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Patient-specific identification of genome-wide DNA-methylation differences between intracranial and extracranial melanoma metastases

Melanomas frequently metastasize to distant organs and especially intracranial metastases still represent a major clinical challenge. Epigenetic reprogramming of intracranial metastases is thought to be involved in therapy failure, but so far only little is known about patient-specific DNA-methylati...

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Autores principales: Kraft, Theresa, Grützmann, Konrad, Meinhardt, Matthias, Meier, Friedegund, Westphal, Dana, Seifert, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9829750/
https://www.ncbi.nlm.nih.gov/pubmed/36624125
http://dx.doi.org/10.1038/s41598-022-24940-w
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author Kraft, Theresa
Grützmann, Konrad
Meinhardt, Matthias
Meier, Friedegund
Westphal, Dana
Seifert, Michael
author_facet Kraft, Theresa
Grützmann, Konrad
Meinhardt, Matthias
Meier, Friedegund
Westphal, Dana
Seifert, Michael
author_sort Kraft, Theresa
collection PubMed
description Melanomas frequently metastasize to distant organs and especially intracranial metastases still represent a major clinical challenge. Epigenetic reprogramming of intracranial metastases is thought to be involved in therapy failure, but so far only little is known about patient-specific DNA-methylation differences between intra- and extracranial melanoma metastases. Hierarchical clustering of the methylomes of 24 patient-matched intra- and extracranial melanoma metastases pairs revealed that intra- and extracranial metastases of individual patients were more similar to each other than to metastases in the same tissue from other patients. Therefore, a personalized analysis of each metastases pair was done by a Hidden Markov Model to classify methylation levels of individual CpGs as decreased, unchanged or increased in the intra- compared to the extracranial metastasis. The predicted DNA-methylation alterations were highly patient-specific differing in the number and methylation states of altered CpGs. Nevertheless, four important general observations were made: (i) intracranial metastases of most patients mainly showed a reduction of DNA-methylation, (ii) cytokine signaling was most frequently affected by differential methylation in individual metastases pairs, but also MAPK, PI3K/Akt and ECM signaling were often altered, (iii) frequently affected genes were mainly involved in signaling, growth, adhesion or apoptosis, and (iv) an enrichment of functional terms related to channel and transporter activities supports previous findings for a brain-like phenotype. In addition, the derived set of 17 signaling pathway genes that distinguished intra- from extracranial metastases in more than 50% of patients included well-known oncogenes (e.g. PRKCA, DUSP6, BMP4) and several other genes known from neuronal disorders (e.g. EIF4B, SGK1, CACNG8). Moreover, associations of gene body methylation alterations with corresponding gene expression changes revealed that especially the three signaling pathway genes JAK3, MECOM, and TNXB differ strongly in their expression between patient-matched intra- and extracranial metastases. Our analysis contributes to an in-depth characterization of DNA-methylation differences between patient-matched intra- and extracranial melanoma metastases and may provide a basis for future experimental studies to identify targets for new therapeutic approaches.
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spelling pubmed-98297502023-01-11 Patient-specific identification of genome-wide DNA-methylation differences between intracranial and extracranial melanoma metastases Kraft, Theresa Grützmann, Konrad Meinhardt, Matthias Meier, Friedegund Westphal, Dana Seifert, Michael Sci Rep Article Melanomas frequently metastasize to distant organs and especially intracranial metastases still represent a major clinical challenge. Epigenetic reprogramming of intracranial metastases is thought to be involved in therapy failure, but so far only little is known about patient-specific DNA-methylation differences between intra- and extracranial melanoma metastases. Hierarchical clustering of the methylomes of 24 patient-matched intra- and extracranial melanoma metastases pairs revealed that intra- and extracranial metastases of individual patients were more similar to each other than to metastases in the same tissue from other patients. Therefore, a personalized analysis of each metastases pair was done by a Hidden Markov Model to classify methylation levels of individual CpGs as decreased, unchanged or increased in the intra- compared to the extracranial metastasis. The predicted DNA-methylation alterations were highly patient-specific differing in the number and methylation states of altered CpGs. Nevertheless, four important general observations were made: (i) intracranial metastases of most patients mainly showed a reduction of DNA-methylation, (ii) cytokine signaling was most frequently affected by differential methylation in individual metastases pairs, but also MAPK, PI3K/Akt and ECM signaling were often altered, (iii) frequently affected genes were mainly involved in signaling, growth, adhesion or apoptosis, and (iv) an enrichment of functional terms related to channel and transporter activities supports previous findings for a brain-like phenotype. In addition, the derived set of 17 signaling pathway genes that distinguished intra- from extracranial metastases in more than 50% of patients included well-known oncogenes (e.g. PRKCA, DUSP6, BMP4) and several other genes known from neuronal disorders (e.g. EIF4B, SGK1, CACNG8). Moreover, associations of gene body methylation alterations with corresponding gene expression changes revealed that especially the three signaling pathway genes JAK3, MECOM, and TNXB differ strongly in their expression between patient-matched intra- and extracranial metastases. Our analysis contributes to an in-depth characterization of DNA-methylation differences between patient-matched intra- and extracranial melanoma metastases and may provide a basis for future experimental studies to identify targets for new therapeutic approaches. Nature Publishing Group UK 2023-01-09 /pmc/articles/PMC9829750/ /pubmed/36624125 http://dx.doi.org/10.1038/s41598-022-24940-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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/) .
spellingShingle Article
Kraft, Theresa
Grützmann, Konrad
Meinhardt, Matthias
Meier, Friedegund
Westphal, Dana
Seifert, Michael
Patient-specific identification of genome-wide DNA-methylation differences between intracranial and extracranial melanoma metastases
title Patient-specific identification of genome-wide DNA-methylation differences between intracranial and extracranial melanoma metastases
title_full Patient-specific identification of genome-wide DNA-methylation differences between intracranial and extracranial melanoma metastases
title_fullStr Patient-specific identification of genome-wide DNA-methylation differences between intracranial and extracranial melanoma metastases
title_full_unstemmed Patient-specific identification of genome-wide DNA-methylation differences between intracranial and extracranial melanoma metastases
title_short Patient-specific identification of genome-wide DNA-methylation differences between intracranial and extracranial melanoma metastases
title_sort patient-specific identification of genome-wide dna-methylation differences between intracranial and extracranial melanoma metastases
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9829750/
https://www.ncbi.nlm.nih.gov/pubmed/36624125
http://dx.doi.org/10.1038/s41598-022-24940-w
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