Enhanced Sensitivity and Quantitative Precision for Single Cell Proteomics
Enhanced Sensitivity and Quantitative Precision for Single Cell Proteomics
批准号:
10710172
负责人:
Samuel H Payne
金额:
$30.04万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2022
资助国家:
美国
项目状态:
未结题
起止时间:
2022-09-27 至 2026-05-30
关键词:
AlgorithmsAtlasesBenchmarkingBiological ProcessCategoriesCell physiologyCellsCharacteristicsComplexComputer softwareCoupledDataDedicationsDetectionEnvironmentFeedbackGoalsHeterogeneityIndividualIonsLabelLaboratoriesLibrariesLifeLinkMass Spectrum AnalysisMetabolicNatureNeuronsNoisePeptidesPerformancePreparationProteinsProteomeProteomicsProxyRNAResearchSamplingSignal TransductionSoftware ToolsSpinal CordSystemTechnologyTissuesTranscriptWorkcell typecomputational atlascomputerized toolscostdata acquisitiondata archivedesignexpectationimprovedinstrumentationmass spectrometernovelsingle cell analysissingle-cell RNA sequencingsoftware developmentsupervised learningtransfer learning
中文摘要
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英文摘要
Single cell proteomics (SCP) is rapidly emerging and can quantify > 1000 proteins per cell.
Significant advances in instrumentation and sample preparation are making SCP more broadly
accessible. Yet technical advances in data acquisition have not been paired with advances to
computational tools. Algorithms for proteomics were designed and optimized on data from bulk
proteomics, and are ill-suited for SCP data. Our preliminary research shows that data from SCP
lack many features that are critical for current proteomics algorithms. We will dramatically
improve accuracy and coverage of the single cell proteome through creation of the first-ever
dedicated SCP search software. This will be coupled with an initiative to improve SCP peptide
and protein quantification. These algorithmic improvements will be informed from a large corpus
of SCP data, gathered and centralized into the first SCP data archive.
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Diversity Supplement for Alyssa Nitz for GM147653
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批准号:10798510
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项目类别:
-
资助金额:$7.15万
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财政年份:2022
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负责人:Samuel H Payne
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依托单位:
Bioinformatics, data integration, and knowledge extraction from high throughput proteomics for enabling biomedical applications
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批准号:10461820
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项目类别:
-
资助金额:$31.51万
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财政年份:2003
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负责人:Samuel H Payne
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依托单位:
Bioinformatics, data integration, and knowledge extraction from high throughput proteomics for enabling biomedical applications
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批准号:10220051
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项目类别:
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资助金额:$31.76万
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财政年份:2003
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负责人:Samuel H Payne
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依托单位:
海外基金