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Citations to this article

Transport properties of pancreatic cancer describe gemcitabine delivery and response
Eugene J. Koay, … , Mauro Ferrari, Jason B. Fleming
Eugene J. Koay, … , Mauro Ferrari, Jason B. Fleming
Published March 10, 2014
Citation Information: J Clin Invest. 2014;124(4):1525-1536. https://doi.org/10.1172/JCI73455.
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Clinical Research and Public Health Article has an altmetric score of 44

Transport properties of pancreatic cancer describe gemcitabine delivery and response

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Abstract

Background. The therapeutic resistance of pancreatic ductal adenocarcinoma (PDAC) is partly ascribed to ineffective delivery of chemotherapy to cancer cells. We hypothesized that physical properties at vascular, extracellular, and cellular scales influence delivery of and response to gemcitabine-based therapy.

Methods. We developed a method to measure mass transport properties during routine contrast-enhanced CT scans of individual human PDAC tumors. Additionally, we evaluated gemcitabine infusion during PDAC resection in 12 patients, measuring gemcitabine incorporation into tumor DNA and correlating its uptake with human equilibrative nucleoside transporter (hENT1) levels, stromal reaction, and CT-derived mass transport properties. We also studied associations between CT-derived transport properties and clinical outcomes in patients who received preoperative gemcitabine-based chemoradiotherapy for resectable PDAC.

Results. Transport modeling of 176 CT scans illustrated striking differences in transport properties between normal pancreas and tumor, with a wide array of enhancement profiles. Reflecting the interpatient differences in contrast enhancement, resected tumors exhibited dramatic differences in gemcitabine DNA incorporation, despite similar intravascular pharmacokinetics. Gemcitabine incorporation into tumor DNA was inversely related to CT-derived transport parameters and PDAC stromal score, after accounting for hENT1 levels. Moreover, stromal score directly correlated with CT-derived parameters. Among 110 patients who received preoperative gemcitabine-based chemoradiotherapy, CT-derived parameters correlated with pathological response and survival.

Conclusion. Gemcitabine incorporation into tumor DNA is highly variable and correlates with multiscale transport properties that can be derived from routine CT scans. Furthermore, pretherapy CT-derived properties correlate with clinically relevant endpoints.

Trial registration. Clinicaltrials.gov NCT01276613.

Funding. Lustgarten Foundation (989161), Department of Defense (W81XWH-09-1-0212), NIH (U54CA151668, KCA088084).

Authors

Eugene J. Koay, Mark J. Truty, Vittorio Cristini, Ryan M. Thomas, Rong Chen, Deyali Chatterjee, Ya’an Kang, Priya R. Bhosale, Eric P. Tamm, Christopher H. Crane, Milind Javle, Matthew H. Katz, Vijaya N. Gottumukkala, Marc A. Rozner, Haifa Shen, Jeffery E. Lee, Huamin Wang, Yuling Chen, William Plunkett, James L. Abbruzzese, Robert A. Wolff, Gauri R. Varadhachary, Mauro Ferrari, Jason B. Fleming

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Total citations by year

Year: 2024 2023 2022 2021 2020 2019 2018 2017 2016 2015 2014 2009 Total
Citations: 2 6 7 14 15 10 13 20 7 12 3 1 110
Citation information
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Citations to this article in year 2018 (13)

