paper-with-me

홈 › Papers

Modeling cell differentiation in neuroblastoma: insights into development, malignancy, and treatment relapse

2025-02-28 · Simon F. Martina-Perez, Luke A. Heirene, Jennifer C. Kasemeier, Paul M. Kulesa, Ruth E. Baker

Neuroblastoma is a paediatric extracranial solid cancer that arises from the developing sympathetic nervous system and is characterised by an abnormal distribution of cell types in tumours compared to healthy infant tissues. In this paper, we propose a new mathematical model of cell differentiation during sympathoadrenal development. By performing Bayesian inference of the model parameters using clinical data from patient samples, we show that the model successfully accounts for the observed differences in cell type heterogeneity among healthy adrenal tissues and four common types of neuroblastomas. Using a phenotypically structured model, we show that alterations in healthy differentiation dynamics are related to cell malignancy, and tumour volume growth. We use this model to analyse the evolution of malignant traits in a tumour. Our findings suggest that normal development dynamics make the embryonic sympathetic nervous system more robust to perturbations and accumulation of malignancies, and that the diversity of differentiation dynamics found in the neuroblastoma subtypes lead to unique risk profiles for neuroblastoma relapse after treatment.

📄 PDF Abstract BibTeX arXiv:2502.20939

Code (0)

등록된 구현이 없습니다.

Tasks

Bayesian InferenceDiversity

Similar Papers 제목 키워드 기반

Neuroblastoma: nutritional strategies as supportive care in pediatric oncology

2025-01-15 · Hafida Hamdache, Alexia Gazeu, Marion Gambart, Nathalie Bendriss-Vermare 외

Neuroblastoma, is a highly heterogeneous pediatric tumour and is responsible for 15% of pediatric cancer-related deaths. The clinical outcomes can vary from spontaneous regression to high metastatic disease. This extracr…

Nutrition

Interpretable Embeddings for Segmentation-Free Single-Cell Analysis in Multiplex Imaging

2024-11-02 · Simon Gutwein, Daria Lazic, Thomas Walter, Sabine Taschner-Mandl 외

Multiplex Imaging (MI) enables the simultaneous visualization of multiple biological markers in separate imaging channels at subcellular resolution, providing valuable insights into cell-type heterogeneity and spatial or…

Cell Segmentationfeature selectionSegmentation

Dynamics of cell-type transition mediated by epigenetic modifications

2023-09-13 · Rongsheng Huang, Qiaojun Situ, Jinzhi Lei

Maintaining tissue homeostasis requires appropriate regulation of stem cell differentiation. The Waddington landscape posits that gene circuits in a cell form a potential landscape of different cell types, wherein cells …

Velde: constructing cell potential landscapes by RNA velocity vector field decomposition

2023-11-17 · Junbo Jia, Luonan Chen

The Waddington landscape serves as a metaphor illustrating the developmental process of cells, likening it to a small ball rolling down various trajectories into valleys. Constructing an epigenetic landscape of this natu…

A Quantitative Analysis of Localized Robustness of MYCN in Neuroblastoma

2015-12-13

The amplification of the gene MYCN (V-myc myelocytomatosis viral-valeted oncogene, neuroblastoma derived) has been a well-documented indicator for poor prognosis in neuroblastoma, a childhood cancer. Unfortunately, there…

Prognosis