Single Cell Mass Cytometry of Non-Small Cell Lung Cancer Cells Reveals Complexity of In Vivo and Three-Dimensional Models over the Petri-Dish

Single cell genomics and proteomics with the combination of innovative three-dimensional (3D) cell culture techniques can open new avenues toward the understanding of intra-tumor heterogeneity. Here, we characterize lung cancer markers using single cell mass cytometry to compare different in vitro c...

Full description

Bibliographic Details
Main Authors: Róbert Alföldi, József Á. Balog, Nóra Faragó, Miklós Halmai, Edit Kotogány, Patrícia Neuperger, Lajos I. Nagy, Liliána Z. Fehér, Gábor J. Szebeni, László G. Puskás
Format: Article
Language:English
Published: MDPI AG 2019-09-01
Series:Cells
Subjects:
Online Access:https://www.mdpi.com/2073-4409/8/9/1093
id doaj-dfd5dfaa44ae4ce2a98a2aacd62237ab
record_format Article
spelling doaj-dfd5dfaa44ae4ce2a98a2aacd62237ab2020-11-25T01:18:49ZengMDPI AGCells2073-44092019-09-0189109310.3390/cells8091093cells8091093Single Cell Mass Cytometry of Non-Small Cell Lung Cancer Cells Reveals Complexity of In Vivo and Three-Dimensional Models over the Petri-DishRóbert Alföldi0József Á. Balog1Nóra Faragó2Miklós Halmai3Edit Kotogány4Patrícia Neuperger5Lajos I. Nagy6Liliána Z. Fehér7Gábor J. Szebeni8László G. Puskás9Avicor Ltd., H6726 Szeged, HungaryUniversity of Szeged, PhD School in Biology, H6726 Szeged, HungaryLaboratory of Functional Genomics, HAS BRC, H6726 Szeged, HungaryLaboratory of Functional Genomics, HAS BRC, H6726 Szeged, HungaryLaboratory of Functional Genomics, HAS BRC, H6726 Szeged, HungaryLaboratory of Functional Genomics, HAS BRC, H6726 Szeged, HungaryAvidin Ltd., H6726 Szeged, HungaryAvidin Ltd., H6726 Szeged, HungaryLaboratory of Functional Genomics, HAS BRC, H6726 Szeged, HungaryAvicor Ltd., H6726 Szeged, HungarySingle cell genomics and proteomics with the combination of innovative three-dimensional (3D) cell culture techniques can open new avenues toward the understanding of intra-tumor heterogeneity. Here, we characterize lung cancer markers using single cell mass cytometry to compare different in vitro cell culturing methods: two-dimensional (2D), carrier-free, or bead-based 3D culturing with in vivo xenografts. Proliferation, viability, and cell cycle phase distribution has been investigated. Gene expression analysis enabled the selection of markers that were overexpressed: <i>TMEM45A, SLC16A3, CD66, SLC2A1, CA9, CD24,</i> or repressed: <i>EGFR</i> either in vivo or in long-term 3D cultures. Additionally, TRA-1-60, pan-keratins, CD326, Galectin-3, and CD274, markers with known clinical significance have been investigated at single cell resolution. The described twelve markers convincingly highlighted a unique pattern reflecting intra-tumor heterogeneity of 3D samples and in vivo A549 lung cancer cells. In 3D systems CA9, CD24, and EGFR showed higher expression than in vivo. Multidimensional single cell proteome profiling revealed that 3D cultures represent a transition from 2D to in vivo conditions by intermediate marker expression of TRA-1-60, TMEM45A, pan-keratin, CD326, MCT4, Gal-3, CD66, GLUT1, and CD274. Therefore, 3D cultures of NSCLC cells bearing more putative cancer targets should be used in drug screening as the preferred technique rather than the Petri-dish.https://www.mdpi.com/2073-4409/8/9/1093single cell mass cytometrysingle cell proteomicsnon-small cell lung cancerthree-dimensional tissue culture
collection DOAJ
language English
format Article
sources DOAJ
author Róbert Alföldi
József Á. Balog
Nóra Faragó
Miklós Halmai
Edit Kotogány
Patrícia Neuperger
Lajos I. Nagy
Liliána Z. Fehér
Gábor J. Szebeni
László G. Puskás
spellingShingle Róbert Alföldi
József Á. Balog
Nóra Faragó
Miklós Halmai
Edit Kotogány
Patrícia Neuperger
Lajos I. Nagy
Liliána Z. Fehér
Gábor J. Szebeni
László G. Puskás
Single Cell Mass Cytometry of Non-Small Cell Lung Cancer Cells Reveals Complexity of In Vivo and Three-Dimensional Models over the Petri-Dish
Cells
single cell mass cytometry
single cell proteomics
non-small cell lung cancer
three-dimensional tissue culture
author_facet Róbert Alföldi
József Á. Balog
Nóra Faragó
Miklós Halmai
