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Highly multiplexed single-cell analysis of formalin-fixed, paraffin-embedded cancer tissue
by
Can, Ali
, Filkins, Robert J.
, Larsen, Melinda
, Bordwell, Alexander
, Corwin, Alex
, Zhang, Jingyu
, Gerdes, Michael J.
, Li, Qing
, Rittscher, Jens
, Sarachan, Brion D.
, Sevinsky, Christopher J.
, Hollman, Denise
, Pang, Zhengyu
, McCulloch, Colin C.
, Ginty, Fiona
, Kaanumalle, Sireesha
, Seppo, Antti
, Adak, Sudeshna
, McDonough, Elizabeth
, Seel, Maximilian L.
, Santamaria-Pang, Alberto
, Montalto, Michael C.
, Shaikh, Kashan
, Kenny, Kevin
, Sood, Anup
, Lowes, Christina
, Bello, Musodiq O.
, Dinn, Sean
, Kamath, Vidya
, Lazare, Michael
, Sui, Yunxia
in
3,3'-Diaminobenzidine - metabolism
/ androgen receptors
/ antigens
/ Biological research
/ Biological Sciences
/ Biomarkers, Tumor - metabolism
/ Breast Neoplasms - diagnosis
/ Cell Line, Tumor
/ chemistry
/ cluster analysis
/ Colonic Neoplasms - diagnosis
/ Colorectal cancer
/ Colorectal carcinoma
/ colorectal neoplasms
/ Computer Sciences
/ Cytoplasm
/ Deoxyribonucleic acid
/ diagnostic techniques
/ DNA
/ drugs
/ Dyes
/ Epithelial cells
/ erbB-2 receptor
/ estrogen receptors
/ Estrogens
/ Female
/ Fluorescence
/ Fluorescence in situ hybridization
/ Fluorescence microscopy
/ fluorescent dyes
/ Formaldehyde
/ Heterogeneity
/ Humans
/ Image analysis
/ Image Processing, Computer-Assisted
/ Imaging
/ Immunohistochemistry
/ In Situ Hybridization, Fluorescence
/ Inactivation
/ Medical Sciences
/ Microscopy, Fluorescence - methods
/ mitogen-activated protein kinase
/ Molecules
/ Paraffin Embedding - methods
/ phosphoproteins
/ Phosphorylation
/ Physical Sciences
/ plasma membrane
/ Proteins
/ Receptor, ErbB-2 - metabolism
/ Receptors, Androgen - metabolism
/ Receptors, Estrogen - metabolism
/ Signal transduction
/ Statistics, Nonparametric
/ Stromal cells
/ Tissues
/ Tumor Suppressor Protein p53 - metabolism
2013
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Highly multiplexed single-cell analysis of formalin-fixed, paraffin-embedded cancer tissue
by
Can, Ali
, Filkins, Robert J.
, Larsen, Melinda
, Bordwell, Alexander
, Corwin, Alex
, Zhang, Jingyu
, Gerdes, Michael J.
, Li, Qing
, Rittscher, Jens
, Sarachan, Brion D.
, Sevinsky, Christopher J.
, Hollman, Denise
, Pang, Zhengyu
, McCulloch, Colin C.
, Ginty, Fiona
, Kaanumalle, Sireesha
, Seppo, Antti
, Adak, Sudeshna
, McDonough, Elizabeth
, Seel, Maximilian L.
, Santamaria-Pang, Alberto
, Montalto, Michael C.
, Shaikh, Kashan
, Kenny, Kevin
, Sood, Anup
, Lowes, Christina
, Bello, Musodiq O.
, Dinn, Sean
, Kamath, Vidya
, Lazare, Michael
, Sui, Yunxia
in
3,3'-Diaminobenzidine - metabolism
/ androgen receptors
/ antigens
/ Biological research
/ Biological Sciences
/ Biomarkers, Tumor - metabolism
/ Breast Neoplasms - diagnosis
/ Cell Line, Tumor
/ chemistry
/ cluster analysis
/ Colonic Neoplasms - diagnosis
/ Colorectal cancer
/ Colorectal carcinoma
/ colorectal neoplasms
/ Computer Sciences
/ Cytoplasm
/ Deoxyribonucleic acid
/ diagnostic techniques
/ DNA
/ drugs
/ Dyes
/ Epithelial cells
/ erbB-2 receptor
/ estrogen receptors
/ Estrogens
/ Female
/ Fluorescence
/ Fluorescence in situ hybridization
/ Fluorescence microscopy
/ fluorescent dyes
/ Formaldehyde
/ Heterogeneity
/ Humans
/ Image analysis
/ Image Processing, Computer-Assisted
/ Imaging
/ Immunohistochemistry
/ In Situ Hybridization, Fluorescence
/ Inactivation
/ Medical Sciences
/ Microscopy, Fluorescence - methods
/ mitogen-activated protein kinase
/ Molecules
/ Paraffin Embedding - methods
/ phosphoproteins
/ Phosphorylation
/ Physical Sciences
/ plasma membrane
/ Proteins
/ Receptor, ErbB-2 - metabolism
/ Receptors, Androgen - metabolism
/ Receptors, Estrogen - metabolism
/ Signal transduction
/ Statistics, Nonparametric
/ Stromal cells
/ Tissues
/ Tumor Suppressor Protein p53 - metabolism
2013
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Highly multiplexed single-cell analysis of formalin-fixed, paraffin-embedded cancer tissue
by
Can, Ali
, Filkins, Robert J.
