Literature DB >> 27182557

Multiplexed immunofluorescence delineates proteomic cancer cell states associated with metabolism.

Anup Sood1, Alexandra M Miller2, Edi Brogi3, Yunxia Sui1, Joshua Armenia4, Elizabeth McDonough1, Alberto Santamaria-Pang1, Sean Carlin5, Aleksandra Stamper4, Carl Campos4, Zhengyu Pang1, Qing Li1, Elisa Port6, Thomas G Graeber7, Nikolaus Schultz4,8, Fiona Ginty1, Steven M Larson5, Ingo K Mellinghoff2,4,9.   

Abstract

The phenotypic diversity of cancer results from genetic and nongenetic factors. Most studies of cancer heterogeneity have focused on DNA alterations, as technologies for proteomic measurements in clinical specimen are currently less advanced. Here, we used a multiplexed immunofluorescence staining platform to measure the expression of 27 proteins at the single-cell level in formalin-fixed and paraffin-embedded samples from treatment-naive stage II/III human breast cancer. Unsupervised clustering of protein expression data from 638,577 tumor cells in 26 breast cancers identified 8 clusters of protein coexpression. In about one-third of breast cancers, over 95% of all neoplastic cells expressed a single protein coexpression cluster. The remaining tumors harbored tumor cells representing multiple protein coexpression clusters, either in a regional distribution or intermingled throughout the tumor. Tumor uptake of the radiotracer 18F-fluorodeoxyglucose was associated with protein expression clusters characterized by hormone receptor loss, PTEN alteration, and HER2 gene amplification. Our study demonstrates an approach to generate cellular heterogeneity metrics in routinely collected solid tumor specimens and integrate them with in vivo cancer phenotypes.

Entities:  

Year:  2016        PMID: 27182557      PMCID: PMC4863708          DOI: 10.1172/jci.insight.87030

Source DB:  PubMed          Journal:  JCI Insight        ISSN: 2379-3708


  44 in total

1.  GLUT1 expression in tissue and (18)F-FDG uptake.

Authors:  Norbert Avril
Journal:  J Nucl Med       Date:  2004-06       Impact factor: 10.057

2.  Fast chemical imaging at high spatial resolution by laser ablation inductively coupled plasma mass spectrometry.

Authors:  Hao A O Wang; Daniel Grolimund; Charlotte Giesen; Camelia N Borca; James R H Shaw-Stewart; Bernd Bodenmiller; Detlef Günther
Journal:  Anal Chem       Date:  2013-09-17       Impact factor: 6.986

Review 3.  How many etiological subtypes of breast cancer: two, three, four, or more?

Authors:  William F Anderson; Philip S Rosenberg; Aleix Prat; Charles M Perou; Mark E Sherman
Journal:  J Natl Cancer Inst       Date:  2014-08-12       Impact factor: 13.506

Review 4.  Immunohistochemistry and mass spectrometry for highly multiplexed cellular molecular imaging.

Authors:  Richard M Levenson; Alexander D Borowsky; Michael Angelo
Journal:  Lab Invest       Date:  2015-03-02       Impact factor: 5.662

5.  Multiplexed ion beam imaging of human breast tumors.

Authors:  Michael Angelo; Sean C Bendall; Rachel Finck; Matthew B Hale; Chuck Hitzman; Alexander D Borowsky; Richard M Levenson; John B Lowe; Scot D Liu; Shuchun Zhao; Yasodha Natkunam; Garry P Nolan
Journal:  Nat Med       Date:  2014-03-02       Impact factor: 53.440

6.  PTEN dosage is essential for neurofibroma development and malignant transformation.

Authors:  Caroline Gregorian; Jonathan Nakashima; Sarah M Dry; P Leia Nghiemphu; Kate Barzan Smith; Yan Ao; Julie Dang; Gregory Lawson; Ingo K Mellinghoff; Paul S Mischel; Michael Phelps; Luis F Parada; Xin Liu; Michael V Sofroniew; Fritz C Eilber; Hong Wu
Journal:  Proc Natl Acad Sci U S A       Date:  2009-10-21       Impact factor: 11.205

