Cargando…

Single-cell transcriptomics of neuroblastoma identifies chemoresistance-associated genes and pathways

High-Risk neuroblastoma (NB) survival rate is still <50%, despite treatments being more and more aggressive. The biggest hurdle liable to cancer therapy failure is the drug resistance by tumor cells that is likely due to the intra-tumor heterogeneity (ITH). To investigate the link between ITH and...

Descripción completa

Detalles Bibliográficos
Autores principales: Avitabile, Marianna, Bonfiglio, Ferdinando, Aievola, Vincenzo, Cantalupo, Sueva, Maiorino, Teresa, Lasorsa, Vito Alessandro, Domenicotti, Cinzia, Marengo, Barbara, Zbyněk, Heger, Vojtěch, Adam, Iolascon, Achille, Capasso, Mario
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Research Network of Computational and Structural Biotechnology 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9418686/
https://www.ncbi.nlm.nih.gov/pubmed/36051886
http://dx.doi.org/10.1016/j.csbj.2022.08.031
_version_ 1784777004417024000
author Avitabile, Marianna
Bonfiglio, Ferdinando
Aievola, Vincenzo
Cantalupo, Sueva
Maiorino, Teresa
Lasorsa, Vito Alessandro
Domenicotti, Cinzia
Marengo, Barbara
Zbyněk, Heger
Vojtěch, Adam
Iolascon, Achille
Capasso, Mario
author_facet Avitabile, Marianna
Bonfiglio, Ferdinando
Aievola, Vincenzo
Cantalupo, Sueva
Maiorino, Teresa
Lasorsa, Vito Alessandro
Domenicotti, Cinzia
Marengo, Barbara
Zbyněk, Heger
Vojtěch, Adam
Iolascon, Achille
Capasso, Mario
author_sort Avitabile, Marianna
collection PubMed
description High-Risk neuroblastoma (NB) survival rate is still <50%, despite treatments being more and more aggressive. The biggest hurdle liable to cancer therapy failure is the drug resistance by tumor cells that is likely due to the intra-tumor heterogeneity (ITH). To investigate the link between ITH and therapy resistance in NB, we performed a single cell RNA sequencing (scRNAseq) of etoposide and cisplatin resistant NB and their parental cells. Our analysis showed a clear separation of resistant and parental cells for both conditions by identifying 8 distinct tumor clusters in etoposide-resistant/parental and 7 in cisplatin-resistant/parental cells. We discovered that drug resistance can affect NB cell identities; highlighting the bi-directional ability of adrenergic-to-mesenchymal transition of NB cells. The biological processes driving the identified resistant cell subpopulations revealed genes such as (BARD1, BRCA1, PARP1, HISTH1 axis, members of RPL family), suggesting a potential drug resistance due to the acquisition of DNA repair mechanisms and to the modification of the drug targets. Deconvolution analysis of bulk RNAseq data from 498 tumors with cell subpopulation signatures showed that the transcriptional heterogeneity of our cellular models reflected the ITH of NB tumors and allowed the identification of clusters associated with worse/better survival. Our study demonstrates the distinct cell populations characterized by genes involved in different biological processes can have a role in NB drug treatment failure. These findings evidence the importance of ITH in NB drug resistance studies and the chance that scRNA-seq analysis offers in the identification of genes and pathways liable for drug resistance.
format Online
Article
Text
id pubmed-9418686
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Research Network of Computational and Structural Biotechnology
record_format MEDLINE/PubMed
spelling pubmed-94186862022-08-31 Single-cell transcriptomics of neuroblastoma identifies chemoresistance-associated genes and pathways Avitabile, Marianna Bonfiglio, Ferdinando Aievola, Vincenzo Cantalupo, Sueva Maiorino, Teresa Lasorsa, Vito Alessandro Domenicotti, Cinzia Marengo, Barbara Zbyněk, Heger Vojtěch, Adam Iolascon, Achille Capasso, Mario Comput Struct Biotechnol J Research Article High-Risk neuroblastoma (NB) survival rate is still <50%, despite treatments being more and more aggressive. The biggest hurdle liable to cancer therapy failure is the drug resistance by tumor cells that is likely due to the intra-tumor heterogeneity (ITH). To investigate the link between ITH and therapy resistance in NB, we performed a single cell RNA sequencing (scRNAseq) of etoposide and cisplatin resistant NB and their parental cells. Our analysis showed a clear separation of resistant and parental cells for both conditions by identifying 8 distinct tumor clusters in etoposide-resistant/parental and 7 in cisplatin-resistant/parental cells. We discovered that drug resistance can affect NB cell identities; highlighting the bi-directional ability of adrenergic-to-mesenchymal transition of NB cells. The biological processes driving the identified resistant cell subpopulations revealed genes such as (BARD1, BRCA1, PARP1, HISTH1 axis, members of RPL family), suggesting a potential drug resistance due to the acquisition of DNA repair mechanisms and to the modification of the drug targets. Deconvolution analysis of bulk RNAseq data from 498 tumors with cell subpopulation signatures showed that the transcriptional heterogeneity of our cellular models reflected the ITH of NB tumors and allowed the identification of clusters associated with worse/better survival. Our study demonstrates the distinct cell populations characterized by genes involved in different biological processes can have a role in NB drug treatment failure. These findings evidence the importance of ITH in NB drug resistance studies and the chance that scRNA-seq analysis offers in the identification of genes and pathways liable for drug resistance. Research Network of Computational and Structural Biotechnology 2022-08-18 /pmc/articles/PMC9418686/ /pubmed/36051886 http://dx.doi.org/10.1016/j.csbj.2022.08.031 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Avitabile, Marianna
Bonfiglio, Ferdinando
Aievola, Vincenzo
Cantalupo, Sueva
Maiorino, Teresa
Lasorsa, Vito Alessandro
Domenicotti, Cinzia
Marengo, Barbara
Zbyněk, Heger
Vojtěch, Adam
Iolascon, Achille
Capasso, Mario
Single-cell transcriptomics of neuroblastoma identifies chemoresistance-associated genes and pathways
title Single-cell transcriptomics of neuroblastoma identifies chemoresistance-associated genes and pathways
title_full Single-cell transcriptomics of neuroblastoma identifies chemoresistance-associated genes and pathways
title_fullStr Single-cell transcriptomics of neuroblastoma identifies chemoresistance-associated genes and pathways
title_full_unstemmed Single-cell transcriptomics of neuroblastoma identifies chemoresistance-associated genes and pathways
title_short Single-cell transcriptomics of neuroblastoma identifies chemoresistance-associated genes and pathways
title_sort single-cell transcriptomics of neuroblastoma identifies chemoresistance-associated genes and pathways
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9418686/
https://www.ncbi.nlm.nih.gov/pubmed/36051886
http://dx.doi.org/10.1016/j.csbj.2022.08.031
work_keys_str_mv AT avitabilemarianna singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways
AT bonfiglioferdinando singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways
AT aievolavincenzo singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways
AT cantaluposueva singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways
AT maiorinoteresa singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways
AT lasorsavitoalessandro singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways
AT domenicotticinzia singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways
AT marengobarbara singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways
AT zbynekheger singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways
AT vojtechadam singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways
AT iolasconachille singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways
AT capassomario singlecelltranscriptomicsofneuroblastomaidentifieschemoresistanceassociatedgenesandpathways