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Updated: May 4, 2026

Zebrafish Model of Neuroblastoma Metastasis
Published on: March 14, 2021
Reverse engineering the neuroblastoma regulatory network uncovers MAX as one of the master regulators of tumor
Ricardo D'Oliveira Albanus1, Rodrigo Juliani Siqueira Dalmolin1, Mauro Antônio Alves Castro1
1Departamento de Bioquímica, Núcleo de Bioinformática, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brasil.
Abstract:
Neuroblastoma is the most common extracranial tumor and a major cause of infant cancer mortality worldwide. Despite its importance, little is known about its molecular mechanisms. A striking feature of this tumor is its clinical heterogeneity. Possible outcomes range from aggressive invasion to other tissues, causing patient death, to spontaneous disease regression or differentiation into benign ganglioneuromas. Several efforts have been made in order to find tumor progression markers. In this work, we have reconstructed the neuroblastoma regulatory network using an information-theoretic approach in order to find genes involved in tumor progression and that could be used as outcome predictors or as therapeutic targets. We have queried the reconstructed neuroblastoma regulatory network using an aggressive neuroblastoma metastasis gene signature in order to find its master regulators (MRs). MRs expression profiles were then investigated in other neuroblastoma datasets so as to detect possible clinical significance. Our analysis pointed MAX as one of the MRs of neuroblastoma progression. We have found that higher MAX expression correlated with favorable patient outcomes. We have also found that MAX expression and protein levels were increased during neuroblastoma SH-SY5Y cells differentiation. We propose that MAX is involved in neuroblastoma progression, possibly increasing cell differentiation by means of regulating the availability of MYC:MAX heterodimers. This mechanism is consistent with the results found in our SH-SY5Y differentiation protocol, suggesting that MAX has a more central role in these cells differentiation than previously reported. Overexpression of MAX has been identified as anti-tumorigenic in other works, but, to our knowledge, this is the first time that the link between the expression of this gene and malignancy was verified under physiological conditions.
Insights
Neuroblastoma, a common infant cancer, has its regulatory network analyzed. The study identifies MAX as a key gene linked to favorable outcomes and cell differentiation, suggesting a potential therapeutic role.
Area of Science:
- Oncology
- Molecular Biology
- Systems Biology
Background:
- Neuroblastoma is the most frequent extracranial tumor in infants and a leading cause of cancer mortality.
- Its molecular mechanisms remain poorly understood, despite significant clinical heterogeneity, ranging from aggressive metastasis to spontaneous regression.
- Identifying reliable tumor progression markers is crucial for predicting outcomes and developing targeted therapies.
Purpose of the Study:
- To reconstruct the neuroblastoma regulatory network using an information-theoretic approach.
- To identify master regulators (MRs) associated with neuroblastoma progression and metastasis.
- To investigate the clinical significance of identified MRs as potential therapeutic targets or outcome predictors.
Main Methods:
- Reconstruction of the neuroblastoma regulatory network via an information-theoretic approach.
- Querying the network with a metastasis gene signature to identify master regulators (MRs).
- Analysis of MRs expression profiles in independent neuroblastoma datasets to assess clinical significance.
Main Results:
- MAX was identified as a master regulator (MR) of neuroblastoma progression.
- Higher MAX expression correlated with favorable patient outcomes in neuroblastoma datasets.
- MAX expression and protein levels increased during neuroblastoma SH-SY5Y cell differentiation.
Conclusions:
- MAX plays a significant role in neuroblastoma progression, potentially by promoting cell differentiation.
- The study proposes a mechanism involving MAX regulating MYC:MAX heterodimers in neuroblastoma cell differentiation.
- This research provides the first physiological evidence linking MAX expression to reduced malignancy in neuroblastoma.
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