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Functional biomarkers derived from computed tomography and magnetic resonance imaging differentiate PDAC subgroups and reveal gemcitabine-induced hypo-vascularization
PURPOSE: Pancreatic ductal adenocarcinoma (PDAC) is a molecularly heterogeneous tumor entity with no clinically established imaging biomarkers. We hypothesize that tumor morphology and physiology, including vascularity and perfusion, show variations that can be detected by differences in contrast ag...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9668793/ https://www.ncbi.nlm.nih.gov/pubmed/36074156 http://dx.doi.org/10.1007/s00259-022-05930-6 |
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author | Heid, Irina Trajkovic-Arsic, Marija Lohöfer, Fabian Kaissis, Georgios Harder, Felix N. Mayer, Moritz Topping, Geoffrey J. Jungmann, Friderike Crone, Barbara Wildgruber, Moritz Karst, Uwe Liotta, Lucia Algül, Hana Yen, Hsi-Yu Steiger, Katja Weichert, Wilko Siveke, Jens T. Makowski, Marcus R. Braren, Rickmer F. |
author_facet | Heid, Irina Trajkovic-Arsic, Marija Lohöfer, Fabian Kaissis, Georgios Harder, Felix N. Mayer, Moritz Topping, Geoffrey J. Jungmann, Friderike Crone, Barbara Wildgruber, Moritz Karst, Uwe Liotta, Lucia Algül, Hana Yen, Hsi-Yu Steiger, Katja Weichert, Wilko Siveke, Jens T. Makowski, Marcus R. Braren, Rickmer F. |
author_sort | Heid, Irina |
collection | PubMed |
description | PURPOSE: Pancreatic ductal adenocarcinoma (PDAC) is a molecularly heterogeneous tumor entity with no clinically established imaging biomarkers. We hypothesize that tumor morphology and physiology, including vascularity and perfusion, show variations that can be detected by differences in contrast agent (CA) accumulation measured non-invasively. This work seeks to establish imaging biomarkers for tumor stratification and therapy response monitoring in PDAC, based on this hypothesis. METHODS AND MATERIALS: Regional CA accumulation in PDAC was correlated with tumor vascularization, stroma content, and tumor cellularity in murine and human subjects. Changes in CA distribution in response to gemcitabine (GEM) were monitored longitudinally with computed tomography (CT) Hounsfield Units ratio (HUr) of tumor to the aorta or with magnetic resonance imaging (MRI) ΔR(1) area under the curve at 60 s tumor-to-muscle ratio (AUC60r). Tissue analyses were performed on co-registered samples, including endothelial cell proliferation and cisplatin tissue deposition as a surrogate of chemotherapy delivery. RESULTS: Tumor cell poor, stroma-rich regions exhibited high CA accumulation both in human (meanHUr 0.64 vs. 0.34, p < 0.001) and mouse PDAC (meanAUC60r 2.0 vs. 1.1, p < 0.001). Compared to the baseline, in vivo CA accumulation decreased specifically in response to GEM treatment in a subset of human (HUr −18%) and mouse (AUC60r −36%) tumors. Ex vivo analyses of mPDAC showed reduced cisplatin delivery (GEM: 0.92 ± 0.5 mg/g, vs. vehicle: 3.1 ± 1.5 mg/g, p = 0.004) and diminished endothelial cell proliferation (GEM: 22.3% vs. vehicle: 30.9%, p = 0.002) upon GEM administration. CONCLUSION: In PDAC, CA accumulation, which is related to tumor vascularization and perfusion, inversely correlates with tumor cellularity. The standard of care GEM treatment results in decreased CA accumulation, which impedes drug delivery. Further investigation is warranted into potentially detrimental effects of GEM in combinatorial therapy regimens. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00259-022-05930-6. |
format | Online Article Text |
