Literature DB >> 23818604

Highly multiplexed single-cell analysis of formalin-fixed, paraffin-embedded cancer tissue.

Michael J Gerdes1, Christopher J Sevinsky, Anup Sood, Sudeshna Adak, Musodiq O Bello, Alexander Bordwell, Ali Can, Alex Corwin, Sean Dinn, Robert J Filkins, Denise Hollman, Vidya Kamath, Sireesha Kaanumalle, Kevin Kenny, Melinda Larsen, Michael Lazare, Qing Li, Christina Lowes, Colin C McCulloch, Elizabeth McDonough, Michael C Montalto, Zhengyu Pang, Jens Rittscher, Alberto Santamaria-Pang, Brion D Sarachan, Maximilian L Seel, Antti Seppo, Kashan Shaikh, Yunxia Sui, Jingyu Zhang, Fiona Ginty.   

Abstract

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.

Entities:  

Keywords:  cancer diagnostics; high-content cellular analysis; image analysis; mTOR; multiplexing

Mesh:

Substances:

Year:  2013        PMID: 23818604      PMCID: PMC3718135          DOI: 10.1073/pnas.1300136110

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  29 in total

1.  Sequential immunofluorescence staining and image analysis for detection of large numbers of antigens in individual cell nuclei.

Authors:  Carolina Wählby; Fredrik Erlandsson; Ewert Bengtsson; Anders Zetterberg
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Review 2.  Systems biology in drug discovery.

Authors:  Eugene C Butcher; Ellen L Berg; Eric J Kunkel
Journal:  Nat Biotechnol       Date:  2004-10       Impact factor: 54.908

Review 3.  Cell and tissue autofluorescence research and diagnostic applications.

Authors:  Monica Monici
Journal:  Biotechnol Annu Rev       Date:  2005

Review 4.  What brown cannot do for you.

Authors:  David L Rimm
Journal:  Nat Biotechnol       Date:  2006-08       Impact factor: 54.908

5.  Analyzing proteome topology and function by automated multidimensional fluorescence microscopy.

Authors:  Walter Schubert; Bernd Bonnekoh; Ansgar J Pommer; Lars Philipsen; Raik Böckelmann; Yanina Malykh; Harald Gollnick; Manuela Friedenberger; Marcus Bode; Andreas W M Dress
Journal:  Nat Biotechnol       Date:  2006-10-01       Impact factor: 54.908

6.  Rapamycin differentially inhibits S6Ks and 4E-BP1 to mediate cell-type-specific repression of mRNA translation.

Authors:  Andrew Y Choo; Sang-Oh Yoon; Sang Gyun Kim; Philippe P Roux; John Blenis
Journal:  Proc Natl Acad Sci U S A       Date:  2008-10-27       Impact factor: 11.205

7.  Novel prognostic immunohistochemical biomarker panel for estrogen receptor-positive breast cancer.

Authors:  Brian Z Ring; Robert S Seitz; Rod Beck; William J Shasteen; Shannon M Tarr; Maggie C U Cheang; Brian J Yoder; G Thomas Budd; Torsten O Nielsen; David G Hicks; Noel C Estopinal; Douglas T Ross
Journal:  J Clin Oncol       Date:  2006-07-01       Impact factor: 44.544

8.  Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications.

Authors:  T Sørlie; C M Perou; R Tibshirani; T Aas; S Geisler; H Johnsen; T Hastie; M B Eisen; M van de Rijn; S S Jeffrey; T Thorsen; H Quist; J C Matese; P O Brown; D Botstein; P E Lønning; A L Børresen-Dale
Journal:  Proc Natl Acad Sci U S A       Date:  2001-09-11       Impact factor: 11.205

9.  Seven-color fluorescence imaging of tissue samples based on Fourier spectroscopy and singular value decomposition.

Authors:  H Tsurui; H Nishimura; S Hattori; S Hirose; K Okumura; T Shirai
Journal:  J Histochem Cytochem       Date:  2000-05       Impact factor: 2.479

