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Molecular Profiling of the Invasive Tumor Microenvironment in a 3-Dimensional Model of Colorectal Cancer Cells and Ex vivo Fibroblasts
Published on: April 29, 2014
Gene expression profile in colon cancer therapeutic resistance and its relationship with the tumor microenvironment
Priscila Galvão Doria1,2, Gisele Vieira Rocha1,3, Vanessa Dybal Bertoni1,2
1Gonçalo Moniz Institute, Oswaldo Cruz Foundation (IGM- FIOCRUZ/BA), Salvador, Brazil.
Introduction:
Colon cancer is a common disease, treated with few chemotherapeutic agents with similar treatment sequencing despite its heterogeneity. A significant proportion of patients are diagnosed with metastasis, and resistance to antineoplastic drugs is associated with disease progression and therapeutic failure. It is known that the tumor microenvironment plays an essential role in cancer progression, contributing to processes that may be associated with therapeutic resistance mechanisms in colon cancer. In this study, we aim to identify a gene expression signature and its relationship with immune cell infiltration in colon cancer, contributing to the identification of potential resistance biomarkers.
Methods:
An in silico study was conducted using RNA-seq data from The Cancer Genome Atlas Program (TCGA) samples, subdivided into two groups (treatment-resistant and non-resistant), taking into account the molecular subgroups (CMS1, CMS2, CMS3, and CMS4). The following algorithms were used: i. Limma was applied to identify differentially expressed genes; ii. WGCNA was applied to construct co-expression networks; iii. CIBERSORT was applied to estimate the proportion of infiltrating immune cells; and iv. TIMER was applied to explore the relationship between core genes and immune cell content.
Results:
Twenty differentially expressed genes (DEGs) were found, with 18 related to the group considered resistant to oncologic treatment and presenting poorer overall survival. T CD4 memory resting cells and M0 and M2 macrophages were found in more significant proportions in the analyzed samples and more infiltrated in the tumor microenvironment, the higher the expression of some of these resistance DEGs. Additionally, these genes correlate with biological aspects of neuronal differentiation, axogenesis, and synaptic transmission.
Conclusion:
The gene expression signature suggests the presence of differentially expressed synaptic membrane genes, which may be involved in neuronal pathways that influence the tumor microenvironment, potentially serving as future biomarkers. Furthermore, the presence of M0 and M2 macrophages and T CD4 memory resting cells suggests a potential interaction that may play a role in therapeutic resistance.
Insights
This study identified a colon cancer gene signature linked to treatment resistance and poor survival. These genes, associated with neuronal pathways and immune cells like macrophages, may serve as future biomarkers for therapeutic resistance.
Area of Science:
- Oncology
- Genomics
- Immunology
Background:
- Colon cancer exhibits heterogeneity, with limited chemotherapeutic options and frequent metastasis.
- Therapeutic resistance is a major challenge, driving disease progression and treatment failure.
- The tumor microenvironment significantly influences colon cancer progression and resistance mechanisms.
Purpose of the Study:
- To identify a gene expression signature in colon cancer.
- To investigate the relationship between this signature and immune cell infiltration.
- To discover potential biomarkers for therapeutic resistance in colon cancer.
Main Methods:
- Utilized RNA-seq data from The Cancer Genome Atlas Program (TCGA).
- Employed bioinformatics tools including Limma, WGCNA, CIBERSORT, and TIMER.
- Analyzed data based on treatment resistance and molecular subgroups (CMS1-4).
Main Results:
- Identified 20 differentially expressed genes (DEGs), with 18 linked to treatment resistance and poorer survival.
- Found increased infiltration of T CD4 memory resting cells and M0/M2 macrophages correlated with resistance DEGs.
- Observed correlations between DEGs and neuronal differentiation, axogenesis, and synaptic transmission pathways.
Conclusions:
- A gene expression signature involving synaptic membrane genes may influence the tumor microenvironment.
- These DEGs, potentially linked to neuronal pathways, could serve as future colon cancer biomarkers.
- The interplay of M0/M2 macrophages and T CD4 memory resting cells may contribute to therapeutic resistance.
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