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1.
Nat Methods ; 20(5): 714-722, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-37012480

RESUMO

Major aims of single-cell proteomics include increasing the consistency, sensitivity and depth of protein quantification, especially for proteins and modifications of biological interest. Here, to simultaneously advance all these aims, we developed prioritized Single-Cell ProtEomics (pSCoPE). pSCoPE consistently analyzes thousands of prioritized peptides across all single cells (thus increasing data completeness) while maximizing instrument time spent analyzing identifiable peptides, thus increasing proteome depth. These strategies increased the sensitivity, data completeness and proteome coverage over twofold. The gains enabled quantifying protein variation in untreated and lipopolysaccharide-treated primary macrophages. Within each condition, proteins covaried within functional sets, including phagosome maturation and proton transport, similarly across both treatment conditions. This covariation is coupled to phenotypic variability in endocytic activity. pSCoPE also enabled quantifying proteolytic products, suggesting a gradient of cathepsin activities within a treatment condition. pSCoPE is freely available and widely applicable, especially for analyzing proteins of interest without sacrificing proteome coverage. Support for pSCoPE is available at http://scp.slavovlab.net/pSCoPE .


Assuntos
Proteoma , Proteômica , Proteoma/análise , Proteômica/métodos , Espectrometria de Massas , Peptídeos/química , Macrófagos
2.
Nat Protoc ; 16(12): 5398-5425, 2021 12.
Artigo em Inglês | MEDLINE | ID: mdl-34716448

RESUMO

Many biological systems are composed of diverse single cells. This diversity necessitates functional and molecular single-cell analysis. Single-cell protein analysis has long relied on affinity reagents, but emerging mass-spectrometry methods (either label-free or multiplexed) have enabled quantifying >1,000 proteins per cell while simultaneously increasing the specificity of protein quantification. Here we describe the Single Cell ProtEomics (SCoPE2) protocol, which uses an isobaric carrier to enhance peptide sequence identification. Single cells are isolated by FACS or CellenONE into multiwell plates and lysed by Minimal ProteOmic sample Preparation (mPOP), and their peptides labeled by isobaric mass tags (TMT or TMTpro) for multiplexed analysis. SCoPE2 affords a cost-effective single-cell protein quantification that can be fully automated using widely available equipment and scaled to thousands of single cells. SCoPE2 uses inexpensive reagents and is applicable to any sample that can be processed to a single-cell suspension. The SCoPE2 workflow allows analyzing ~200 single cells per 24 h using only standard commercial equipment. We emphasize experimental steps and benchmarks required for achieving quantitative protein analysis.


Assuntos
Peptídeos/isolamento & purificação , Proteoma/isolamento & purificação , Proteômica/métodos , Análise de Célula Única/métodos , Animais , Benchmarking , Cromatografia Líquida/métodos , Cromatografia Líquida/normas , Células HeLa , Humanos , Indicadores e Reagentes/química , Camundongos , Oócitos/citologia , Oócitos/metabolismo , Peptídeos/química , Peptídeos/classificação , Cultura Primária de Células , Proteoma/química , Proteoma/classificação , Células RAW 264.7 , Análise de Célula Única/normas , Espectrometria de Massas em Tandem/métodos , Espectrometria de Massas em Tandem/normas , Células U937
3.
Nat Commun ; 12(1): 3100, 2021 05 25.
Artigo em Inglês | MEDLINE | ID: mdl-34035288

RESUMO

Hippo signaling is an evolutionarily conserved pathway that restricts growth and regeneration predominantly by suppressing the activity of the transcriptional coactivator Yap. Using a high-throughput phenotypic screen, we identified a potent and non-toxic activator of Yap. In vitro kinase assays show that the compound acts as an ATP-competitive inhibitor of Lats kinases-the core enzymes in Hippo signaling. The substance prevents Yap phosphorylation and induces proliferation of supporting cells in the murine inner ear, murine cardiomyocytes, and human Müller glia in retinal organoids. RNA sequencing indicates that the inhibitor reversibly activates the expression of transcriptional Yap targets: upon withdrawal, a subset of supporting-cell progeny exits the cell cycle and upregulates genes characteristic of sensory hair cells. Our results suggest that the pharmacological inhibition of Lats kinases may promote initial stages of the proliferative regeneration of hair cells, a process thought to be permanently suppressed in the adult mammalian inner ear.


Assuntos
Proteínas Adaptadoras de Transdução de Sinal/genética , Proliferação de Células/efeitos dos fármacos , Proteínas Serina-Treonina Quinases/antagonistas & inibidores , Bibliotecas de Moléculas Pequenas/farmacologia , Proteínas Supressoras de Tumor/antagonistas & inibidores , Proteínas Adaptadoras de Transdução de Sinal/metabolismo , Animais , Linhagem Celular , Linhagem Celular Tumoral , Proliferação de Células/genética , Células Ependimogliais/citologia , Células Ependimogliais/efeitos dos fármacos , Células Ependimogliais/metabolismo , Células HEK293 , Células Ciliadas Auditivas Internas/citologia , Células Ciliadas Auditivas Internas/efeitos dos fármacos , Células Ciliadas Auditivas Internas/metabolismo , Humanos , Camundongos Knockout , Camundongos Transgênicos , Miócitos Cardíacos/citologia , Miócitos Cardíacos/efeitos dos fármacos , Miócitos Cardíacos/metabolismo , Proteínas Serina-Treonina Quinases/metabolismo , Transdução de Sinais/efeitos dos fármacos , Transdução de Sinais/genética , Proteínas Supressoras de Tumor/metabolismo , Proteínas de Sinalização YAP
4.
Genome Biol ; 22(1): 50, 2021 01 27.
Artigo em Inglês | MEDLINE | ID: mdl-33504367

RESUMO

BACKGROUND: Macrophages are innate immune cells with diverse functional and molecular phenotypes. This diversity is largely unexplored at the level of single-cell proteomes because of the limitations of quantitative single-cell protein analysis. RESULTS: To overcome this limitation, we develop SCoPE2, which substantially increases quantitative accuracy and throughput while lowering cost and hands-on time by introducing automated and miniaturized sample preparation. These advances enable us to analyze the emergence of cellular heterogeneity as homogeneous monocytes differentiate into macrophage-like cells in the absence of polarizing cytokines. SCoPE2 quantifies over 3042 proteins in 1490 single monocytes and macrophages in 10 days of instrument time, and the quantified proteins allow us to discern single cells by cell type. Furthermore, the data uncover a continuous gradient of proteome states for the macrophages, suggesting that macrophage heterogeneity may emerge in the absence of polarizing cytokines. Parallel measurements of transcripts by 10× Genomics suggest that our measurements sample 20-fold more protein copies than RNA copies per gene, and thus, SCoPE2 supports quantification with improved count statistics. This allowed exploring regulatory interactions, such as interactions between the tumor suppressor p53, its transcript, and the transcripts of genes regulated by p53. CONCLUSIONS: Even in a homogeneous environment, macrophage proteomes are heterogeneous. This heterogeneity correlates to the inflammatory axis of classically and alternatively activated macrophages. Our methodology lays the foundation for automated and quantitative single-cell analysis of proteins by mass spectrometry and demonstrates the potential for inferring transcriptional and post-transcriptional regulation from variability across single cells.


Assuntos
Macrófagos/metabolismo , Proteômica , Transcriptoma , Linhagem Celular , Citocinas/genética , Proteínas Alimentares , Perfilação da Expressão Gênica , Regulação da Expressão Gênica , Células HEK293 , Humanos , Ativação de Macrófagos , Monócitos/metabolismo , Fenótipo , Proteoma/genética
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