucleares/genética , Fosforilação
13.
Cell Rep ; 17(9): 2271-2285, 2016 11 22.
Artigo em Inglês | MEDLINE | ID: mdl-27880903

RESUMO

B cell development is a tightly regulated process dependent on sequential rearrangements of immunoglobulin loci that encode the antigen receptor. To elucidate the role of microRNAs (miRNAs) in the orchestration of B cell development, we ablated all miRNAs at the earliest stage of B cell development by conditionally targeting the enzymes critical for RNAi in early B cell precursors. Absence of any one of these enzymes led to a block at the pro- to pre-B cell transition due to increased apoptosis and a failure of pre-B cells to proliferate. Expression of a Bcl2 transgene allowed for partial rescue of B cell development, however, the majority of the rescued B cells had low surface immunoglobulin expression with evidence of ongoing light chain editing. Our analysis revealed that miRNAs are critical for the regulation of the PTEN-AKT-FOXO1 pathway that in turn controls Rag expression during B cell development.


Assuntos
Linfócitos B/citologia , Linfócitos B/metabolismo , Diferenciação Celular/genética , Regulação da Expressão Gênica , MicroRNAs/metabolismo , Edição de RNA/genética , Receptores de Antígenos de Linfócitos B/metabolismo , Transdução de Sinais/genética , Animais , Regulação para Baixo , Fatores de Transcrição Forkhead/metabolismo , Cadeias Leves de Imunoglobulina/genética , Camundongos , Fosfatidilinositol 3-Quinases/metabolismo , Proteínas Proto-Oncogênicas c-akt/metabolismo , Proteínas Proto-Oncogênicas c-bcl-2/metabolismo , Interferência de RNA , Proteínas de Ligação a RNA/metabolismo , Ribonuclease III/metabolismo , Baço/citologia , Transgenes
14.
Trends Mol Med ; 21(12): 733-735, 2015 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-26602761

RESUMO

The 'off-target' activity of RAG recombinases contributes to mutations and cancer. Recent studies show that the influence of DNA regulatory elements is largely constrained by the formation of chromatin loops and interaction frequencies. Now, the Alt lab has identified major RAG off-target activity bearing similar limitations, with joining events restricted to convergent paired RSS elements in loop domains.


Assuntos
Recombinases/metabolismo , Recombinação V(D)J , Animais , Genoma , Sequenciamento de Nucleotídeos em Larga Escala , Camundongos , Modelos Biológicos , Sinais Direcionadores de Proteínas , Recombinação V(D)J/genética
15.
PLoS One ; 9(11): e108915, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25393119

RESUMO

Egg masses of the yellow-spotted salamander Ambystoma maculatum form an association with the green alga "Oophila amblystomatis" (Lambert ex Wille), which, in addition to growing within individual egg capsules, has recently been reported to invade embryonic tissues and cells. The binomial O. amblystomatis refers to the algae that occur in A. maculatum egg capsules, but it is unknown whether this population of symbionts constitutes one or several different algal taxa. Moreover, it is unknown whether egg masses across the geographic range of A. maculatum, or other amphibians, associate with one or multiple algal taxa. To address these questions, we conducted a phylogeographic study of algae sampled from egg capsules of A. maculatum, its allopatric congener A. gracile, and two frogs: Lithobates sylvatica and L. aurora. All of these North American amphibians form associations with algae in their egg capsules. We sampled algae from egg capsules of these four amphibians from localities across North America, established representative algal cultures, and amplified and sequenced a region of 18S rDNA for phylogenetic analysis. Our combined analysis shows that symbiotic algae found in egg masses of four North American amphibians are closely related to each other, and form a well-supported clade that also contains three strains of free-living chlamydomonads. We designate this group as the 'Oophila' clade, within which the symbiotic algae are further divided into four distinct subclades. Phylogenies of the host amphibians and their algal symbionts are only partially congruent, suggesting that host-switching and co-speciation both play roles in their associations. We also established conditions for isolating and rearing algal symbionts from amphibian egg capsules, which should facilitate further study of these egg mass specialist algae.


Assuntos
Ambystoma/fisiologia , Óvulo/fisiologia , Ranidae/fisiologia , Simbiose/fisiologia , Volvocida/fisiologia , Animais , Sequência de Bases , DNA de Plantas/genética , DNA Ribossômico/genética , Variação Genética/genética , Dados de Sequência Molecular , América do Norte , Filogenia , RNA Ribossômico 18S/genética , Alinhamento de Sequência , Análise de Sequência de DNA , Volvocida/genética
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