Cargando…
EMT, Stemness, and Drug Resistance in Biological Context: A 3D Tumor Tissue/In Silico Platform for Analysis of Combinatorial Treatment in NSCLC with Aggressive KRAS-Biomarker Signatures
SIMPLE SUMMARY: The phenotypic transition of tumor cells from epithelial to mesenchymal characteristics is called EMT and is widely discussed in the scientific community as a game changer in drug resistance and metastasis formation. However, clinical studies could not prove the efficacy of EMT-inter...
Autores principales: | , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9099837/ https://www.ncbi.nlm.nih.gov/pubmed/35565305 http://dx.doi.org/10.3390/cancers14092176 |
_version_ | 1784706705105354752 |
---|---|
author | Peindl, Matthias Göttlich, Claudia Crouch, Samantha Hoff, Niklas Lüttgens, Tamara Schmitt, Franziska Pereira, Jesús Guillermo Nieves May, Celina Schliermann, Anna Kronenthaler, Corinna Cheufou, Danjouma Reu-Hofer, Simone Rosenwald, Andreas Weigl, Elena Walles, Thorsten Schüler, Julia Dandekar, Thomas Nietzer, Sarah Dandekar, Gudrun |
author_facet | Peindl, Matthias Göttlich, Claudia Crouch, Samantha Hoff, Niklas Lüttgens, Tamara Schmitt, Franziska Pereira, Jesús Guillermo Nieves May, Celina Schliermann, Anna Kronenthaler, Corinna Cheufou, Danjouma Reu-Hofer, Simone Rosenwald, Andreas Weigl, Elena Walles, Thorsten Schüler, Julia Dandekar, Thomas Nietzer, Sarah Dandekar, Gudrun |
author_sort | Peindl, Matthias |
collection | PubMed |
description | SIMPLE SUMMARY: The phenotypic transition of tumor cells from epithelial to mesenchymal characteristics is called EMT and is widely discussed in the scientific community as a game changer in drug resistance and metastasis formation. However, clinical studies could not prove the efficacy of EMT-interfering treatments, and in clinical routine, EMT is not investigated to assess invasion. To fill this gap between bench and bedside, we use in this study a lung tumor tissue model with a preserved basement membrane for investigation of EMT functions with respect to invasion across this membrane and drug resistance. Our results suggest EMT is more a marker of drug resistance than a maker. Invasion is enhanced by EMT but more dependent on intrinsic factors, and EMT is not detected in the center of invasive tumor nodules. An in silico signaling network model is used to integrate these in vitro results and to reveal determinants for drug response. ABSTRACT: Epithelial-to-mesenchymal transition (EMT) is discussed to be centrally involved in invasion, stemness, and drug resistance. Experimental models to evaluate this process in its biological complexity are limited. To shed light on EMT impact and test drug response more reliably, we use a lung tumor test system based on a decellularized intestinal matrix showing more in vivo-like proliferation levels and enhanced expression of clinical markers and carcinogenesis-related genes. In our models, we found evidence for a correlation of EMT with drug resistance in primary and secondary resistant cells harboring KRAS(G12C) or EGFR mutations, which was simulated in silico based on an optimized signaling network topology. Notably, drug resistance did not correlate with EMT status in KRAS-mutated patient-derived xenograft (PDX) cell lines, and drug efficacy was not affected by EMT induction via TGF-β. To investigate further determinants of drug response, we tested several drugs in combination with a KRAS(G12C) inhibitor in KRAS(G12C) mutant HCC44 models, which, besides EMT, display mutations in P53, LKB1, KEAP1, and high c-MYC expression. We identified an aurora-kinase A (AURKA) inhibitor as the most promising candidate. In our network, AURKA is a centrally linked hub to EMT, proliferation, apoptosis, LKB1, and c-MYC. This exemplifies our systemic analysis approach for clinical translation of biomarker signatures. |
format | Online Article Text |
id | pubmed-9099837 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-90998372022-05-14 EMT, Stemness, and Drug Resistance in Biological Context: A 3D Tumor Tissue/In Silico Platform for Analysis of Combinatorial Treatment in NSCLC with Aggressive KRAS-Biomarker Signatures Peindl, Matthias Göttlich, Claudia Crouch, Samantha Hoff, Niklas Lüttgens, Tamara Schmitt, Franziska Pereira, Jesús Guillermo Nieves May, Celina Schliermann, Anna Kronenthaler, Corinna Cheufou, Danjouma Reu-Hofer, Simone Rosenwald, Andreas Weigl, Elena Walles, Thorsten Schüler, Julia Dandekar, Thomas Nietzer, Sarah Dandekar, Gudrun Cancers (Basel) Article SIMPLE SUMMARY: The phenotypic transition of tumor cells from epithelial to mesenchymal characteristics is called EMT and is widely discussed in the scientific community as a game changer in drug resistance and metastasis formation. However, clinical studies could not prove the efficacy of EMT-interfering treatments, and in clinical routine, EMT is not investigated to assess invasion. To fill this gap between bench and bedside, we use in this study a lung tumor tissue model with a preserved basement membrane for investigation of EMT functions with respect to invasion across this membrane and drug resistance. Our results suggest EMT is more a marker of drug resistance than a maker. Invasion