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Intrinsic disorder in PRAME and its role in uveal melanoma

INTRODUCTION: The PReferentially expressed Antigen in MElanoma (PRAME) protein has been shown to be an independent biomarker for increased risk of metastasis in Class 1 uveal melanomas (UM). Intrinsically disordered proteins and regions of proteins (IDPs/IDPRs) are proteins that do not have a well-d...

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Autores principales: Antonietti, Michael, Gonzalez, David J. Taylor, Djulbegovic, Mak, Dayhoff, Guy W., Uversky, Vladimir N., Shields, Carol L., Karp, Carol L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10463658/
https://www.ncbi.nlm.nih.gov/pubmed/37626310
http://dx.doi.org/10.1186/s12964-023-01197-y
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author Antonietti, Michael
Gonzalez, David J. Taylor
Djulbegovic, Mak
Dayhoff, Guy W.
Uversky, Vladimir N.
Shields, Carol L.
Karp, Carol L.
author_facet Antonietti, Michael
Gonzalez, David J. Taylor
Djulbegovic, Mak
Dayhoff, Guy W.
Uversky, Vladimir N.
Shields, Carol L.
Karp, Carol L.
author_sort Antonietti, Michael
collection PubMed
description INTRODUCTION: The PReferentially expressed Antigen in MElanoma (PRAME) protein has been shown to be an independent biomarker for increased risk of metastasis in Class 1 uveal melanomas (UM). Intrinsically disordered proteins and regions of proteins (IDPs/IDPRs) are proteins that do not have a well-defined three-dimensional structure and have been linked to neoplastic development. Our study aimed to evaluate the presence of intrinsic disorder in PRAME and the role these structureless regions have in PRAME( +) Class 1 UM. METHODS: A bioinformatics study to characterize PRAME’s propensity for the intrinsic disorder. We first used the AlphaFold tool to qualitatively assess the protein structure of PRAME. Then we used the Compositional Profiler and a set of per-residue intrinsic disorder predictors to quantify the intrinsic disorder. The Database of Disordered Protein Prediction (D(2)P(2)) platform, IUPred, FuzDrop, fIDPnn, AUCpred, SPOT-Disorder2, and metapredict V2 allowed us to evaluate the potential functional disorder of PRAME. Additionally, we used the Search Tool for the Retrieval of Interacting Genes (STRING) to analyze PRAME's potential interactions with other proteins. RESULTS: Our structural analysis showed that PRAME contains intrinsically disordered protein regions (IDPRs), which are structureless and flexible. We found that PRAME is significantly enriched with serine (p-value < 0.05), a disorder-promoting amino acid. PRAME was found to have an average disorder score of 16.49% (i.e., moderately disordered) across six per-residue intrinsic disorder predictors. Our IUPred analysis revealed the presence of disorder-to-order transition (DOT) regions in PRAME near the C-terminus of the protein (residues 475–509). The D(2)P(2) platform predicted a region from approximately 140 and 175 to be highly concentrated with post-translational modifications (PTMs). FuzDrop predicted the PTM hot spot of PRAME to be a droplet-promoting region and an aggregation hotspot. Finally, our analysis using the STRING tool revealed that PRAME has significantly more interactions with other proteins than expected for randomly selected proteins of the same size, with the ability to interact with 84 different partners (STRING analysis result: p-value < 1.0 × 10(–16); model confidence: 0.400). CONCLUSION: Our study revealed that PRAME has IDPRs that are possibly linked to its functionality in the context of Class 1 UM. The regions of functionality (i.e., DOT regions, PTM sites, droplet-promoting regions, and aggregation hotspots) are localized to regions of high levels of disorder. PRAME has a complex protein–protein interaction (PPI) network that may be secondary to the structureless features of the polypeptide. Our findings contribute to our understanding of UM and suggest that IDPRs and DOT regions in PRAME may be targeted in developing new therapies for this aggressive cancer. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12964-023-01197-y.
