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Pancreatic cancer prognosis is predicted by an ATAC-array technology for assessing chromatin accessibility
Unlike other malignancies, therapeutic options in pancreatic ductal adenocarcinoma (PDAC) are largely limited to cytotoxic chemotherapy without the benefit of molecular markers predicting response. Here we report tumor-cell-intrinsic chromatin accessibility patterns of treatment-naïve surgically res...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8144607/ https://www.ncbi.nlm.nih.gov/pubmed/34031415 http://dx.doi.org/10.1038/s41467-021-23237-2 |
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author | Dhara, S. Chhangawala, S. Chintalapudi, H. Askan, G. Aveson, V. Massa, A. L. Zhang, L. Torres, D. Makohon-Moore, A. P. Lecomte, N. Melchor, J. P. Bermeo, J. Cardenas, A. Sinha, S. Glassman, D. Nicolle, R. Moffitt, R. Yu, K. H. Leppanen, S. Laderman, S. Curry, B. Gui, J. Balachandran, V. P. Iacobuzio-Donahue, C. Chandwani, R. Leslie, C. S. Leach, S. D. |
author_facet | Dhara, S. Chhangawala, S. Chintalapudi, H. Askan, G. Aveson, V. Massa, A. L. Zhang, L. Torres, D. Makohon-Moore, A. P. Lecomte, N. Melchor, J. P. Bermeo, J. Cardenas, A. Sinha, S. Glassman, D. Nicolle, R. Moffitt, R. Yu, K. H. Leppanen, S. Laderman, S. Curry, B. Gui, J. Balachandran, V. P. Iacobuzio-Donahue, C. Chandwani, R. Leslie, C. S. Leach, S. D. |
author_sort | Dhara, S. |
collection | PubMed |
description | Unlike other malignancies, therapeutic options in pancreatic ductal adenocarcinoma (PDAC) are largely limited to cytotoxic chemotherapy without the benefit of molecular markers predicting response. Here we report tumor-cell-intrinsic chromatin accessibility patterns of treatment-naïve surgically resected PDAC tumors that were subsequently treated with (Gem)/Abraxane adjuvant chemotherapy. By ATAC-seq analyses of EpCAM(+) PDAC malignant epithelial cells sorted from 54 freshly resected human tumors, we show here the discovery of a signature of 1092 chromatin loci displaying differential accessibility between patients with disease free survival (DFS) < 1 year and patients with DFS > 1 year. Analyzing transcription factor (TF) binding motifs within these loci, we identify two TFs (ZKSCAN1 and HNF1b) displaying differential nuclear localization between patients with short vs. long DFS. We further develop a chromatin accessibility microarray methodology termed “ATAC-array”, an easy-to-use platform obviating the time and cost of next generation sequencing. Applying this methodology to the original ATAC-seq libraries as well as independent libraries generated from patient-derived organoids, we validate ATAC-array technology in both the original ATAC-seq cohort as well as in an independent validation cohort. We conclude that PDAC prognosis can be predicted by ATAC-array, which represents a low-cost, clinically feasible technology for assessing chromatin accessibility profiles. |
format | Online Article Text |
id | pubmed-8144607 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-81446072021-06-01 Pancreatic cancer prognosis is predicted by an ATAC-array technology for assessing chromatin accessibility Dhara, S. Chhangawala, S. Chintalapudi, H. Askan, G. Aveson, V. Massa, A. L. Zhang, L. Torres, D. Makohon-Moore, A. P. Lecomte, N. Melchor, J. P. Bermeo, J. Cardenas, A. Sinha, S. Glassman, D. Nicolle, R. Moffitt, R. Yu, K. H. Leppanen, S. Laderman, S. Curry, B. Gui, J. Balachandran, V. P. Iacobuzio-Donahue, C. Chandwani, R. Leslie, C. S. Leach, S. D. Nat Commun Article Unlike other malignancies, therapeutic options in pancreatic ductal adenocarcinoma (PDAC) are largely limited to cytotoxic chemotherapy without the benefit of molecular markers predicting response. Here we report tumor-cell-intrinsic chromatin accessibility patterns of treatment-naïve surgically resected PDAC tumors that were subsequently treated with (Gem)/Abraxane adjuvant chemotherapy. By ATAC-seq analyses of EpCAM(+) PDAC malignant epithelial cells sorted from 54 freshly resected human tumors, we show here the discovery of a signature of 1092 chromatin loci displaying differential accessibility between patients with disease free survival (DFS) < 1 year and patients with DFS > 1 year. Analyzing transcription factor (TF) binding motifs within these loci, we identify two TFs (ZKSCAN1 and HNF1b) displaying differential nuclear localization between patients with short vs. long DFS. We further develop a chromatin accessibility microarray methodology termed “ATAC-array”, an easy-to-use platform obviating the time and cost of next generation sequencing. Applying this methodology to the original ATAC-seq libraries as well as independent libraries generated from patient-derived organoids, we validate ATAC-array technology in both the original ATAC-seq cohort as well as in an independent validation cohort. We conclude that PDAC prognosis can be predicted by ATAC-array, which represents a low-cost, clinically feasible technology for assessing chromatin accessibility profiles. Nature Publishing Group UK 2021-05-24 /pmc/articles/PMC8144607/ /pubmed/34031415 http://dx.doi.org/10.1038/s41467-021-23237-2 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Dhara, S. Chhangawala, S. Chintalapudi, H. Askan, G. Aveson, V. Massa, A. L. Zhang, L. Torres, D. Makohon-Moore, A. P. Lecomte, N. Melchor, J. P. Bermeo, J. Cardenas, A. Sinha, S. Glassman, D. Nicolle, R. Moffitt, R. Yu, K. H. Leppanen, S. Laderman, S. Curry, B. Gui, J. Balachandran, V. P. Iacobuzio-Donahue, C. Chandwani, R. Leslie, C. S. Leach, S. D. Pancreatic cancer prognosis is predicted by an ATAC-array technology for assessing chromatin accessibility |
title | Pancreatic cancer prognosis is predicted by an ATAC-array technology for assessing chromatin accessibility |
title_full | Pancreatic cancer prognosis is predicted by an ATAC-array technology for assessing chromatin accessibility |
title_fullStr | Pancreatic cancer prognosis is predicted by an ATAC-array technology for assessing chromatin accessibility |
title_full_unstemmed | Pancreatic cancer prognosis is predicted by an ATAC-array technology for assessing chromatin accessibility |
title_short | Pancreatic cancer prognosis is predicted by an ATAC-array technology for assessing chromatin accessibility |
title_sort | pancreatic cancer prognosis is predicted by an atac-array technology for assessing chromatin accessibility |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8144607/ https://www.ncbi.nlm.nih.gov/pubmed/34031415 http://dx.doi.org/10.1038/s41467-021-23237-2 |
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