Cargando…
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...
Autores principales: | , , , , , , , , , , , |
---|---|
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 |
_version_ | 1785046775960174592 |
---|---|
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. |
format | Online Article Text |
id | pubmed-10208940 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT albitarmaher combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors AT zhanghong combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors AT charifaahmad combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors AT ipandrew combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors AT mawanlong combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors AT mccloskeyjames combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors AT donatomichele combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors AT siegeldavid combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors AT waintraubstanley combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors AT gutierrezmartin combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors AT pecoraandrew combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors AT goyandre combiningcellfreernawithcellfreednainliquidbiopsyforhematologicandsolidtumors |