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Saito S, Ueda J. Preclinical magnetic resonance imaging and spectroscopy in the fields of radiological technology, medical physics, and radiology. Radiol Phys Technol 2024; 17:47-59. [PMID: 38351261 PMCID: PMC10901953 DOI: 10.1007/s12194-024-00785-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2024] [Revised: 01/18/2024] [Accepted: 01/20/2024] [Indexed: 03/01/2024]
Abstract
Magnetic resonance imaging (MRI) is an indispensable diagnostic imaging technique used in the clinical setting. MRI is advantageous over X-ray and computed tomography (CT), because the contrast provided depends on differences in the density of various organ tissues. In addition to MRI systems in hospitals, more than 100 systems are used for research purposes in Japan in various fields, including basic scientific research, molecular and clinical investigations, and life science research, such as drug discovery, veterinary medicine, and food testing. For many years, additional preclinical imaging studies have been conducted in basic research in the fields of radiation technology, medical physics, and radiology. The preclinical MRI research includes studies using small-bore and whole-body MRI systems. In this review, we focus on the animal study using small-bore MRI systems as "preclinical MRI". The preclinical MRI can be used to elucidate the pathophysiology of diseases and for translational research. This review will provide an overview of previous preclinical MRI studies such as brain, heart, and liver disease assessments. Also, we provide an overview of the utility of preclinical MRI studies in radiological physics and technology.
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Affiliation(s)
- Shigeyoshi Saito
- Department of Medical Physics and Engineering, Area of Medical Imaging Technology and Science, Division of Health Sciences, Osaka University Graduate School of Medicine, Suita, Osaka, 560-0871, Japan.
- Department of Advanced Medical Technologies, National Cerebral and Cardiovascular Center Research Institute, Suita, 564-8565, Japan.
| | - Junpei Ueda
- Department of Medical Physics and Engineering, Area of Medical Imaging Technology and Science, Division of Health Sciences, Osaka University Graduate School of Medicine, Suita, Osaka, 560-0871, Japan
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2
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Xie S, Wei S, Ma X, Wang R, He T, Zhang Z, Yang J, Wang J, Chang L, Jing M, Li H, Zhou X, Zhao Y. Genetic alterations and molecular mechanisms underlying hereditary intrahepatic cholestasis. Front Pharmacol 2023; 14:1173542. [PMID: 37324459 PMCID: PMC10264785 DOI: 10.3389/fphar.2023.1173542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 05/16/2023] [Indexed: 06/17/2023] Open
Abstract
Hereditary cholestatic liver disease caused by a class of autosomal gene mutations results in jaundice, which involves the abnormality of the synthesis, secretion, and other disorders of bile acids metabolism. Due to the existence of a variety of gene mutations, the clinical manifestations of children are also diverse. There is no unified standard for diagnosis and single detection method, which seriously hinders the development of clinical treatment. Therefore, the mutated genes of hereditary intrahepatic cholestasis were systematically described in this review.
