Transcriptional Subtypes on Immune Microenvironment and Predicting Postoperative Recurrence and Metastasis in Pheochromocytoma and Paraganglioma
Yang LiuiD, Yan XuiD, Yibo ZhangiD, Zhenfu GaoiD, Fengrui Nan, Siyu Shi, Jingyun Chen, Lingyu LiiD
Abstract
Pheochromocytomas and paragangliomas (PPGLs) exhibit substantial molecular and immune heterogeneity, complicating risk assessment and treatment. Here, we define three distinct transcriptional subtypes (C1, C2, C3) through integrative transcriptomic and immunogenomic profiling. C1 is characterized by hypoxia-driven pathways and an immunosuppressive microenvironment, correlating with poor prognosis. C2 exhibits a highly inflamed immune landscape with robust CD8+ T cell infiltration, suggesting potential sensitivity to immunotherapy. C3 is enriched in metabolic reprogramming pathways and displays intermediate clinical outcomes. Genetic analysis reveals subtype-specific mutational patterns, with pseudohypoxic driver mutations (SDHB, VHL, SDHA, SDHD) predominant in C1 and C3, while kinase pathway alterations (NF1, RET) define C2. Single-nucleus RNA sequencing further delineates immune ecosystem diversity. Notably, we identify ANGPT2, PCSK1N, and GPX3 as key subtype-specific biomarkers, with ANGPT2 driving tumor progression in C1 and emerging as a potential therapeutic target. Our findings provide a refined molecular classification integrating immune and genomic features, offering a framework for improved prognostication and precision therapies in PPGLs.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 3
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Cytoplasmic HIF-2α correlates to proliferation and predicts worse outcome in sympathetic paraganglioma
S. Karakaya, L. Gunnesson, … S. Mohlin·bioRxiv·May 27, 2022
- PPGLomics: An Interactive Platform for Pheochromocytoma and Paraganglioma Transcriptomics
Hussam R Alkaissi, Catherine M Gordon, Karel Pacák·Endocrine Related CancerPeer-reviewed·Sep 1, 2026
- Extensive patient-to-patient single nuclei transcriptome heterogeneity in pheochromocytomas and paragangliomas
P. Brazda, C. Ruiz-Moreno, … H. G. Stunnenberg·bioRxiv·May 5, 2022
- Patient-derived organoids reveal hypoxia-driven plasticity and therapeutic vulnerabilities in pheochromocytomas and paragangliomas
Xiaojing Wang, Maite Calucho, … Patricia L. M. Dahia·bioRxiv·Aug 22, 2025
- ScRNA-seq of Diverse Pheochromocytoma Patients Reveals Distinct Microenvironment Characteristics and Supports an Informative Molecular Classification System
- Tumor microenvironment distinctions between esophageal cancer subtypes explain varied immunotherapy responses
Seungbyn Baek, Junha Cha, … Insuk Lee·bioRxiv·Sep 24, 2024