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spelling pubmed-104636582023-08-30 Intrinsic disorder in PRAME and its role in uveal melanoma Antonietti, Michael Gonzalez, David J. Taylor Djulbegovic, Mak Dayhoff, Guy W. Uversky, Vladimir N. Shields, Carol L. Karp, Carol L. Cell Commun Signal Research INTRODUCTION: The PReferentially expressed Antigen in MElanoma (PRAME) protein has been shown to be an independent biomarker for increased risk of metastasis in Class 1 uveal melanomas (UM). Intrinsically disordered proteins and regions of proteins (IDPs/IDPRs) are proteins that do not have a well-defined three-dimensional structure and have been linked to neoplastic development. Our study aimed to evaluate the presence of intrinsic disorder in PRAME and the role these structureless regions have in PRAME( +) Class 1 UM. METHODS: A bioinformatics study to characterize PRAME’s propensity for the intrinsic disorder. We first used the AlphaFold tool to qualitatively assess the protein structure of PRAME. Then we used the Compositional Profiler and a set of per-residue intrinsic disorder predictors to quantify the intrinsic disorder. The Database of Disordered Protein Prediction (D(2)P(2)) platform, IUPred, FuzDrop, fIDPnn, AUCpred, SPOT-Disorder2, and metapredict V2 allowed us to evaluate the potential functional disorder of PRAME. Additionally, we used the Search Tool for the Retrieval of Interacting Genes (STRING) to analyze PRAME's potential interactions with other proteins. RESULTS: Our structural analysis showed that PRAME contains intrinsically disordered protein regions (IDPRs), which are structureless and flexible. We found that PRAME is significantly enriched with serine (p-value < 0.05), a disorder-promoting amino acid. PRAME was found to have an average disorder score of 16.49% (i.e., moderately disordered) across six per-residue intrinsic disorder predictors. Our IUPred analysis revealed the presence of disorder-to-order transition (DOT) regions in PRAME near the C-terminus of the protein (residues 475–509). The D(2)P(2) platform predicted a region from approximately 140 and 175 to be highly concentrated with post-translational modifications (PTMs). FuzDrop predicted the PTM hot spot of PRAME to be a droplet-promoting region and an aggregation hotspot. Finally, our analysis using the STRING tool revealed that PRAME has significantly more interactions with other proteins than expected for randomly selected proteins of the same size, with the ability to interact with 84 different partners (STRING analysis result: p-value < 1.0 × 10(–16); model confidence: 0.400). CONCLUSION: Our study revealed that PRAME has IDPRs that are possibly linked to its functionality in the context of Class 1 UM. The regions of functionality (i.e., DOT regions, PTM sites, droplet-promoting regions, and aggregation hotspots) are localized to regions of high levels of disorder. PRAME has a complex protein–protein interaction (PPI) network that may be secondary to the structureless features of the polypeptide. Our findings contribute to our understanding of UM and suggest that IDPRs and DOT regions in PRAME may be targeted in developing new therapies for this aggressive cancer. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12964-023-01197-y. BioMed Central 2023-08-25 /pmc/articles/PMC10463658/ /pubmed/37626310 http://dx.doi.org/10.1186/s12964-023-01197-y Text en © The Author(s) 2023, corrected publication 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Antonietti, Michael
Gonzalez, David J. Taylor
Djulbegovic, Mak
Dayhoff, Guy W.
Uversky, Vladimir N.
Shields, Carol L.
Karp, Carol L.
Intrinsic disorder in PRAME and its role in uveal melanoma
title Intrinsic disorder in PRAME and its role in uveal melanoma
title_full Intrinsic disorder in PRAME and its role in uveal melanoma
title_fullStr Intrinsic disorder in PRAME and its role in uveal melanoma
title_full_unstemmed Intrinsic disorder in PRAME and its role in uveal melanoma
title_short Intrinsic disorder in PRAME and its role in uveal melanoma
title_sort intrinsic disorder in prame and its role in uveal melanoma
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10463658/
https://www.ncbi.nlm.nih.gov/pubmed/37626310
http://dx.doi.org/10.1186/s12964-023-01197-y
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