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

Authors:  Michael J Gerdes; 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
Journal:  Proc Natl Acad Sci U S A       Date:  2013-07-01       Impact factor: 11.205

8.  Intratumor heterogeneity in localized lung adenocarcinomas delineated by multiregion sequencing.

Authors:  Jianjun Zhang; Junya Fujimoto; Jianhua Zhang; David C Wedge; Xingzhi Song; Jiexin Zhang; Sahil Seth; Chi-Wan Chow; Yu Cao; Curtis Gumbs; Kathryn A Gold; Neda Kalhor; Latasha Little; Harshad Mahadeshwar; Cesar Moran; Alexei Protopopov; Huandong Sun; Jiabin Tang; Xifeng Wu; Yuanqing Ye; William N William; J Jack Lee; John V Heymach; Waun Ki Hong; Stephen Swisher; Ignacio I Wistuba; P Andrew Futreal
Journal:  Science       Date:  2014-10-10       Impact factor: 47.728

9.  Subclonal diversification of primary breast cancer revealed by multiregion sequencing.

Authors:  Lucy R Yates; Moritz Gerstung; Stian Knappskog; Christine Desmedt; Gunes Gundem; Peter Van Loo; Turid Aas; Ludmil B Alexandrov; Denis Larsimont; Helen Davies; Yilong Li; Young Seok Ju; Manasa Ramakrishna; Hans Kristian Haugland; Peer Kaare Lilleng; Serena Nik-Zainal; Stuart McLaren; Adam Butler; Sancha Martin; Dominic Glodzik; Andrew Menzies; Keiran Raine; Jonathan Hinton; David Jones; Laura J Mudie; Bing Jiang; Delphine Vincent; April Greene-Colozzi; Pierre-Yves Adnet; Aquila Fatima; Marion Maetens; Michail Ignatiadis; Michael R Stratton; Christos Sotiriou; Andrea L Richardson; Per Eystein Lønning; David C Wedge; Peter J Campbell
Journal:  Nat Med       Date:  2015-06-22       Impact factor: 53.440

Review 10.  Quantitative measurement of cancer tissue biomarkers in the lab and in the clinic.

Authors:  Daniel E Carvajal-Hausdorf; Kurt A Schalper; Veronique M Neumeister; David L Rimm
Journal:  Lab Invest       Date:  2014-12-15       Impact factor: 5.662

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  20 in total

1.  Fully automated 5-plex fluorescent immunohistochemistry with tyramide signal amplification and same species antibodies.

Authors:  Wenjun Zhang; Antony Hubbard; Tobin Jones; Adriana Racolta; Srabani Bhaumik; Nick Cummins; Liping Zhang; Karl Garsha; Frank Ventura; Mark R Lefever; Zhenqiang Lu; John K Hurley; William A Day; Lidija Pestic-Dragovich; Larry E Morrison; Lei Tang
Journal:  Lab Invest       Date:  2017-05-15       Impact factor: 5.662

Review 2.  Mechanisms and clinical implications of tumor heterogeneity and convergence on recurrent phenotypes.

Authors:  Jasmine A McQuerry; Jeffrey T Chang; David D L Bowtell; Adam Cohen; Andrea H Bild
Journal:  J Mol Med (Berl)       Date:  2017-09-04       Impact factor: 4.599

3.  Regulatable interleukin-12 gene therapy in patients with recurrent high-grade glioma: Results of a phase 1 trial.

Authors:  E Antonio Chiocca; John S Yu; Rimas V Lukas; Isaac H Solomon; Keith L Ligon; Hiroshi Nakashima; Daniel A Triggs; David A Reardon; Patrick Wen; Brittany M Stopa; Ajay Naik; Jeremy Rudnick; Jethro L Hu; Priya Kumthekar; Bakhtiar Yamini; Jill Y Buck; Nathan Demars; John A Barrett; Arnold B Gelb; John Zhou; Francois Lebel; Laurence J N Cooper
Journal:  Sci Transl Med       Date:  2019-08-14       Impact factor: 17.956

4.  Atto 465 Derivative Is a Nuclear Stain with Unique Excitation and Emission Spectra Useful for Multiplex Immunofluorescence Histochemistry.

