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1.
Sci Transl Med ; 14(628): eabj7521, 2022 Jan 19.
Artigo em Inglês | MEDLINE | ID: mdl-34698500

RESUMO

The drivers of critical coronavirus disease 2019 (COVID-19) remain unknown. Given major confounding factors such as age and comorbidities, true mediators of this condition have remained elusive. We used a multi-omics analysis combined with artificial intelligence in a young patient cohort where major comorbidities were excluded at the onset. The cohort included 47 "critical" (in the intensive care unit under mechanical ventilation) and 25 "non-critical" (in a non-critical care ward) patients with COVID-19 and 22 healthy individuals. The analyses included whole-genome sequencing, whole-blood RNA sequencing, plasma and blood mononuclear cell proteomics, cytokine profiling, and high-throughput immunophenotyping. An ensemble of machine learning, deep learning, quantum annealing, and structural causal modeling were used. Patients with critical COVID-19 were characterized by exacerbated inflammation, perturbed lymphoid and myeloid compartments, increased coagulation, and viral cell biology. Among differentially expressed genes, we observed up-regulation of the metalloprotease ADAM9. This gene signature was validated in a second independent cohort of 81 critical and 73 recovered patients with COVID-19 and was further confirmed at the transcriptional and protein level and by proteolytic activity. Ex vivo ADAM9 inhibition decreased severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) uptake and replication in human lung epithelial cells. In conclusion, within a young, otherwise healthy, cohort of individuals with COVID-19, we provide the landscape of biological perturbations in vivo where a unique gene signature differentiated critical from non-critical patients. We further identified ADAM9 as a driver of disease severity and a candidate therapeutic target.


Assuntos
COVID-19 , Proteínas ADAM , Inteligência Artificial , Humanos , Unidades de Terapia Intensiva , Proteínas de Membrana , Respiração Artificial , SARS-CoV-2
3.
Cell Stem Cell ; 26(4): 542-557.e11, 2020 04 02.
Artigo em Inglês | MEDLINE | ID: mdl-32243809

RESUMO

The etiology of aortic aneurysms is poorly understood, but it is associated with atherosclerosis, hypercholesterolemia, and abnormal transforming growth factor ß (TGF-ß) signaling in smooth muscle. Here, we investigated the interactions between these different factors in aortic aneurysm development and identified a key role for smooth muscle cell (SMC) reprogramming into a mesenchymal stem cell (MSC)-like state. SMC-specific ablation of TGF-ß signaling in Apoe-/- mice on a hypercholesterolemic diet led to development of aortic aneurysms exhibiting all the features of human disease, which was associated with transdifferentiation of a subset of contractile SMCs into an MSC-like intermediate state that generated osteoblasts, chondrocytes, adipocytes, and macrophages. This combination of medial SMC loss with marked increases in non-SMC aortic cell mass induced exuberant growth and dilation of the aorta, calcification and ossification of the aortic wall, and inflammation, resulting in aneurysm development.


Assuntos
Aneurisma Aórtico , Músculo Liso Vascular , Animais , Aorta , Reprogramação Celular , Camundongos , Miócitos de Músculo Liso , Fator de Crescimento Transformador beta
4.
Nat Metab ; 1(9): 912-926, 2019 09.
Artigo em Inglês | MEDLINE | ID: mdl-31572976

RESUMO

Atherosclerosis is a progressive vascular disease triggered by interplay between abnormal shear stress and endothelial lipid retention. A combination of these and, potentially, other factors leads to a chronic inflammatory response in the vessel wall, which is thought to be responsible for disease progression characterized by a buildup of atherosclerotic plaques. Yet molecular events responsible for maintenance of plaque inflammation and plaque growth have not been fully defined. Here we show that endothelial TGFß signaling is one of the primary drivers of atherosclerosis-associated vascular inflammation. Inhibition of endothelial TGFß signaling in hyperlipidemic mice reduces vessel wall inflammation and vascular permeability and leads to arrest of disease progression and regression of established lesions. These pro-inflammatory effects of endothelial TGFß signaling are in stark contrast with its effects in other cell types and identify it as an important driver of atherosclerotic plaque growth and show the potential of cell-type specific therapeutic intervention aimed at control of this disease.


