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Bioinformatics-Based Comparative Analysis of the Human Retina Proteome
Journal article   Open access   Peer reviewed

Bioinformatics-Based Comparative Analysis of the Human Retina Proteome

Colin K Kim, Mak B Djulbegovic, David Broytman, Nedym Hadzijahic, Michael Antonietti, David J Taylor Gonzalez, Vladimir N Uversky, Nicolas A Yannuzzi and Carol L Karp
Proteomics. Clinical applications, p.e70012
2025-06-07
PMID: 40481689

Abstract

deep learning phase separation retina Human Protein Atlas AlphaMissense intrinsic disorder proteome
The human retina relies on a complex network of proteins, many of which exhibit intrinsic disorder and liquid-liquid phase separation (LLPS), enabling dynamic interactions for retinal function. Disruptions in these properties, along with missense mutations, have been linked to retinal diseases. This study aims to characterize and compare retinal proteins categorized by their expression specificity and tissue distribution using bioinformatics tools to explore relationships between intrinsic protein disorder, phase separation potential, and mutation pathogenicity. We analyzed retinal proteins classified by the Human Protein Atlas (HPA) into two major groups based on gene expression specificity (degree of unique retinal expression) and gene expression distribution (extent of expression across tissues). We analyzed nine retinal proteomes categorized by gene expression specificity and distribution. Intrinsic protein disorder was assessed using per-residue and global disorder predictors from the Rapid Intrinsic Disorder Analysis Online (RIDAO) platform, LLPS potential was evaluated with ParSe v2, and missense mutation pathogenicity was predicted using AlphaMissense. Significant differences in per-residue intrinsic protein disorder were found within the specificity and distribution subgroups (p < 0.0001). In addition, global disorder predictions from the RIDAO platform demonstrated non-random distributions of protein species across the proteomes analyzed in both subgroups (p < 0.0001). Furthermore, proteins specifically elevated in the retina exhibited higher intrinsic disorder and greater phase separation propensity (ParSe v2, AUC up to 0.650), compared to those more broadly expressed. Lastly, AlphaMissense analysis showed significant variations in the average pathogenicity scores of missense mutations within subgroups (p < 0.0001). Our results show that intrinsic disorder, LLPS, and mutational tendencies are not evenly distributed among retinal proteomes. Our study demonstrates a link between intrinsic disorder, LLPS potential, and pathogenic vulnerability among retinal proteins, underscoring the unique structural and functional landscape of retinal proteomes. Proteins with higher specificity to the retina exhibit greater disorder and phase separation potential, highlighting their potential role in dynamic cellular processes that support retinal function. Conversely, proteins widely distributed across multiple tissues tend to be more ordered, suggesting a need for structural stability in their broader functional roles.
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Collaboration types
Domestic collaboration
Citation topics
2 Chemistry
2.123 Protein Structure, Folding & Modelling
2.123.13 Protein Folding
Web Of Science research areas
Biochemical Research Methods
Biochemistry & Molecular Biology
ESI research areas
Biology & Biochemistry

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