Universa Medicina
Vol. 45 No. 2 (2026): Ahead Of Print

Molecular progression of chronic rhinosinusitis: a pseudotime reconstruction of a transcriptomic dataset

Eggi Erlangga (Department of Otorhinolaryngology – Head and Neck Surgery, Faculty of Medicine, Maranatha Christian University, Indonesia)
Ray Soetadji (Department of Anatomy, Faculty of Medicine, Maranatha Christian University, Indonesia)
Rafael Matteo (Undergraduate Program in Medicine, Faculty of Medicine, Maranatha Christian University, Indonesia)
Ardo Sanjaya (Department of Anatomy, Faculty of Medicine, Maranatha Christian University, Indonesia
Maranatha Biomedical Research Laboratory, Faculty of Medicine, Maranatha Christian University, Indonesia)



Article Info

Publish Date
19 Jul 2026

Abstract

BackgroundChronic rhinosinusitis (CRS) is a heterogeneous inflammatory disease that is classified based on the presence of nasal polyps. However, whether CRS and nasal polyps represent discrete entities or a continuous progression remains unclear. Most studies have relied on cross-sectional comparisons, which limit insight into its pathophysiology. This study aimed to test whether CRS subtypes lie on a continuous trajectory by applying pseudotime ordering to CRS transcriptomic data. MethodsGene expression data were obtained from the Gene Expression Omnibus (GSE36830), which consists of control, chronic rhinosinusitis without nasal polyps (CRSsNP), uncinate tissue (CRSwNP UT), and nasal polyp tissue (CRSwNP NP) from chronic rhinosinusitis with nasal polyps. Pathway activity was quantified using Gene Set Variation Analysis (GSVA) based on gene sets for immune, inflammatory, and epithelial pathways. Highly variable pathways were selected and used as input to reconstruct a pseudotemporal disease trajectory. Statistical associations were assessed using Spearman correlation and the Jonckheere–Terpstra trend test. ResultsPseudotime reconstruction showed an ordered molecular trajectory extending from control samples through CRSsNP and CRSwNP UT, with nasal polyp samples forming a distinct end stage. Pseudotime showed a strong monotonic association with disease stage (Spearman's ρ=0.743, p<0.001), indicating an ordered progression of molecular changes across disease states. Progressive disease was characterized by increasing activation of immune pathways, including hypersensitivity, alongside declining activity of epithelial stress response and metabolic pathways. ConclusionThese findings demonstrate that CRS represents a continuous molecular disease spectrum. Nasal polyposis emerges as a distinct molecular end state characterized by dominant immune activation. This pseudotime-based framework provides insight into CRS pathogenesis and provides evidence for specific therapeutic strategies.

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Journal Info

Abbrev

medicina

Publisher

Subject

Health Professions Immunology & microbiology Medicine & Pharmacology Public Health

Description

Universa Medicina (univ.med) is a four-monthly medical journal that publishes new research findings on a wide variety of topics of importance to biomedical science and clinical practice. Universa Medicina Online contains both the current issue and an online archive that can be accessed through ...