Single-cell protein-mRNA correlation analysis enabled by multiplexed dual-analyte co-detection
We have investigated the correlation between proteins and mRNAs in single cells employing an integrated workflow for dual-analyte co-detection. This is achieved by combining the oligo extension reaction (OER), which converts protein levels to DNA levels, with reverse transcription for mRNA detection...
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Published in | Scientific reports Vol. 7; no. 1; pp. 2776 - 8 |
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Main Authors | , , , , , , , , , |
Format | Journal Article |
Language | English |
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Nature Publishing Group UK
05.06.2017
Nature Publishing Group Nature Portfolio |
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Abstract | We have investigated the correlation between proteins and mRNAs in single cells employing an integrated workflow for dual-analyte co-detection. This is achieved by combining the oligo extension reaction (OER), which converts protein levels to DNA levels, with reverse transcription for mRNA detection. Unsupervised gene expression profiling analysis, including principal component analysis and hierarchical clustering, revealed different aspects of the protein-mRNA relationship. Violin plot analysis showed that some genes exhibited similar distribution patterns for proteins and mRNAs. We also demonstrate that cells can be separated into subpopulations based on their protein-mRNA expression profiles, and that different subpopulations have distinct correlation coefficient values. Our results demonstrated that integrated investigations of mRNA and protein levels in single cells allows comprehensive analysis not attainable at bulk levels. |
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AbstractList | We have investigated the correlation between proteins and mRNAs in single cells employing an integrated workflow for dual-analyte co-detection. This is achieved by combining the oligo extension reaction (OER), which converts protein levels to DNA levels, with reverse transcription for mRNA detection. Unsupervised gene expression profiling analysis, including principal component analysis and hierarchical clustering, revealed different aspects of the protein-mRNA relationship. Violin plot analysis showed that some genes exhibited similar distribution patterns for proteins and mRNAs. We also demonstrate that cells can be separated into subpopulations based on their protein-mRNA expression profiles, and that different subpopulations have distinct correlation coefficient values. Our results demonstrated that integrated investigations of mRNA and protein levels in single cells allows comprehensive analysis not attainable at bulk levels. Abstract We have investigated the correlation between proteins and mRNAs in single cells employing an integrated workflow for dual-analyte co-detection. This is achieved by combining the oligo extension reaction (OER), which converts protein levels to DNA levels, with reverse transcription for mRNA detection. Unsupervised gene expression profiling analysis, including principal component analysis and hierarchical clustering, revealed different aspects of the protein-mRNA relationship. Violin plot analysis showed that some genes exhibited similar distribution patterns for proteins and mRNAs. We also demonstrate that cells can be separated into subpopulations based on their protein-mRNA expression profiles, and that different subpopulations have distinct correlation coefficient values. Our results demonstrated that integrated investigations of mRNA and protein levels in single cells allows comprehensive analysis not attainable at bulk levels. Abstract We have investigated the correlation between proteins and mRNAs in single cells employing an integrated workflow for dual-analyte co-detection. This is achieved by combining the oligo extension reaction (OER), which converts protein levels to DNA levels, with reverse transcription for mRNA detection. Unsupervised gene expression profiling analysis, including principal component analysis and hierarchical clustering, revealed different aspects of the protein-mRNA relationship. Violin plot analysis showed that some genes exhibited similar distribution patterns for proteins and mRNAs. We also demonstrate that cells can be separated into subpopulations based on their protein-mRNA expression profiles, and that different subpopulations have distinct correlation coefficient values. Our results demonstrated that integrated investigations of mRNA and protein levels in single cells allows comprehensive analysis not attainable at bulk levels. |
ArticleNumber | 2776 |
Author | Holcomb, Ilona Sun, Gang Gong, Haibiao Dakshinamoorthy, Gajalakshmi Ramakrishnan, Ramesh Wang, Xiaohui Boutet, Stephane Liu, Benjamin Sanada, Chad Ooi, Aik |
Author_xml | – sequence: 1 givenname: Haibiao surname: Gong fullname: Gong, Haibiao email: haibiao.gong@fluidigm.com organization: Fluidigm Corporation, South San Francisco – sequence: 2 givenname: Xiaohui surname: Wang fullname: Wang, Xiaohui organization: Fluidigm Corporation, South San Francisco – sequence: 3 givenname: Benjamin surname: Liu fullname: Liu, Benjamin organization: Fluidigm Corporation, South San Francisco – sequence: 4 givenname: Stephane surname: Boutet fullname: Boutet, Stephane organization: Fluidigm Corporation, South San Francisco – sequence: 5 givenname: Ilona surname: Holcomb fullname: Holcomb, Ilona organization: Fluidigm Corporation, South San Francisco – sequence: 6 givenname: Gajalakshmi surname: Dakshinamoorthy fullname: Dakshinamoorthy, Gajalakshmi organization: Fluidigm Corporation, South San Francisco – sequence: 7 givenname: Aik surname: Ooi fullname: Ooi, Aik organization: Fluidigm Corporation, South San Francisco – sequence: 8 givenname: Chad surname: Sanada fullname: Sanada, Chad organization: Fluidigm Corporation, South San Francisco – sequence: 9 givenname: Gang surname: Sun fullname: Sun, Gang organization: Fluidigm Corporation, South San Francisco – sequence: 10 givenname: Ramesh surname: Ramakrishnan fullname: Ramakrishnan, Ramesh email: ramesh.ramakrishnan@fluidigm.com organization: Fluidigm Corporation, South San Francisco |
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Snippet | We have investigated the correlation between proteins and mRNAs in single cells employing an integrated workflow for dual-analyte co-detection. This is... Abstract We have investigated the correlation between proteins and mRNAs in single cells employing an integrated workflow for dual-analyte co-detection. This... Abstract We have investigated the correlation between proteins and mRNAs in single cells employing an integrated workflow for dual-analyte co-detection. This... |
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SubjectTerms | 38 38/39 38/62 38/77 45 631/1647/2017 631/1647/2067 82 82/80 96/1 Biomarkers Cell Line Correlation analysis Deoxyribonucleic acid DNA Gene expression Gene Expression Profiling - methods Humanities and Social Sciences Humans multidisciplinary Proteins Proteins - metabolism Proteomics - methods Real-Time Polymerase Chain Reaction Reverse transcription RNA, Messenger - genetics RNA, Messenger - metabolism Science Science (multidisciplinary) Single-Cell Analysis - methods Single-cell protein |
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Title | Single-cell protein-mRNA correlation analysis enabled by multiplexed dual-analyte co-detection |
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