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Proteomic-Based Machine Learning Analysis Reveals PYGB as a Novel Immunohistochemical Biomarker to Distinguish Inverted Urothelial Papilloma From Low-Grade Papillary Urothelial Carcinoma With Inverted Growth

Authors
 Minsun Jung  ;  Cheol Lee  ;  Dohyun Han  ;  Kwangsoo Kim  ;  Sunah Yang  ;  Ilias P Nikas  ;  Kyung Chul Moon  ;  Hyeyoon Kim  ;  Min Ji Song  ;  Bohyun Kim  ;  Hyebin Lee  ;  Han Suk Ryu 
Citation
 FRONTIERS IN ONCOLOGY, Vol.12 : 841398, 2022-03 
Journal Title
FRONTIERS IN ONCOLOGY
Issue Date
2022-03
Keywords
biomarkers ; differential diagnosis ; immunohistochemistry ; inverted urothelial papilloma ; machine learning analysis ; papillary urothelial carcinoma ; tandem mass spectrometry (MS/MS) ; transitional cell carcinoma (TCC)
Abstract
Background: The molecular biology of inverted urothelial papilloma (IUP) as a precursor disease of urothelial carcinoma is poorly understood. Furthermore, the overlapping histology between IUP and papillary urothelial carcinoma (PUC) with inverted growth is a diagnostic pitfall leading to frequent misdiagnoses.

Methods: To identify the oncologic significance of IUP and discover a novel biomarker for its diagnosis, we employed mass spectrometry-based proteomic analysis of IUP, PUC, and normal urothelium (NU). Machine learning analysis shortlisted candidate proteins, while subsequent immunohistochemical validation was performed in an independent sample cohort.

Results: From the overall proteomic landscape, we found divergent 'NU-like' (low-risk) and 'PUC-like' (high-risk) signatures in IUP. The latter were characterized by altered metabolism, biosynthesis, and cell-cell interaction functions, indicating oncologic significance. Further machine learning-based analysis revealed SERPINH1, PKP2, and PYGB as potential diagnostic biomarkers discriminating IUP from PUC. The immunohistochemical validation confirmed PYGB as a specific biomarker to distinguish between IUP and PUC with inverted growth.

Conclusion: In conclusion, we suggest PYGB as a promising immunohistochemical marker for IUP diagnosis in routine practice.
Files in This Item:
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DOI
10.3389/fonc.2022.841398
Appears in Collections:
1. College of Medicine (의과대학) > Dept. of Pathology (병리학교실) > 1. Journal Papers
Yonsei Authors
Jung, Minsun(정민선) ORCID logo https://orcid.org/0000-0002-8701-4282
URI
https://ir.ymlib.yonsei.ac.kr/handle/22282913/188672
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