, Larsen, Melinda
, Bordwell, Alexander
, Corwin, Alex
, Zhang, Jingyu
, Gerdes, Michael J.
, Li, Qing
, Rittscher, Jens
, Sarachan, Brion D.
, Sevinsky, Christopher J.
, Hollman, Denise
, Pang, Zhengyu
, McCulloch, Colin C.
, Ginty, Fiona
, Kaanumalle, Sireesha
, Seppo, Antti
, Adak, Sudeshna
, McDonough, Elizabeth
, Seel, Maximilian L.
, Santamaria-Pang, Alberto
, Montalto, Michael C.
, Shaikh, Kashan
, Kenny, Kevin
, Sood, Anup
, Lowes, Christina
, Bello, Musodiq O.
, Dinn, Sean
, Kamath, Vidya
, Lazare, Michael
, Sui, Yunxia
in
3,3'-Diaminobenzidine - metabolism
/ androgen receptors
/ antigens
/ Biological research
/ Biological Sciences
/ Biomarkers, Tumor - metabolism
/ Breast Neoplasms - diagnosis
/ Cell Line, Tumor
/ chemistry
/ cluster analysis
/ Colonic Neoplasms - diagnosis
/ Colorectal cancer
/ Colorectal carcinoma
/ colorectal neoplasms
/ Computer Sciences
/ Cytoplasm
/ Deoxyribonucleic acid
/ diagnostic techniques
/ DNA
/ drugs
/ Dyes
/ Epithelial cells
/ erbB-2 receptor
/ estrogen receptors
/ Estrogens
/ Female
/ Fluorescence
/ Fluorescence in situ hybridization
/ Fluorescence microscopy
/ fluorescent dyes
/ Formaldehyde
/ Heterogeneity
/ Humans
/ Image analysis
/ Image Processing, Computer-Assisted
/ Imaging
/ Immunohistochemistry
/ In Situ Hybridization, Fluorescence
/ Inactivation
/ Medical Sciences
/ Microscopy, Fluorescence - methods
/ mitogen-activated protein kinase
/ Molecules
/ Paraffin Embedding - methods
/ phosphoproteins
/ Phosphorylation
/ Physical Sciences
/ plasma membrane
/ Proteins
/ Receptor, ErbB-2 - metabolism
/ Receptors, Androgen - metabolism
/ Receptors, Estrogen - metabolism
/ Signal transduction
/ Statistics, Nonparametric
/ Stromal cells
/ Tissues
/ Tumor Suppressor Protein p53 - metabolism
2013
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Highly multiplexed single-cell analysis of formalin-fixed, paraffin-embedded cancer tissue
Journal Article
Highly multiplexed single-cell analysis of formalin-fixed, paraffin-embedded cancer tissue
2013
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Overview
Limitations on the number of unique protein and DNA molecules that can be characterized microscopically in a single tissue specimen impede advances in understanding the biological basis of health and disease. Here we present a multiplexed fluorescence microscopy method (MxIF) for quantitative, single-cell, and subcellular characterization of multiple analytes in formalin-fixed paraffin-embedded tissue. Chemical inactivation of fluorescent dyes after each image acquisition round allows reuse of common dyes in iterative staining and imaging cycles. The mild inactivation chemistry is compatible with total and phosphoprotein detection, as well as DNA FISH. Accurate computational registration of sequential images is achieved by aligning nuclear counterstain-derived fiducial points. Individual cells, plasma membrane, cytoplasm, nucleus, tumor, and stromal regions are segmented to achieve cellular and subcellular quantification of multiplexed targets. In a comparison of pathologist scoring of diaminobenzidine staining of serial sections and automated MxIF scoring of a single section, human epidermal growth factor receptor 2, estrogen receptor, p53, and androgen receptor staining by diaminobenzidine and MxIF methods yielded similar results. Single-cell staining patterns of 61 protein antigens by MxIF in 747 colorectal cancer subjects reveals extensive tumor heterogeneity, and cluster analysis of divergent signaling through ERK1/2, S6 kinase 1, and 4E binding protein 1 provides insights into the spatial organization of mechanistic target of rapamycin and MAPK signal transduction. Our results suggest MxIF should be broadly applicable to problems in the fields of basic biological research, drug discovery and development, and clinical diagnostics.
Publisher
National Academy of Sciences
Subject
3,3'-Diaminobenzidine - metabolism
/ antigens
/ Biomarkers, Tumor - metabolism
/ Breast Neoplasms - diagnosis
/ Colonic Neoplasms - diagnosis
/ DNA
/ drugs
/ Dyes
/ Female
/ Fluorescence in situ hybridization
/ Humans
/ Image Processing, Computer-Assisted
/ Imaging
/ In Situ Hybridization, Fluorescence
/ Microscopy, Fluorescence - methods
/ mitogen-activated protein kinase
/ Paraffin Embedding - methods
/ Proteins
/ Receptor, ErbB-2 - metabolism
/ Receptors, Androgen - metabolism
/ Receptors, Estrogen - metabolism
/ Tissues
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