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Identification of Circulating Serum Multi-MicroRNA Signatures in Human DLBCL Models
There remains a need to identify new sensitive diagnostic and predictive blood-based platforms in lymphoma. We previously discovered a novel circulating microRNA (miRNA) signature in a Smurf2-deficient mouse model that spontaneously develops diffuse large B-cell lymphoma (DLBCL). Herein, we investig...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6868195/ https://www.ncbi.nlm.nih.gov/pubmed/31748664 http://dx.doi.org/10.1038/s41598-019-52985-x |
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author | Beheshti, Afshin Stevenson, Kristen Vanderburg, Charles Ravi, Dashnamoorthy McDonald, J. Tyson Christie, Amanda L. Shigemori, Kay Jester, Hallie Weinstock, David M. Evens, Andrew M. |
author_facet | Beheshti, Afshin Stevenson, Kristen Vanderburg, Charles Ravi, Dashnamoorthy McDonald, J. Tyson Christie, Amanda L. Shigemori, Kay Jester, Hallie Weinstock, David M. Evens, Andrew M. |
author_sort | Beheshti, Afshin |
collection | PubMed |
description | There remains a need to identify new sensitive diagnostic and predictive blood-based platforms in lymphoma. We previously discovered a novel circulating microRNA (miRNA) signature in a Smurf2-deficient mouse model that spontaneously develops diffuse large B-cell lymphoma (DLBCL). Herein, we investigated this 10-miRNA signature (miR-15a, let-7c, let-7b, miR-27a, miR-10b, miR-18a, miR-497, miR-130a, miR24, and miR-155) in human lymphoma cell lines, mice engrafted with patient-derived xenografts (PDXs), and DLBCL patient serum samples leveraging systems biology analyses and droplet digital PCR (ddPCR) technology. Overall, 90% of the miRNAs were enriched in PDX DLBCL models and human lymphoma cell lines. Circulating miRNAs from the serum of 86 DLBCL patients were significantly increased compared with healthy controls and had similar patterns to the murine models. Strikingly, miRNAs were identified up to 27-fold higher levels in the serum of PDX-bearing mice and human patients compared with lymphoma cell lysates, suggesting a concentration of these factors over time within sera. Using cut-points from recursive partitioning analysis, we derived a 5-miRNA signature (let-7b, let-7c, miR-18a, miR-24, and miR-15a) with a classification rate of 91% for serum from patients with DLBCL versus normal controls. In addition, higher levels of circulating let-7b miRNA were associated with more advanced stage disease (i.e., III-IV vs. I-II) in DLBCL patients and higher levels of miR-27a and miR-24 were associated with MYC rearrangement. Taken together, circulating multi-miRNAs were readily detectable in pre-clinical cell line and human lymphoma models as well as in DLBCL patients where they appeared to distinguish clinico-pathologic subtypes and disease features. |
format | Online Article Text |
id | pubmed-6868195 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-68681952019-12-04 Identification of Circulating Serum Multi-MicroRNA Signatures in Human DLBCL Models Beheshti, Afshin Stevenson, Kristen Vanderburg, Charles Ravi, Dashnamoorthy McDonald, J. Tyson Christie, Amanda L. Shigemori, Kay Jester, Hallie Weinstock, David M. Evens, Andrew M. Sci Rep Article There remains a need to identify new sensitive diagnostic and predictive blood-based platforms in lymphoma. We previously discovered a novel circulating microRNA (miRNA) signature in a Smurf2-deficient mouse model that spontaneously develops diffuse large B-cell lymphoma (DLBCL). Herein, we investigated this 10-miRNA signature (miR-15a, let-7c, let-7b, miR-27a, miR-10b, miR-18a, miR-497, miR-130a, miR24, and miR-155) in human lymphoma cell lines, mice engrafted with patient-derived xenografts (PDXs), and DLBCL patient serum samples leveraging systems biology analyses and droplet digital PCR (ddPCR) technology. Overall, 90% of the miRNAs were enriched in PDX DLBCL models and human lymphoma cell lines. Circulating miRNAs from the serum of 86 DLBCL patients were significantly increased compared with healthy controls and had similar patterns to the murine models. Strikingly, miRNAs were identified up to 27-fold higher levels in the serum of PDX-bearing mice and human patients compared with lymphoma cell lysates, suggesting a concentration of these factors over time within sera. Using cut-points from recursive partitioning analysis, we derived a 5-miRNA signature (let-7b, let-7c, miR-18a, miR-24, and miR-15a) with a classification rate of 91% for serum from patients with DLBCL versus normal controls. In addition, higher levels of circulating let-7b miRNA were associated with more advanced stage disease (i.e., III-IV vs. I-II) in DLBCL patients and higher levels of miR-27a and miR-24 were associated with MYC rearrangement. Taken together, circulating multi-miRNAs were readily detectable in pre-clinical cell line and human lymphoma models as well as in DLBCL patients where they appeared to distinguish clinico-pathologic subtypes and disease features. Nature Publishing Group UK 2019-11-20 /pmc/articles/PMC6868195/ /pubmed/31748664 http://dx.doi.org/10.1038/s41598-019-52985-x Text en © The Author(s) 2019 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Beheshti, Afshin Stevenson, Kristen Vanderburg, Charles Ravi, Dashnamoorthy McDonald, J. Tyson Christie, Amanda L. Shigemori, Kay Jester, Hallie Weinstock, David M. Evens, Andrew M. Identification of Circulating Serum Multi-MicroRNA Signatures in Human DLBCL Models |
title | Identification of Circulating Serum Multi-MicroRNA Signatures in Human DLBCL Models |
title_full | Identification of Circulating Serum Multi-MicroRNA Signatures in Human DLBCL Models |
title_fullStr | Identification of Circulating Serum Multi-MicroRNA Signatures in Human DLBCL Models |
title_full_unstemmed | Identification of Circulating Serum Multi-MicroRNA Signatures in Human DLBCL Models |
title_short | Identification of Circulating Serum Multi-MicroRNA Signatures in Human DLBCL Models |
title_sort | identification of circulating serum multi-microrna signatures in human dlbcl models |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6868195/ https://www.ncbi.nlm.nih.gov/pubmed/31748664 http://dx.doi.org/10.1038/s41598-019-52985-x |
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