id | pubmed-9668793 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-96687932022-11-18 Functional biomarkers derived from computed tomography and magnetic resonance imaging differentiate PDAC subgroups and reveal gemcitabine-induced hypo-vascularization Heid, Irina Trajkovic-Arsic, Marija Lohöfer, Fabian Kaissis, Georgios Harder, Felix N. Mayer, Moritz Topping, Geoffrey J. Jungmann, Friderike Crone, Barbara Wildgruber, Moritz Karst, Uwe Liotta, Lucia Algül, Hana Yen, Hsi-Yu Steiger, Katja Weichert, Wilko Siveke, Jens T. Makowski, Marcus R. Braren, Rickmer F. Eur J Nucl Med Mol Imaging Original Article PURPOSE: Pancreatic ductal adenocarcinoma (PDAC) is a molecularly heterogeneous tumor entity with no clinically established imaging biomarkers. We hypothesize that tumor morphology and physiology, including vascularity and perfusion, show variations that can be detected by differences in contrast agent (CA) accumulation measured non-invasively. This work seeks to establish imaging biomarkers for tumor stratification and therapy response monitoring in PDAC, based on this hypothesis. METHODS AND MATERIALS: Regional CA accumulation in PDAC was correlated with tumor vascularization, stroma content, and tumor cellularity in murine and human subjects. Changes in CA distribution in response to gemcitabine (GEM) were monitored longitudinally with computed tomography (CT) Hounsfield Units ratio (HUr) of tumor to the aorta or with magnetic resonance imaging (MRI) ΔR(1) area under the curve at 60 s tumor-to-muscle ratio (AUC60r). Tissue analyses were performed on co-registered samples, including endothelial cell proliferation and cisplatin tissue deposition as a surrogate of chemotherapy delivery. RESULTS: Tumor cell poor, stroma-rich regions exhibited high CA accumulation both in human (meanHUr 0.64 vs. 0.34, p < 0.001) and mouse PDAC (meanAUC60r 2.0 vs. 1.1, p < 0.001). Compared to the baseline, in vivo CA accumulation decreased specifically in response to GEM treatment in a subset of human (HUr −18%) and mouse (AUC60r −36%) tumors. Ex vivo analyses of mPDAC showed reduced cisplatin delivery (GEM: 0.92 ± 0.5 mg/g, vs. vehicle: 3.1 ± 1.5 mg/g, p = 0.004) and diminished endothelial cell proliferation (GEM: 22.3% vs. vehicle: 30.9%, p = 0.002) upon GEM administration. CONCLUSION: In PDAC, CA accumulation, which is related to tumor vascularization and perfusion, inversely correlates with tumor cellularity. The standard of care GEM treatment results in decreased CA accumulation, which impedes drug delivery. Further investigation is warranted into potentially detrimental effects of GEM in combinatorial therapy regimens. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00259-022-05930-6. Springer Berlin Heidelberg 2022-09-08 2022 /pmc/articles/PMC9668793/ /pubmed/36074156 http://dx.doi.org/10.1007/s00259-022-05930-6 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article Heid, Irina Trajkovic-Arsic, Marija Lohöfer, Fabian Kaissis, Georgios Harder, Felix N. Mayer, Moritz Topping, Geoffrey J. Jungmann, Friderike Crone, Barbara Wildgruber, Moritz Karst, Uwe Liotta, Lucia Algül, Hana Yen, Hsi-Yu Steiger, Katja Weichert, Wilko Siveke, Jens T. Makowski, Marcus R. Braren, Rickmer F. Functional biomarkers derived from computed tomography and magnetic resonance imaging differentiate PDAC subgroups and reveal gemcitabine-induced hypo-vascularization |
title | Functional biomarkers derived from computed tomography and magnetic resonance imaging differentiate PDAC subgroups and reveal gemcitabine-induced hypo-vascularization |
title_full | Functional biomarkers derived from computed tomography and magnetic resonance imaging differentiate PDAC subgroups and reveal gemcitabine-induced hypo-vascularization |
title_fullStr | Functional biomarkers derived from computed tomography and magnetic resonance imaging differentiate PDAC subgroups and reveal gemcitabine-induced hypo-vascularization |
title_full_unstemmed | Functional biomarkers derived from computed tomography and magnetic resonance imaging differentiate PDAC subgroups and reveal gemcitabine-induced hypo-vascularization |
title_short | Functional biomarkers derived from computed tomography and magnetic resonance imaging differentiate PDAC subgroups and reveal gemcitabine-induced hypo-vascularization |
title_sort | functional biomarkers derived from computed tomography and magnetic resonance imaging differentiate pdac subgroups and reveal gemcitabine-induced hypo-vascularization |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9668793/ https://www.ncbi.nlm.nih.gov/pubmed/36074156 http://dx.doi.org/10.1007/s00259-022-05930-6 |
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