Assuntos
Aterosclerose/metabolismo , Endotélio Vascular/metabolismo , Transdução de Sinais , Fator de Crescimento Transformador beta/metabolismo , Vasculite/metabolismo , Animais , Permeabilidade Capilar , Linhagem Celular , Progressão da Doença , Endotélio Vascular/patologia , Humanos , Camundongos , Camundongos Knockout , Fator de Crescimento Transformador beta/genética
5.
Cell ; 178(1): 160-175.e27, 2019 06 27.
Artigo em Inglês | MEDLINE | ID: mdl-31155233

RESUMO

Single-cell technologies have described heterogeneity across tissues, but the spatial distribution and forces that drive single-cell phenotypes have not been well defined. Combining single-cell RNA and protein analytics in studying the role of stromal cancer-associated fibroblasts (CAFs) in modulating heterogeneity in pancreatic cancer (pancreatic ductal adenocarcinoma [PDAC]) model systems, we have identified significant single-cell population shifts toward invasive epithelial-to-mesenchymal transition (EMT) and proliferative (PRO) phenotypes linked with mitogen-activated protein kinase (MAPK) and signal transducer and activator of transcription 3 (STAT3) signaling. Using high-content digital imaging of RNA in situ hybridization in 195 PDAC tumors, we quantified these EMT and PRO subpopulations in 319,626 individual cancer cells that can be classified within the context of distinct tumor gland "units." Tumor gland typing provided an additional layer of intratumoral heterogeneity that was associated with differences in stromal abundance and clinical outcomes. This demonstrates the impact of the stroma in shaping tumor architecture by altering inherent patterns of tumor glands in human PDAC.


Assuntos
Fibroblastos Associados a Câncer/metabolismo , Carcinoma Ductal Pancreático/metabolismo , Carcinoma Ductal Pancreático/patologia , Neoplasias Pancreáticas/metabolismo , Neoplasias Pancreáticas/patologia , Microambiente Tumoral , Animais , Proliferação de Células , Técnicas de Cocultura , Transição Epitelial-Mesenquimal , Feminino , Células HEK293 , Xenoenxertos , Humanos , Camundongos , Camundongos Endogâmicos NOD , Camundongos SCID , Proteínas Quinases Ativadas por Mitógeno/metabolismo , RNA-Seq , Fator de Transcrição STAT3/metabolismo , Células Estromais/metabolismo , Transfecção
6.
Nat Biotechnol ; 37(3): 276-282, 2019 03.
Artigo em Inglês | MEDLINE | ID: mdl-30742127

RESUMO

Broad use of CRISPR-Cas12a (formerly Cpf1) nucleases1 has been hindered by the requirement for an extended TTTV protospacer adjacent motif (PAM)2. To address this limitation, we engineered an enhanced Acidaminococcus sp. Cas12a variant (enAsCas12a) that has a substantially expanded targeting range, enabling targeting of many previously inaccessible PAMs. On average, enAsCas12a exhibits a twofold higher genome editing activity on sites with canonical TTTV PAMs compared to wild-type AsCas12a, and we successfully grafted a subset of mutations from enAsCas12a onto other previously described AsCas12a variants3 to enhance their activities. enAsCas12a improves the efficiency of multiplex gene editing, endogenous gene activation and C-to-T base editing, and we engineered a high-fidelity version of enAsCas12a (enAsCas12a-HF1) to reduce off-target effects. Both enAsCas12a and enAsCas12a-HF1 function in HEK293T and primary human T cells when delivered as ribonucleoprotein (RNP) complexes. Collectively, enAsCas12a provides an optimized version of Cas12a that should enable wider application of Cas12a enzymes for gene and epigenetic editing.


Assuntos
Proteínas de Bactérias/genética , Sistemas CRISPR-Cas/genética , Endonucleases/genética , Edição de Genes , Ribonucleoproteínas/genética , Acidaminococcus/enzimologia , Epigênese Genética/genética , Células HEK293 , Humanos , Mutação , Linfócitos T/metabolismo
7.
Nat Protoc ; 13(11): 2615-2642, 2018 11.
Artigo em Inglês | MEDLINE | ID: mdl-30341435