Authors:  Joshua T Dodge; Andrew D Doyle; Ana C Costa-da-Silva; Christopher T Hogden; Eva Mezey; Jacqueline W Mays
Journal:  J Histochem Cytochem       Date:  2022-01-07       Impact factor: 2.479

5.  Tumor MHC Class I Expression Associates with Intralesional IL2 Response in Melanoma.

Authors:  Maryam Pourmaleki; Caitlin J Jones; Charlotte E Ariyan; Zheng Zeng; Mono Pirun; Daniel A Navarrete; Yanyun Li; Mianlei Zhang; Subhiksha Nandakumar; Carl Campos; Saad Nadeem; David S Klimstra; Claire F Temple-Oberle; Thomas Brenn; Evan J Lipson; Kara M Schenk; Julie E Stein; Janis M Taube; Michael G White; Raymond Traweek; Jennifer A Wargo; John M Kirkwood; Billel Gasmi; Stephanie L Goff; Alex D Corwin; Elizabeth McDonough; Fiona Ginty; Margaret K Callahan; Andrea Schietinger; Nicholas D Socci; Ingo K Mellinghoff; Travis J Hollmann
Journal:  Cancer Immunol Res       Date:  2022-03-01       Impact factor: 12.020

6.  Combined immunotherapy with controlled interleukin-12 gene therapy and immune checkpoint blockade in recurrent glioblastoma: An open-label, multi-institutional phase I trial.

Authors:  E Antonio Chiocca; Arnold B Gelb; Clark C Chen; Ganesh Rao; David A Reardon; Patrick Y Wen; Wenya Linda Bi; Pierpaolo Peruzzi; Christina Amidei; Dan Triggs; Leah Seften; Grace Park; James Grant; Kyla Truman; Jill Y Buck; Nira Hadar; Nathan Demars; John Miao; Taylor Estupinan; John Loewy; Kamal Chadha; Joseph Tringali; Laurence Cooper; Rimas V Lukas
Journal:  Neuro Oncol       Date:  2022-06-01       Impact factor: 13.029

Review 7.  Single-cell proteomic analysis.

Authors:  Thai Pham; Ankush Tyagi; Yu-Sheng Wang; Jia Guo
Journal:  Wiley Interdiscip Rev Syst Biol Med       Date:  2020-08-03

8.  Optimized multiplex immunofluorescence single-cell analysis reveals tuft cell heterogeneity.

Authors:  Eliot T McKinley; Yunxia Sui; Yousef Al-Kofahi; Bryan A Millis; Matthew J Tyska; Joseph T Roland; Alberto Santamaria-Pang; Christina L Ohland; Christian Jobin; Jeffrey L Franklin; Ken S Lau; Michael J Gerdes; Robert J Coffey
Journal:  JCI Insight       Date:  2017-06-02

Review 9.  Tumour Heterogeneity: The Key Advantages of Single-Cell Analysis.

Authors:  Marta Tellez-Gabriel; Benjamin Ory; Francois Lamoureux; Marie-Francoise Heymann; Dominique Heymann
Journal:  Int J Mol Sci       Date:  2016-12-20       Impact factor: 5.923

10.  Characterizing the heterogeneity of tumor tissues from spatially resolved molecular measures.

Authors:  John F Graf; Maria I Zavodszky
Journal:  PLoS One       Date:  2017-11-30       Impact factor: 3.240

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