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Circulating cell‐free messenger RNA enables non‐invasive pan‐tumour monitoring of melanoma therapy independent of the mutational genotype
BACKGROUND: Plasma‐derived tumour‐specific cell‐free nucleic acids are increasingly utilized as a minimally invasive, real‐time biomarker approach in many solid tumours. Circulating tumour DNA of melanoma‐specific mutations is currently the best studied liquid biopsy biomarker for melanoma. However,...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9626658/ https://www.ncbi.nlm.nih.gov/pubmed/36320118 http://dx.doi.org/10.1002/ctm2.1090 |
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author | Albrecht, Lea Jessica Höwner, Anna Griewank, Klaus Lueong, Smiths S. von Neuhoff, Nils Horn, Peter A. Sucker, Antje Paschen, Annette Livingstone, Elisabeth Ugurel, Selma Zimmer, Lisa Horn, Susanne Siveke, Jens T. Schadendorf, Dirk Váraljai, Renáta Roesch, Alexander |
author_facet | Albrecht, Lea Jessica Höwner, Anna Griewank, Klaus Lueong, Smiths S. von Neuhoff, Nils Horn, Peter A. Sucker, Antje Paschen, Annette Livingstone, Elisabeth Ugurel, Selma Zimmer, Lisa Horn, Susanne Siveke, Jens T. Schadendorf, Dirk Váraljai, Renáta Roesch, Alexander |
author_sort | Albrecht, Lea Jessica |
collection | PubMed |
description | BACKGROUND: Plasma‐derived tumour‐specific cell‐free nucleic acids are increasingly utilized as a minimally invasive, real‐time biomarker approach in many solid tumours. Circulating tumour DNA of melanoma‐specific mutations is currently the best studied liquid biopsy biomarker for melanoma. However, the combination of hotspot genetic alterations covers only around 80% of all melanoma patients. Therefore, alternative approaches are needed to enable the follow‐up of all genotypes, including wild‐type. METHODS: We identified KPNA2, DTL, BACE2 and DTYMK messenger RNA (mRNA) upregulated in melanoma versus nevi tissues by unsupervised data mining (N = 175 melanoma, N = 20 normal skin, N = 6 benign nevi) and experimentally confirmed differential mRNA expression in vitro (N = 18 melanoma, N = 8 benign nevi). Circulating cell‐free RNA (cfRNA) was analysed in 361 plasma samples (collected before and during therapy) from 100 melanoma patients and 18 healthy donors. Absolute cfRNA copies were quantified on droplet digital PCR. RESULTS: KPNA2, DTL, BACE2 and DTYMK cfRNA demonstrated high diagnostic accuracy between melanoma patients’ and healthy donors’ plasma (AUC > 86%, p < .0001). cfRNA copies increased proportionally with increasing tumour burden independently of demographic variables and even remained elevated in individuals with radiological absence of disease. Re‐analysis of single‐cell transcriptomes revealed a pan‐tumour origin of cfRNA, including endothelial, cancer‐associated fibroblasts, macrophages and B cells beyond melanoma cells as cellular sources. Low baseline cfRNA levels were associated with significantly longer progression‐free survival (PFS) (KPNA2 HR = .54, p = .0362; DTL HR = .60, p = .0349) and overall survival (KPNA2 HR = .52, p = .0237; BACE2 HR = .55, p = .0419; DTYMK HR = .43, p = .0393). Lastly, we found that cfRNA copies significantly increased during therapy in non‐responders compared to responders regardless of therapy and mutational subtypes and that the increase of KPNA2 (HR = 1.73, p = .0441) and DTYMK (HR = 1.82, p = .018) cfRNA during therapy was predictive of shorter PFS. CONCLUSIONS: In sum, we identified a new panel of cfRNAs for a pan‐tumour liquid biopsy approach and demonstrated its utility as a prognostic, therapy‐monitoring tool independent of the melanoma mutational genotype. |
format | Online Article Text |
