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Combining cell-free RNA with cell-free DNA in liquid biopsy for hematologic and solid tumors

Current use of liquid biopsy is based on cell-free DNA (cfDNA) and the evaluation of mutations or methylation pattern. However, expressed RNA can capture mutations, changes in expression levels due to methylation, and provide information on cell of origin, growth, and proliferation status. We develo...

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Autores principales: Albitar, Maher, Zhang, Hong, Charifa, Ahmad, Ip, Andrew, Ma, Wanlong, McCloskey, James, Donato, Michele, Siegel, David, Waintraub, Stanley, Gutierrez, Martin, Pecora, Andrew, Goy, Andre
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10208940/
https://www.ncbi.nlm.nih.gov/pubmed/37251903
http://dx.doi.org/10.1016/j.heliyon.2023.e16261
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author Albitar, Maher
Zhang, Hong
Charifa, Ahmad
Ip, Andrew
Ma, Wanlong
McCloskey, James
Donato, Michele
Siegel, David
Waintraub, Stanley
Gutierrez, Martin
Pecora, Andrew
Goy, Andre
author_facet Albitar, Maher
Zhang, Hong
Charifa, Ahmad
Ip, Andrew
Ma, Wanlong
McCloskey, James
Donato, Michele
Siegel, David
Waintraub, Stanley
Gutierrez, Martin
Pecora, Andrew
Goy, Andre
author_sort Albitar, Maher
collection PubMed
description Current use of liquid biopsy is based on cell-free DNA (cfDNA) and the evaluation of mutations or methylation pattern. However, expressed RNA can capture mutations, changes in expression levels due to methylation, and provide information on cell of origin, growth, and proliferation status. We developed an approach to isolate cell-free total nucleic acid (cfDNA) and used targeted next generation sequencing to sequence cell-free RNA (cfRNA) and cfDNA as new approach in liquid biopsy. We demonstrate that cfRNA is overall more sensitive than cfDNA in detecting mutations. We show that cfRNA is reliable in detecting fusion genes and cfDNA is reliable in detecting chromosomal gains and losses. cfRNA levels of various solid tumor biomarkers were significantly higher (P < 0.0001) in samples from solid tumors as compared with normal control. Similarly, cfRNA lymphoid markers and cfRNA myeloid markers were all higher in lymphoid and myeloid neoplasms, respectively as compared with control (P < 0.0001). Using machine learning we demonstrate cfRNA was highly predictive of diagnosis (AUC >0.98) of solid tumors, B-cell lymphoid neoplasms, T-cell lymphoid neoplasms, and myeloid neoplasms. In evaluating the host immune system, cfRNA CD4:CD8B and CD3D:CD19 ratios in normal controls were as expected (median: 5.92 and 6.87, respectively) and were significantly lower in solid tumors (P < 0.0002). This data suggests that liquid biopsy combining analysis of cfRNA with cfDNA is practical and may provide helpful information in predicting genomic abnormalities, diagnosis of neoplasms and evaluating both the tumor biology and the host response.
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spelling pubmed-102089402023-05-26 Combining cell-free RNA with cell-free DNA in liquid biopsy for hematologic and solid tumors Albitar, Maher Zhang, Hong Charifa, Ahmad Ip, Andrew Ma, Wanlong McCloskey, James Donato, Michele Siegel, David Waintraub, Stanley Gutierrez, Martin Pecora, Andrew Goy, Andre Heliyon Research Article Current use of liquid biopsy is based on cell-free DNA (cfDNA) and the evaluation of mutations or methylation pattern. However, expressed RNA can capture mutations, changes in expression levels due to methylation, and provide information on cell of origin, growth, and proliferation status. We developed an approach to isolate cell-free total nucleic acid (cfDNA) and used targeted next generation sequencing to sequence cell-free RNA (cfRNA) and cfDNA as new approach in liquid biopsy. We demonstrate that cfRNA is overall more sensitive than cfDNA in detecting mutations. We show that cfRNA is reliable in detecting fusion genes and cfDNA is reliable in detecting chromosomal gains and losses. cfRNA levels of various solid tumor biomarkers were significantly higher (P < 0.0001) in samples from solid tumors as compared with normal control. Similarly, cfRNA lymphoid markers and cfRNA myeloid markers were all higher in lymphoid and myeloid neoplasms, respectively as compared with control (P < 0.0001). Using machine learning we demonstrate cfRNA was highly predictive of diagnosis (AUC >0.98) of solid tumors, B-cell lymphoid neoplasms, T-cell lymphoid neoplasms, and myeloid neoplasms. In evaluating the host immune system, cfRNA CD4:CD8B and CD3D:CD19 ratios in normal controls were as expected (median: 5.92 and 6.87, respectively) and were significantly lower in solid tumors (P < 0.0002). This data suggests that liquid biopsy combining analysis of cfRNA with cfDNA is practical and may provide helpful information in predicting genomic abnormalities, diagnosis of neoplasms and evaluating both the tumor biology and the host response. Elsevier 2023-05-16 /pmc/articles/PMC10208940/ /pubmed/37251903 http://dx.doi.org/10.1016/j.heliyon.2023.e16261 Text en © 2023 Published by Elsevier Ltd. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Albitar, Maher
Zhang, Hong
Charifa, Ahmad
Ip, Andrew
Ma, Wanlong
McCloskey, James
Donato, Michele
Siegel, David
Waintraub, Stanley
Gutierrez, Martin
Pecora, Andrew
Goy, Andre
Combining cell-free RNA with cell-free DNA in liquid biopsy for hematologic and solid tumors
title Combining cell-free RNA with cell-free DNA in liquid biopsy for hematologic and solid tumors
title_full Combining cell-free RNA with cell-free DNA in liquid biopsy for hematologic and solid tumors
title_fullStr Combining cell-free RNA with cell-free DNA in liquid biopsy for hematologic and solid tumors
title_full_unstemmed Combining cell-free RNA with cell-free DNA in liquid biopsy for hematologic and solid tumors
title_short Combining cell-free RNA with cell-free DNA in liquid biopsy for hematologic and solid tumors
title_sort combining cell-free rna with cell-free dna in liquid biopsy for hematologic and solid tumors
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10208940/
https://www.ncbi.nlm.nih.gov/pubmed/37251903
http://dx.doi.org/10.1016/j.heliyon.2023.e16261
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