Edit Kotogány
Patrícia Neuperger
Lajos I. Nagy
Liliána Z. Fehér
Gábor J. Szebeni
László G. Puskás
author_sort Róbert Alföldi
title Single Cell Mass Cytometry of Non-Small Cell Lung Cancer Cells Reveals Complexity of In Vivo and Three-Dimensional Models over the Petri-Dish
title_short Single Cell Mass Cytometry of Non-Small Cell Lung Cancer Cells Reveals Complexity of In Vivo and Three-Dimensional Models over the Petri-Dish
title_full Single Cell Mass Cytometry of Non-Small Cell Lung Cancer Cells Reveals Complexity of In Vivo and Three-Dimensional Models over the Petri-Dish
title_fullStr Single Cell Mass Cytometry of Non-Small Cell Lung Cancer Cells Reveals Complexity of In Vivo and Three-Dimensional Models over the Petri-Dish
title_full_unstemmed Single Cell Mass Cytometry of Non-Small Cell Lung Cancer Cells Reveals Complexity of In Vivo and Three-Dimensional Models over the Petri-Dish
title_sort single cell mass cytometry of non-small cell lung cancer cells reveals complexity of in vivo and three-dimensional models over the petri-dish
publisher MDPI AG
series Cells
issn 2073-4409
publishDate 2019-09-01
description Single cell genomics and proteomics with the combination of innovative three-dimensional (3D) cell culture techniques can open new avenues toward the understanding of intra-tumor heterogeneity. Here, we characterize lung cancer markers using single cell mass cytometry to compare different in vitro cell culturing methods: two-dimensional (2D), carrier-free, or bead-based 3D culturing with in vivo xenografts. Proliferation, viability, and cell cycle phase distribution has been investigated. Gene expression analysis enabled the selection of markers that were overexpressed: <i>TMEM45A, SLC16A3, CD66, SLC2A1, CA9, CD24,</i> or repressed: <i>EGFR</i> either in vivo or in long-term 3D cultures. Additionally, TRA-1-60, pan-keratins, CD326, Galectin-3, and CD274, markers with known clinical significance have been investigated at single cell resolution. The described twelve markers convincingly highlighted a unique pattern reflecting intra-tumor heterogeneity of 3D samples and in vivo A549 lung cancer cells. In 3D systems CA9, CD24, and EGFR showed higher expression than in vivo. Multidimensional single cell proteome profiling revealed that 3D cultures represent a transition from 2D to in vivo conditions by intermediate marker expression of TRA-1-60, TMEM45A, pan-keratin, CD326, MCT4, Gal-3, CD66, GLUT1, and CD274. Therefore, 3D cultures of NSCLC cells bearing more putative cancer targets should be used in drug screening as the preferred technique rather than the Petri-dish.
topic single cell mass cytometry
single cell proteomics
non-small cell lung cancer
three-dimensional tissue culture
url https://www.mdpi.com/2073-4409/8/9/1093
work_keys_str_mv AT robertalfoldi singlecellmasscytometryofnonsmallcelllungcancercellsrevealscomplexityofinvivoandthreedimensionalmodelsoverthepetridish
AT jozsefabalog singlecellmasscytometryofnonsmallcelllungcancercellsrevealscomplexityofinvivoandthreedimensionalmodelsoverthepetridish
AT norafarago singlecellmasscytometryofnonsmallcelllungcancercellsrevealscomplexityofinvivoandthreedimensionalmodelsoverthepetridish
AT mikloshalmai singlecellmasscytometryofnonsmallcelllungcancercellsrevealscomplexityofinvivoandthreedimensionalmodelsoverthepetridish
AT editkotogany singlecellmasscytometryofnonsmallcelllungcancercellsrevealscomplexityofinvivoandthreedimensionalmodelsoverthepetridish
AT patricianeuperger singlecellmasscytometryofnonsmallcelllungcancercellsrevealscomplexityofinvivoandthreedimensionalmodelsoverthepetridish
AT lajosinagy singlecellmasscytometryofnonsmallcelllungcancercellsrevealscomplexityofinvivoandthreedimensionalmodelsoverthepetridish
AT lilianazfeher singlecellmasscytometryofnonsmallcelllungcancercellsrevealscomplexityofinvivoandthreedimensionalmodelsoverthepetridish
AT gaborjszebeni singlecellmasscytometryofnonsmallcelllungcancercellsrevealscomplexityofinvivoandthreedimensionalmodelsoverthepetridish
AT laszlogpuskas singlecellmasscytometryofnonsmallcelllungcancercellsrevealscomplexityofinvivoandthreedimensionalmodelsoverthepetridish
_version_ 1725140142960672768