id | pubmed-9626658 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96266582022-11-03 Circulating cell‐free messenger RNA enables non‐invasive pan‐tumour monitoring of melanoma therapy independent of the mutational genotype Albrecht, Lea Jessica Höwner, Anna Griewank, Klaus Lueong, Smiths S. von Neuhoff, Nils Horn, Peter A. Sucker, Antje Paschen, Annette Livingstone, Elisabeth Ugurel, Selma Zimmer, Lisa Horn, Susanne Siveke, Jens T. Schadendorf, Dirk Váraljai, Renáta Roesch, Alexander Clin Transl Med Research Articles BACKGROUND: Plasma‐derived tumour‐specific cell‐free nucleic acids are increasingly utilized as a minimally invasive, real‐time biomarker approach in many solid tumours. Circulating tumour DNA of melanoma‐specific mutations is currently the best studied liquid biopsy biomarker for melanoma. However, the combination of hotspot genetic alterations covers only around 80% of all melanoma patients. Therefore, alternative approaches are needed to enable the follow‐up of all genotypes, including wild‐type. METHODS: We identified KPNA2, DTL, BACE2 and DTYMK messenger RNA (mRNA) upregulated in melanoma versus nevi tissues by unsupervised data mining (N = 175 melanoma, N = 20 normal skin, N = 6 benign nevi) and experimentally confirmed differential mRNA expression in vitro (N = 18 melanoma, N = 8 benign nevi). Circulating cell‐free RNA (cfRNA) was analysed in 361 plasma samples (collected before and during therapy) from 100 melanoma patients and 18 healthy donors. Absolute cfRNA copies were quantified on droplet digital PCR. RESULTS: KPNA2, DTL, BACE2 and DTYMK cfRNA demonstrated high diagnostic accuracy between melanoma patients’ and healthy donors’ plasma (AUC > 86%, p < .0001). cfRNA copies increased proportionally with increasing tumour burden independently of demographic variables and even remained elevated in individuals with radiological absence of disease. Re‐analysis of single‐cell transcriptomes revealed a pan‐tumour origin of cfRNA, including endothelial, cancer‐associated fibroblasts, macrophages and B cells beyond melanoma cells as cellular sources. Low baseline cfRNA levels were associated with significantly longer progression‐free survival (PFS) (KPNA2 HR = .54, p = .0362; DTL HR = .60, p = .0349) and overall survival (KPNA2 HR = .52, p = .0237; BACE2 HR = .55, p = .0419; DTYMK HR = .43, p = .0393). Lastly, we found that cfRNA copies significantly increased during therapy in non‐responders compared to responders regardless of therapy and mutational subtypes and that the increase of KPNA2 (HR = 1.73, p = .0441) and DTYMK (HR = 1.82, p = .018) cfRNA during therapy was predictive of shorter PFS. CONCLUSIONS: In sum, we identified a new panel of cfRNAs for a pan‐tumour liquid biopsy approach and demonstrated its utility as a prognostic, therapy‐monitoring tool independent of the melanoma mutational genotype. John Wiley and Sons Inc. 2022-11-01 /pmc/articles/PMC9626658/ /pubmed/36320118 http://dx.doi.org/10.1002/ctm2.1090 Text en © 2022 The Authors. Clinical and Translational Medicine published by John Wiley & Sons Australia, Ltd on behalf of Shanghai Institute of Clinical Bioinformatics. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Albrecht, Lea Jessica Höwner, Anna Griewank, Klaus Lueong, Smiths S. von Neuhoff, Nils Horn, Peter A. Sucker, Antje Paschen, Annette Livingstone, Elisabeth Ugurel, Selma Zimmer, Lisa Horn, Susanne Siveke, Jens T. Schadendorf, Dirk Váraljai, Renáta Roesch, Alexander Circulating cell‐free messenger RNA enables non‐invasive pan‐tumour monitoring of melanoma therapy independent of the mutational genotype |
title | Circulating cell‐free messenger RNA enables non‐invasive pan‐tumour monitoring of melanoma therapy independent of the mutational genotype |
title_full | Circulating cell‐free messenger RNA enables non‐invasive pan‐tumour monitoring of melanoma therapy independent of the mutational genotype |
title_fullStr | Circulating cell‐free messenger RNA enables non‐invasive pan‐tumour monitoring of melanoma therapy independent of the mutational genotype |
title_full_unstemmed | Circulating cell‐free messenger RNA enables non‐invasive pan‐tumour monitoring of melanoma therapy independent of the mutational genotype |
title_short | Circulating cell‐free messenger RNA enables non‐invasive pan‐tumour monitoring of melanoma therapy independent of the mutational genotype |
title_sort | circulating cell‐free messenger rna enables non‐invasive pan‐tumour monitoring of melanoma therapy independent of the mutational genotype |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9626658/ https://www.ncbi.nlm.nih.gov/pubmed/36320118 http://dx.doi.org/10.1002/ctm2.1090 |
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