10.  Comprehensive molecular portraits of human breast tumours.

Authors: 
Journal:  Nature       Date:  2012-09-23       Impact factor: 49.962

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  251 in total

1.  Small fluorescence-activating and absorption-shifting tag for tunable protein imaging in vivo.

Authors:  Marie-Aude Plamont; Emmanuelle Billon-Denis; Sylvie Maurin; Carole Gauron; Frederico M Pimenta; Christian G Specht; Jian Shi; Jérôme Quérard; Buyan Pan; Julien Rossignol; Karine Moncoq; Nelly Morellet; Michel Volovitch; Ewen Lescop; Yong Chen; Antoine Triller; Sophie Vriz; Thomas Le Saux; Ludovic Jullien; Arnaud Gautier
Journal:  Proc Natl Acad Sci U S A       Date:  2015-12-28       Impact factor: 11.205

2.  SITC cancer immunotherapy resource document: a compass in the land of biomarker discovery.

Authors:  Siwen Hu-Lieskovan; Srabani Bhaumik; Kavita Dhodapkar; Jean-Charles J B Grivel; Sumati Gupta; Brent A Hanks; Sylvia Janetzki; Thomas O Kleen; Yoshinobu Koguchi; Amanda W Lund; Cristina Maccalli; Yolanda D Mahnke; Ruslan D Novosiadly; Senthamil R Selvan; Tasha Sims; Yingdong Zhao; Holden T Maecker
Journal:  J Immunother Cancer       Date:  2020-12       Impact factor: 13.751

3.  Imaging cycler microscopy.

Authors:  Walter Schubert; Andreas Dress; Mika Ruonala; Andreas Krusche; Reyk Hillert; Anne Gieseler; Peter Walden
Journal:  Proc Natl Acad Sci U S A       Date:  2014-01-07       Impact factor: 11.205

Review 4.  The applications of single-cell genomics.

Authors:  Michael Lovett
Journal:  Hum Mol Genet       Date:  2013-08-06       Impact factor: 6.150

5.  Deciphering tumor heterogeneity from FFPE tissues: Its promise and challenges.

Authors:  Alan J Simmons; Ken S Lau
Journal:  Mol Cell Oncol       Date:  2016-11-18

6.  Cross-Platform DNA Encoding for Single-Cell Imaging of Gene Expression.

Authors:  Pavel Zrazhevskiy; Shreeram Akilesh; Wanyi Tai; Konstantin Queitsch; Lawrence D True; Jonathan Fromm; David Wu; Peter Nelson; John A Stamatoyannopoulos; Xiaohu Gao
Journal:  Angew Chem Int Ed Engl       Date:  2016-06-07       Impact factor: 15.336

7.  Normal cell phenotypes of breast epithelial cells provide the foundation of a breast cancer taxonomy.

Authors:  Sandro Santagata; Tan A Ince
Journal:  Expert Rev Anticancer Ther       Date:  2014-09-27       Impact factor: 4.512

Review 8.  Single-cell and multivariate approaches in genetic perturbation screens.

Authors:  Prisca Liberali; Berend Snijder; Lucas Pelkmans
Journal:  Nat Rev Genet       Date:  2014-12-02       Impact factor: 53.242

9.  Cancer cell profiling by barcoding allows multiplexed protein analysis in fine-needle aspirates.

Authors:  Adeeti V Ullal; Vanessa Peterson; Sarit S Agasti; Suan Tuang; Dejan Juric; Cesar M Castro; Ralph Weissleder
Journal:  Sci Transl Med       Date:  2014-01-15       Impact factor: 17.956

10.  SHIFT: speedy histopathological-to-immunofluorescent translation of whole slide images using conditional generative adversarial networks.

Authors:  Erik A Burlingame; Adam A Margolin; Joe W Gray; Young Hwan Chang
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2018-03-06
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