Unveiling the Dynamics behind Glioblastoma Multiforme Single-Cell Data Heterogeneity
Glioblastoma Multiforme is a brain tumor distinguished by its aggressiveness. We suggested that this aggressiveness leads single-cell RNA-sequence data (scRNA-seq) to span a representative portion of the cancer attractors domain. This conjecture allowed us to interpret the scRNA-seq heterogeneity as...
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Published in | International journal of molecular sciences Vol. 25; no. 9; p. 4894 |
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Language | English |
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Abstract | Glioblastoma Multiforme is a brain tumor distinguished by its aggressiveness. We suggested that this aggressiveness leads single-cell RNA-sequence data (scRNA-seq) to span a representative portion of the cancer attractors domain. This conjecture allowed us to interpret the scRNA-seq heterogeneity as reflecting a representative trajectory within the attractor's domain. We considered factors such as genomic instability to characterize the cancer dynamics through stochastic fixed points. The fixed points were derived from centroids obtained through various clustering methods to verify our method sensitivity. This methodological foundation is based upon sample and time average equivalence, assigning an interpretative value to the data cluster centroids and supporting parameters estimation. We used stochastic simulations to reproduce the dynamics, and our results showed an alignment between experimental and simulated dataset centroids. We also computed the Waddington landscape, which provided a visual framework for validating the centroids and standard deviations as characterizations of cancer attractors. Additionally, we examined the stability and transitions between attractors and revealed a potential interplay between subtypes. These transitions might be related to cancer recurrence and progression, connecting the molecular mechanisms of cancer heterogeneity with statistical properties of gene expression dynamics. Our work advances the modeling of gene expression dynamics and paves the way for personalized therapeutic interventions. |
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AbstractList | Glioblastoma Multiforme is a brain tumor distinguished by its aggressiveness. We suggested that this aggressiveness leads single-cell RNA-sequence data (scRNA-seq) to span a representative portion of the cancer attractors domain. This conjecture allowed us to interpret the scRNA-seq heterogeneity as reflecting a representative trajectory within the attractor’s domain. We considered factors such as genomic instability to characterize the cancer dynamics through stochastic fixed points. The fixed points were derived from centroids obtained through various clustering methods to verify our method sensitivity. This methodological foundation is based upon sample and time average equivalence, assigning an interpretative value to the data cluster centroids and supporting parameters estimation. We used stochastic simulations to reproduce the dynamics, and our results showed an alignment between experimental and simulated dataset centroids. We also computed the Waddington landscape, which provided a visual framework for validating the centroids and standard deviations as characterizations of cancer attractors. Additionally, we examined the stability and transitions between attractors and revealed a potential interplay between subtypes. These transitions might be related to cancer recurrence and progression, connecting the molecular mechanisms of cancer heterogeneity with statistical properties of gene expression dynamics. Our work advances the modeling of gene expression dynamics and paves the way for personalized therapeutic interventions. |
Audience | Academic |
Author | Junior, Marcos Guilherme Vieira Silva, Fabrício Alves Barbosa da Carels, Nicolas Côrtes, Adriano Maurício de Almeida Carneiro, Flávia Raquel Gonçalves |
Author_xml | – sequence: 1 givenname: Marcos Guilherme Vieira surname: Junior fullname: Junior, Marcos Guilherme Vieira organization: Graduate Program in Computational and Systems Biology, Oswaldo Cruz Institute (IOC), Oswaldo Cruz Foundation (FIOCRUZ), Rio de Janeiro 21040-900, Brazil – sequence: 2 givenname: Adriano Maurício de Almeida surname: Côrtes fullname: Côrtes, Adriano Maurício de Almeida organization: Systems Engineering and Computer Science Program, Coordination of Postgraduate Programs in Engineering (COPPE), Federal University of Rio de Janeiro (UFRJ), Rio de Janeiro 21941-972, Brazil – sequence: 3 givenname: Flávia Raquel Gonçalves orcidid: 0000-0002-8128-0862 surname: Carneiro fullname: Carneiro, Flávia Raquel Gonçalves organization: Program of Immunology and Tumor Biology, Brazilian National Cancer Institute (INCA), Rio de Janeiro 20231-050, Brazil – sequence: 4 givenname: Nicolas orcidid: 0000-0003-4547-7155 surname: Carels fullname: Carels, Nicolas organization: Laboratory of Biological System Modeling, Center of Technological Development in Health (CDTS), Oswaldo Cruz Foundation (FIOCRUZ), Rio de Janeiro 21040-361, Brazil – sequence: 5 givenname: Fabrício Alves Barbosa da orcidid: 0000-0002-8172-5796 surname: Silva fullname: Silva, Fabrício Alves Barbosa da organization: Scientific Computing Program, Oswaldo Cruz Foundation (FIOCRUZ), Rio de Janeiro 21041-222, Brazil |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/38732140$$D View this record in MEDLINE/PubMed |
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SubjectTerms | Analysis Brain Neoplasms - genetics Brain Neoplasms - metabolism Brain Neoplasms - pathology Brain tumors Cancer cancer attractors Cell cycle Cluster Analysis Computer software industry Development and progression epigenetic landscape Epigenetics Gene expression Gene Expression Profiling - methods Gene Expression Regulation, Neoplastic Genes Genetic Heterogeneity Genomic Instability Glioblastoma - genetics Glioblastoma - metabolism Glioblastoma - pathology Glioblastoma Multiforme Glioma Health aspects heterogeneity Humans Mutation Parameter estimation parameter sets estimation Sequence Analysis, RNA - methods Single-Cell Analysis - methods single-cell RNA sequencing |
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Title | Unveiling the Dynamics behind Glioblastoma Multiforme Single-Cell Data Heterogeneity |
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