Cargando…
OR32-03 Serum Cell-Free Methylation-Based Signatures Distinguishes Pituitary Tumors According to Functional Status and from Other Neoplasia: A Liquid Biopsy Approach
BACKGROUND: Several reports have indicated that distinct epigenomic patterns of pituitary tumors (PT), specifically DNA methylation, distinguish these tumor tissues according to their functionality and could be involved in their pathogenesis. Thus far, molecular diagnosis and classification criteria...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7209178/ http://dx.doi.org/10.1210/jendso/bvaa046.542 |
_version_ | 1783531014396575744 |
---|---|
author | Wells, Michael Asmaro, Karam P Sabedot, Thais S Mosella, Maritza S Malta, PharmD, Tathiane M Nelson, Kevin Snyder, James deCarvalho, Ana Mukherjee, Abir Chitale, Dan Robin, Adam Rosenblum, Mark L Mikkelsen, Tom Poisson, Laila Lee, Ian Walbert, Tobias Bhan, Arti Kalkanis, Steven Rock, Jack Noushmehr, Houtan Castro, Ana Valeria |
author_facet | Wells, Michael Asmaro, Karam P Sabedot, Thais S Mosella, Maritza S Malta, PharmD, Tathiane M Nelson, Kevin Snyder, James deCarvalho, Ana Mukherjee, Abir Chitale, Dan Robin, Adam Rosenblum, Mark L Mikkelsen, Tom Poisson, Laila Lee, Ian Walbert, Tobias Bhan, Arti Kalkanis, Steven Rock, Jack Noushmehr, Houtan Castro, Ana Valeria |
author_sort | Wells, Michael |
collection | PubMed |
description | BACKGROUND: Several reports have indicated that distinct epigenomic patterns of pituitary tumors (PT), specifically DNA methylation, distinguish these tumor tissues according to their functionality and could be involved in their pathogenesis. Thus far, molecular diagnosis and classification criteria that guide clinical management of these tumors rely on the tissue profiling obtained by invasive surgical approaches (e.g. excision). However, increasing evidence confirmed that central nervous system (CNS) tumors release cell material into the circulation creating an opportunity for molecular profiling of these tumors using a blood-based liquid biopsy. Considering that 1) the pituitary portal system and the invasion of the cavernous system by PT may facilitate the spillage of tumor cell material into the bloodstream and 2) the stability, cell-specificity and reportedly the role of DNA methylation in PT, we hypothesized that liquid biopsy would be feasible to detect and define specific methylation-based signatures in the serum of patients harboring PT. Methods and Findings: We conducted analyses of the methylomes of paired serum circulating cell-free DNA (cfDNA) and tumor tissue from patients harboring PT (EPIC array) to identify serum-derived pituitary tumor-specific methylation-based signatures (sPTMet n=37) in a cohort comprised by 13 patients with pituitary macroadenomas (9 males; median age: 62; 9 Nonfunctioning/4functioning, 6 invasive/7noninvasive), 4 controls (non-tumor) and patients with other CNS tumors or conditions (114 gliomas, 6 meningiomas, 1 brain metastasis, 1 colloid cyst, 6 radiation necrosis). Unsupervised and supervised analysis indicated that the serum methylome from patients harboring PT was distinct from controls and other CNS diseases. Using the sPTMet as input into a machine learning algorithm, we generated a PT score that classified the serum of an independent cohort as PT or non-PT, with high accuracy. We identified serum-derived differentially methylated probes (DMP, n=3288) that distinguished PT according to their function (functioning and nonfunctioning). When overlapped with an independent cohort, these DMP also distinguished PT tissue according to their functional status. Conclusion: Our results showed the feasibility to identify PT-specific methylation signatures by profiling the methylome of serum cfDNA from patients with PT. These signatures distinguished PT from other CNS tumors and according to their subtypes. These results underpin the potential role of methylation profile and liquid biopsy as a noninvasive approach to assess clinically relevant molecular features. Potentially, tumor-specific serum-derived methylation signature may be used as a diagnostic, prognostic and surveillance tool as well to identify actionable molecular markers in patients with PT. |
format | Online Article Text |
id | pubmed-7209178 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-72091782020-05-13 OR32-03 Serum Cell-Free Methylation-Based Signatures Distinguishes Pituitary Tumors According to Functional Status and from Other Neoplasia: A Liquid Biopsy Approach Wells, Michael Asmaro, Karam P Sabedot, Thais S Mosella, Maritza S Malta, PharmD, Tathiane M Nelson, Kevin Snyder, James deCarvalho, Ana Mukherjee, Abir Chitale, Dan Robin, Adam Rosenblum, Mark L Mikkelsen, Tom Poisson, Laila Lee, Ian Walbert, Tobias Bhan, Arti Kalkanis, Steven Rock, Jack Noushmehr, Houtan Castro, Ana Valeria J Endocr Soc Neuroendocrinology and Pituitary BACKGROUND: Several reports have indicated that distinct epigenomic patterns of pituitary tumors (PT), specifically DNA methylation, distinguish these tumor tissues according to their functionality and could be involved in their pathogenesis. Thus far, molecular diagnosis and classification criteria that guide clinical management of these tumors rely on the tissue profiling obtained by invasive surgical approaches (e.g. excision). However, increasing evidence confirmed that central nervous system (CNS) tumors release cell material into the circulation creating an opportunity for molecular profiling of these tumors using a blood-based liquid biopsy. Considering that 1) the pituitary portal system and the invasion of the cavernous system by PT may facilitate the spillage of tumor cell material into the bloodstream and 2) the stability, cell-specificity and reportedly the role