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...
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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 |
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