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Updated: Jan 22, 2026

3-D Cell Culture System for Studying Invasion and Evaluating Therapeutics in Bladder Cancer
Published on: September 13, 2018
Biological molecular layer classification of muscle-invasive bladder cancer opens new treatment opportunities
Lucía Trilla-Fuertes1, Angelo Gámez-Pozo1,2, Guillermo Prado-Vázquez1
1Biomedica Molecular Medicine SL, Madrid, Spain.
Background:
Muscle-invasive bladder tumors are associated with a high risk of relapse and metastasis even after neoadjuvant chemotherapy and radical cystectomy. Therefore, further therapeutic options are needed and molecular characterization of the disease may help to identify new targets. The aim of this study was to characterize muscle-invasive bladder tumors at the molecular level using computational analyses.
Methods:
The TCGA cohort of muscle-invasive bladder cancer patients was used to describe these tumors. Probabilistic graphical models, layer analyses based on sparse k-means coupled with Consensus Cluster, and Flux Balance Analysis were applied to characterize muscle-invasive bladder tumors at a functional level.
Results:
Luminal and Basal groups were identified, and an immune molecular layer with independent value was also described. Luminal tumors showed decreased activity in the nodes of epidermis development and extracellular matrix, and increased activity in the node of steroid metabolism leading to a higher expression of the androgen receptor. This fact points to the androgen receptor as a therapeutic target in this group. Basal tumors were highly proliferative according to Flux Balance Analysis, which makes these tumors good candidates for neoadjuvant chemotherapy. The Immune-high group showed a higher degree of expression of immune biomarkers, suggesting that this group may benefit from immune therapy.
Conclusions:
Our approach, based on layer analyses, established a Luminal group candidate for therapy with androgen receptor inhibitors, a proliferative Basal group which seems to be a good candidate for chemotherapy, and an immune-high group candidate for immunotherapy.
Insights
Molecular characterization of muscle-invasive bladder tumors identified distinct groups. Luminal tumors may respond to androgen receptor inhibitors, Basal tumors to chemotherapy, and Immune-high tumors to immunotherapy.
Area of Science:
- Oncology
- Computational Biology
- Genomics
Background:
- Muscle-invasive bladder cancer (MIBC) poses a significant risk of relapse and metastasis.
- Current treatments like neoadjuvant chemotherapy and radical cystectomy have limitations.
- Molecular characterization is crucial for identifying novel therapeutic targets in MIBC.
Purpose of the Study:
- To perform a molecular characterization of muscle-invasive bladder tumors.
- To identify potential therapeutic targets using computational analyses.
Main Methods:
- Utilized The Cancer Genome Atlas (TCGA) cohort for muscle-invasive bladder cancer patients.
- Applied probabilistic graphical models, layer analyses (sparse k-means, Consensus Cluster), and Flux Balance Analysis.
- Characterized tumors at a molecular and functional level.
Main Results:
- Identified distinct Luminal and Basal molecular groups, along with an independent immune molecular layer.
- Luminal tumors showed altered metabolism favoring androgen receptor expression, suggesting it as a therapeutic target.
- Basal tumors exhibited high proliferative activity, indicating suitability for neoadjuvant chemotherapy.
- The Immune-high group demonstrated elevated immune biomarker expression, suggesting potential benefit from immunotherapy.
Conclusions:
- Layer analyses revealed a Luminal group responsive to androgen receptor inhibitors.
- A proliferative Basal group emerged as a candidate for chemotherapy.
- An immune-high group was identified as a candidate for immunotherapy.
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