of DNA methylation in PT, we hypothesized that liquid biopsy would be feasible to detect and define specific methylation-based signatures in the serum of patients harboring PT. Methods and Findings: We conducted analyses of the methylomes of paired serum circulating cell-free DNA (cfDNA) and tumor tissue from patients harboring PT (EPIC array) to identify serum-derived pituitary tumor-specific methylation-based signatures (sPTMet n=37) in a cohort comprised by 13 patients with pituitary macroadenomas (9 males; median age: 62; 9 Nonfunctioning/4functioning, 6 invasive/7noninvasive), 4 controls (non-tumor) and patients with other CNS tumors or conditions (114 gliomas, 6 meningiomas, 1 brain metastasis, 1 colloid cyst, 6 radiation necrosis). Unsupervised and supervised analysis indicated that the serum methylome from patients harboring PT was distinct from controls and other CNS diseases. Using the sPTMet as input into a machine learning algorithm, we generated a PT score that classified the serum of an independent cohort as PT or non-PT, with high accuracy. We identified serum-derived differentially methylated probes (DMP, n=3288) that distinguished PT according to their function (functioning and nonfunctioning). When overlapped with an independent cohort, these DMP also distinguished PT tissue according to their functional status. Conclusion: Our results showed the feasibility to identify PT-specific methylation signatures by profiling the methylome of serum cfDNA from patients with PT. These signatures distinguished PT from other CNS tumors and according to their subtypes. These results underpin the potential role of methylation profile and liquid biopsy as a noninvasive approach to assess clinically relevant molecular features. Potentially, tumor-specific serum-derived methylation signature may be used as a diagnostic, prognostic and surveillance tool as well to identify actionable molecular markers in patients with PT. Oxford University Press 2020-05-08 /pmc/articles/PMC7209178/ http://dx.doi.org/10.1210/jendso/bvaa046.542 Text en © Endocrine Society 2020. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs licence (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial reproduction and distribution of the work, in any medium, provided the original work is not altered or transformed in any way, and that the work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Neuroendocrinology and Pituitary Wells, Michael Asmaro, Karam P Sabedot, Thais S Mosella, Maritza S Malta, PharmD, Tathiane M Nelson, Kevin Snyder, James deCarvalho, Ana Mukherjee, Abir Chitale, Dan Robin, Adam Rosenblum, Mark L Mikkelsen, Tom Poisson, Laila Lee, Ian Walbert, Tobias Bhan, Arti Kalkanis, Steven Rock, Jack Noushmehr, Houtan Castro, Ana Valeria OR32-03 Serum Cell-Free Methylation-Based Signatures Distinguishes Pituitary Tumors According to Functional Status and from Other Neoplasia: A Liquid Biopsy Approach |
title | OR32-03 Serum Cell-Free Methylation-Based Signatures Distinguishes Pituitary Tumors According to Functional Status and from Other Neoplasia: A Liquid Biopsy Approach |
title_full | OR32-03 Serum Cell-Free Methylation-Based Signatures Distinguishes Pituitary Tumors According to Functional Status and from Other Neoplasia: A Liquid Biopsy Approach |
title_fullStr | OR32-03 Serum Cell-Free Methylation-Based Signatures Distinguishes Pituitary Tumors According to Functional Status and from Other Neoplasia: A Liquid Biopsy Approach |
title_full_unstemmed | OR32-03 Serum Cell-Free Methylation-Based Signatures Distinguishes Pituitary Tumors According to Functional Status and from Other Neoplasia: A Liquid Biopsy Approach |
title_short | OR32-03 Serum Cell-Free Methylation-Based Signatures Distinguishes Pituitary Tumors According to Functional Status and from Other Neoplasia: A Liquid Biopsy Approach |
title_sort | or32-03 serum cell-free methylation-based signatures distinguishes pituitary tumors according to functional status and from other neoplasia: a liquid biopsy approach |
topic | Neuroendocrinology and Pituitary |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7209178/ http://dx.doi.org/10.1210/jendso/bvaa046.542 |
work_keys_str_mv | AT wellsmichael or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT asmarokaramp or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT sabedotthaiss or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT mosellamaritzas or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT maltapharmdtathianem or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT nelsonkevin or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT snyderjames or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT decarvalhoana or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT mukherjeeabir or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT chitaledan or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT robinadam or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT rosenblummarkl or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT mikkelsentom or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT poissonlaila or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT leeian or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT walberttobias or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT bhanarti or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT kalkanissteven or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT rockjack or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT noushmehrhoutan or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach AT castroanavaleria or3203serumcellfreemethylationbasedsignaturesdistinguishespituitarytumorsaccordingtofunctionalstatusandfromotherneoplasiaaliquidbiopsyapproach |