RESUMO

Circularization for in vitro reporting of cleavage effects by sequencing (CIRCLE-seq) is a sensitive and unbiased method for defining the genome-wide activity (on-target and off-target) of CRISPR-Cas9 nucleases by selective sequencing of nuclease-cleaved genomic DNA (gDNA). Here, we describe a detailed experimental and analytical protocol for CIRCLE-seq. The principle of our method is to generate a library of circularized gDNA with minimized numbers of free ends. Highly purified gDNA circles are treated with CRISPR-Cas9 ribonucleoprotein complexes, and nuclease-linearized DNA fragments are then ligated to adapters for high-throughput sequencing. The primary advantages of CIRCLE-seq as compared with other in vitro methods for defining genome-wide genome editing activity are (i) high enrichment for sequencing nuclease-cleaved gDNA/low background, enabling sensitive detection with low sequencing depth requirements; and (ii) the fact that paired-end reads can contain complete information on individual nuclease cleavage sites, enabling use of CIRCLE-seq in species without high-quality reference genomes. The entire protocol can be completed in 2 weeks, including time for gRNA cloning, sequence verification, in vitro transcription, library preparation, and sequencing.


Assuntos
Proteína 9 Associada à CRISPR/genética , Sistemas CRISPR-Cas , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , DNA Circular/genética , Edição de Genes/métodos , Sequenciamento de Nucleotídeos em Larga Escala/estatística & dados numéricos , Proteína 9 Associada à CRISPR/metabolismo , Linhagem Celular Tumoral , DNA Circular/metabolismo , Biblioteca Gênica , Genoma Humano , Humanos , Linfócitos/citologia , Linfócitos/metabolismo , Osteoblastos/citologia , Osteoblastos/metabolismo , RNA Guia de Cinetoplastídeos/genética , RNA Guia de Cinetoplastídeos/metabolismo
8.
Nature ; 561(7723): 416-419, 2018 09.
Artigo em Inglês | MEDLINE | ID: mdl-30209390

RESUMO

CRISPR-Cas genome-editing nucleases hold substantial promise for developing human therapeutic applications1-6 but identifying unwanted off-target mutations is important for clinical translation7. A well-validated method that can reliably identify off-targets in vivo has not been described to date, which means it is currently unclear whether and how frequently these mutations occur. Here we describe 'verification of in vivo off-targets' (VIVO), a highly sensitive strategy that can robustly identify the genome-wide off-target effects of CRISPR-Cas nucleases in vivo. We use VIVO and a guide RNA deliberately designed to be promiscuous to show that CRISPR-Cas nucleases can induce substantial off-target mutations in mouse livers in vivo. More importantly, we also use VIVO to show that appropriately designed guide RNAs can direct efficient in vivo editing in mouse livers with no detectable off-target mutations. VIVO provides a general strategy for defining and quantifying the off-target effects of gene-editing nucleases in whole organisms, thereby providing a blueprint to foster the development of therapeutic strategies that use in vivo gene editing.


Assuntos
Proteínas Associadas a CRISPR/metabolismo , Sistemas CRISPR-Cas/genética , Edição de Genes/métodos , Edição de Genes/normas , Genoma/genética , Mutação , Especificidade por Substrato/genética , Animais , Proteínas Associadas a CRISPR/genética , Feminino , Humanos , Mutação INDEL , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Pró-Proteína Convertase 9/genética , Transgenes/genética
9.
Nat Methods ; 14(6): 607-614, 2017 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-28459458

RESUMO

Sensitive detection of off-target effects is important for translating CRISPR-Cas9 nucleases into human therapeutics. In vitro biochemical methods for finding off-targets offer the potential advantages of greater reproducibility and scalability while avoiding limitations associated with strategies that require the culture and manipulation of living cells. Here we describe circularization for in vitro reporting of cleavage effects by sequencing (CIRCLE-seq), a highly sensitive, sequencing-efficient in vitro screening strategy that outperforms existing cell-based or biochemical approaches for identifying CRISPR-Cas9 genome-wide off-target mutations. In contrast to previously described in vitro methods, we show that CIRCLE-seq can be practiced using widely accessible next-generation sequencing technology and does not require reference genome sequences. Importantly, CIRCLE-seq can be used to identify off-target mutations associated with cell-type-specific single-nucleotide polymorphisms, demonstrating the feasibility and importance of generating personalized specificity profiles. CIRCLE-seq provides an accessible, rapid, and comprehensive method for identifying genome-wide off-target mutations of CRISPR-Cas9.


Assuntos
Sistemas CRISPR-Cas/genética , Mapeamento Cromossômico/métodos , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas/genética , Desoxirribonucleases/genética , Genoma/genética , Análise de Sequência de DNA/métodos , Sequenciamento de Nucleotídeos em Larga Escala , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
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