is enhanced by EMT but more dependent on intrinsic factors, and EMT is not detected in the center of invasive tumor nodules. An in silico signaling network model is used to integrate these in vitro results and to reveal determinants for drug response. ABSTRACT: Epithelial-to-mesenchymal transition (EMT) is discussed to be centrally involved in invasion, stemness, and drug resistance. Experimental models to evaluate this process in its biological complexity are limited. To shed light on EMT impact and test drug response more reliably, we use a lung tumor test system based on a decellularized intestinal matrix showing more in vivo-like proliferation levels and enhanced expression of clinical markers and carcinogenesis-related genes. In our models, we found evidence for a correlation of EMT with drug resistance in primary and secondary resistant cells harboring KRAS(G12C) or EGFR mutations, which was simulated in silico based on an optimized signaling network topology. Notably, drug resistance did not correlate with EMT status in KRAS-mutated patient-derived xenograft (PDX) cell lines, and drug efficacy was not affected by EMT induction via TGF-β. To investigate further determinants of drug response, we tested several drugs in combination with a KRAS(G12C) inhibitor in KRAS(G12C) mutant HCC44 models, which, besides EMT, display mutations in P53, LKB1, KEAP1, and high c-MYC expression. We identified an aurora-kinase A (AURKA) inhibitor as the most promising candidate. In our network, AURKA is a centrally linked hub to EMT, proliferation, apoptosis, LKB1, and c-MYC. This exemplifies our systemic analysis approach for clinical translation of biomarker signatures. MDPI 2022-04-27 /pmc/articles/PMC9099837/ /pubmed/35565305 http://dx.doi.org/10.3390/cancers14092176 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Peindl, Matthias Göttlich, Claudia Crouch, Samantha Hoff, Niklas Lüttgens, Tamara Schmitt, Franziska Pereira, Jesús Guillermo Nieves May, Celina Schliermann, Anna Kronenthaler, Corinna Cheufou, Danjouma Reu-Hofer, Simone Rosenwald, Andreas Weigl, Elena Walles, Thorsten Schüler, Julia Dandekar, Thomas Nietzer, Sarah Dandekar, Gudrun EMT, Stemness, and Drug Resistance in Biological Context: A 3D Tumor Tissue/In Silico Platform for Analysis of Combinatorial Treatment in NSCLC with Aggressive KRAS-Biomarker Signatures |
title | EMT, Stemness, and Drug Resistance in Biological Context: A 3D Tumor Tissue/In Silico Platform for Analysis of Combinatorial Treatment in NSCLC with Aggressive KRAS-Biomarker Signatures |
title_full | EMT, Stemness, and Drug Resistance in Biological Context: A 3D Tumor Tissue/In Silico Platform for Analysis of Combinatorial Treatment in NSCLC with Aggressive KRAS-Biomarker Signatures |
title_fullStr | EMT, Stemness, and Drug Resistance in Biological Context: A 3D Tumor Tissue/In Silico Platform for Analysis of Combinatorial Treatment in NSCLC with Aggressive KRAS-Biomarker Signatures |
title_full_unstemmed | EMT, Stemness, and Drug Resistance in Biological Context: A 3D Tumor Tissue/In Silico Platform for Analysis of Combinatorial Treatment in NSCLC with Aggressive KRAS-Biomarker Signatures |
title_short | EMT, Stemness, and Drug Resistance in Biological Context: A 3D Tumor Tissue/In Silico Platform for Analysis of Combinatorial Treatment in NSCLC with Aggressive KRAS-Biomarker Signatures |
title_sort | emt, stemness, and drug resistance in biological context: a 3d tumor tissue/in silico platform for analysis of combinatorial treatment in nsclc with aggressive kras-biomarker signatures |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9099837/ https://www.ncbi.nlm.nih.gov/pubmed/35565305 http://dx.doi.org/10.3390/cancers14092176 |
work_keys_str_mv | AT peindlmatthias emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT gottlichclaudia emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT crouchsamantha emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT hoffniklas emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT luttgenstamara emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT schmittfranziska emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT pereirajesusguillermonieves emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT maycelina emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT schliermannanna emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT kronenthalercorinna emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT cheufoudanjouma emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT reuhofersimone emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT rosenwaldandreas emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT weiglelena emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT wallesthorsten emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT schulerjulia emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT dandekarthomas emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT nietzersarah emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures AT dandekargudrun emtstemnessanddrugresistanceinbiologicalcontexta3dtumortissueinsilicoplatformforanalysisofcombinatorialtreatmentinnsclcwithaggressivekrasbiomarkersignatures |