Title and authors Publication Year
The impact of cancer-associated fibroblasts on major hallmarks of pancreatic cancer
Q Sun, B Zhang, Q Hu, Y Qin, W Xu, W Liu, X Yu, J Xu
Theranostics 2018
A Visually Apparent and Quantifiable CT Imaging Feature Identifies Biophysical Subtypes of Pancreatic Ductal Adenocarcinoma
EJ Koay, Y Lee, V Cristini, JS Lowengrub, Y Kang, FA Lucas, BP Hobbs, R Ye, D Elganainy, M Almahariq, AM Amer, D Chatterjee, H Yan, PC Park, MV Perez, D Li, N Garg, KA Reiss, S Yu, A Chauhan, M Zaid, N Nikzad, RA Wolff, M Javle, GR Varadhachary, RT Shroff, P Das, JE Lee, M Ferrari, A Maitra, CM Taniguchi, MP Kim, CH Crane, MH Katz, H Wang, P Bhosale, EP Tamm, JB Fleming
Clinical cancer research 2018
Understanding the Connection between Nanoparticle Uptake and Cancer Treatment Efficacy using Mathematical Modeling
TA Brocato, EN Coker, PN Durfee, YS Lin, J Townson, EF Wyckoff, V Cristini, CJ Brinker, Z Wang
Scientific Reports 2018
Influence of body mass index on the therapeutic efficacy of gemcitabine plus cisplatin and overall survival in lung squamous cell carcinoma: BMI affect the GP chemotherapy in SCC
J Zhong, Q Zheng, E Gao, Z Dong, J Zhao, T An, M Wu, M Zhuo, Y Wang, J Li, S Wang, X Yang, H Chen, B Jia, J Wang, Z Wang
Thoracic Cancer 2018
Development of an Immune-Pathology Informed Radiomics Model for Non-Small Cell Lung Cancer
C Tang, B Hobbs, A Amer, X Li, C Behrens, JR Canales, EP Cuentas, P Villalobos, D Fried, JY Chang, DS Hong, JW Welsh, B Sepesi, L Court, II Wistuba, EJ Koay
Scientific Reports 2018
Imaging-based biomarkers: Changes in the tumor interface of pancreatic ductal adenocarcinoma on computed tomography scans indicate response to cytotoxic therapy: Tumor Interface: Novel Imaging Biomarker
AM Amer, M Zaid, B Chaudhury, D Elganainy, Y Lee, CT Wilke, J Cloyd, H Wang, A Maitra, RA Wolff, G Varadhachary, MJ Overman, JE Lee, JB Fleming, CW Tzeng, MH Katz, EB Holliday, S Krishnan, BD Minsky, JM Herman, CM Taniguchi, P Das, CH Crane, O Le, P Bhosale, EP Tamm, EJ Koay
Cancer 2018
The BET inhibitor I-BET762 inhibits pancreatic ductal adenocarcinoma cell proliferation and enhances the therapeutic effect of gemcitabine
F Xie, M Huang, X Lin, C Liu, Z Liu, F Meng, C Wang, Q Huang
Scientific Reports 2018
Mass release curves as the constitutive curves for modeling diffusive transport within biological tissue
M Kojic, M Milosevic, N Kojic, EJ Koay, JB Fleming, M Ferrari, A Ziemys
Computers in Biology and Medicine 2018
Rab14 overexpression regulates gemcitabine sensitivity through regulation of Bcl-2 and mitochondrial function in pancreatic cancer
J Ge, C Ge
Virchows Archiv 2018
Hypoxia-induced autophagy of stellate cells inhibits expression and secretion of lumican into microenvironment of pancreatic ductal adenocarcinoma
X Li, Y Lee, Y Kang, B Dai, MR Perez, M Pratt, EJ Koay, M Kim, RA Brekken, JB Fleming
Cell Death and Differentiation 2018
Establishing the effects of mesoporous silica nanoparticle properties on in vivo disposition using imaging-based pharmacokinetics
P Dogra, NL Adolphi, Z Wang, YS Lin, KS Butler, PN Durfee, JG Croissant, A Noureddine, EN Coker, EL Bearer, V Cristini, CJ Brinker
Nature Communications 2018
Chemoresistance Transmission via Exosome-Mediated EphA2 Transfer in Pancreatic Cancer
J Fan, Q Wei, EJ Koay, Y Liu, B Ning, PW Bernard, N Zhang, H Han, MH Katz, Z Zhao, Y Hu
Theranostics 2018
Correction function for accuracy improvement of the Composite Smeared Finite Element for diffusive transport in biological tissue systems
M Milosevic, V Simic, B Milicevic, EJ Koay, M Ferrari, A Ziemys, M Kojic
Computer Methods in Applied Mechanics and Engineering 2018

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