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Affiliation(s)
- Shuying Xie
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China
| | - Shizhang Wei
- Department of Anatomy, Histology and Embryology, School of Basic Medical Sciences, Health Science Center, Peking University, Beijing, China
| | - Xiao Ma
- Pharmacy College, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Ruilin Wang
- Department of Pharmacy, 5th Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Tingting He
- Department of Pharmacy, 5th Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Zhao Zhang
- Pharmacy College, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Ju Yang
- Pharmacy College, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Jiawei Wang
- Pharmacy College, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Lei Chang
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China
| | - Manyi Jing
- Department of Pharmacy, Chinese PLA General Hospital, Beijing, China
| | - Haotian Li
- Department of Pharmacy, Chinese PLA General Hospital, Beijing, China
| | - Xuelin Zhou
- Department of Pharmacology, School of Basic Medical Sciences, Capital Medical University, Beijing, China
| | - Yanling Zhao
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China
- Department of Pharmacy, Chinese PLA General Hospital, Beijing, China
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Pastor CM, Joly F, Vilgrain V, Millet P. Concentrations and pharmacokinetic parameters of MRI and SPECT hepatobiliary agents in rat liver compartments. Eur Radiol Exp 2021; 5:42. [PMID: 34545428 PMCID: PMC8452805 DOI: 10.1186/s41747-021-00236-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2021] [Accepted: 07/28/2021] [Indexed: 11/10/2022] Open
Abstract
Background In hepatobiliary imaging, systems detect the total amount of agents originating from extracellular space, bile canaliculi, and hepatocytes. They add in situ concentration of each compartment corrected by its respective volume ratio to provide liver concentrations. In vivo contribution of each compartment to liver concentration is inaccessible. Our aim was to quantify the compartmental distribution of two hepatobiliary agents in an ex vivo model and determine how their liver extraction ratios and cholestasis (livers lacking canalicular transporters) might modify it. Methods We perfused labelled gadobenate dimeglumine (Bopta, 200 μM, 7% liver extraction ratio) and mebrofenin (Meb, 64 μM, 94% liver extraction ratio) in normal (n = 18) and cholestatic (n = 6) rat livers. We quantified liver concentrations with a gamma counter placed over livers. Concentrations in hepatocytes and bile canaliculi were calculated. Mann-Whitney and Kruskal-Wallis tests were used. Results Hepatocyte concentrations were 2,043 ± 333 μM (Meb) versus 360 ± 69 μM (Bopta, p < 0.001). Meb extracellular concentrations did not contribute to liver concentrations (1.3 ± 0.3%). The contribution of Bopta extracellular concentration was 12.4 ± 1.9% (p < 0.001 versus Meb). Contribution of canaliculi was similar for both agents (16%). Cholestatic livers had no Bopta in canaliculi but their hepatocyte concentrations increased in comparison to normal livers. Conclusion Hepatocyte concentrations are correlated to liver extraction ratios of hepatobiliary agents. When Bopta is not present in canaliculi of cholestatic livers, hepatocyte concentrations increase in comparison to normal livers. This new understanding extends the interpretation of clinical liver images.
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Affiliation(s)
- Catherine M Pastor
- Centre de recherche sur l'inflammation, Inserm, U1149, CNRS, ERL8252, Université de Paris, F-75006, Paris, France. .,Department of Radiology, University Hospital of Geneva, Rue Gabrielle-Perret-Gentil, 4, 1205, Geneva, Switzerland.
| | - Florian Joly
- Centre de recherche sur l'inflammation, Inserm, U1149, CNRS, ERL8252, Université de Paris, F-75006, Paris, France
| | - Valérie Vilgrain
- Centre de recherche sur l'inflammation, Inserm, U1149, CNRS, ERL8252, Université de Paris, F-75006, Paris, France.,Department of Radiology, Hôpital Beaujon, Hôpitaux Paris Nord Val de Seine (AP-HP), 92110, Clichy, France
| | - Philippe Millet
- Department of Psychiatry, University Hospital of Geneva, Geneva, Switzerland.,Department of Psychiatry, Faculty of Medicine, University of Geneva, Geneva, Switzerland
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Scotcher D, Melillo N, Tadimalla S, Darwich AS, Ziemian S, Ogungbenro K, Schütz G, Sourbron S, Galetin A. Physiologically Based Pharmacokinetic Modeling of Transporter-Mediated Hepatic Disposition of Imaging Biomarker Gadoxetate in Rats. Mol Pharm 2021; 18:2997-3009. [PMID: 34283621 PMCID: PMC8397403 DOI: 10.1021/acs.molpharmaceut.1c00206] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
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Physiologically based
pharmacokinetic (PBPK) models are increasingly
used in drug development to simulate changes in both systemic and
tissue exposures that arise as a result of changes in enzyme and/or
transporter activity. Verification of these model-based simulations
of tissue exposure is challenging in the case of transporter-mediated
drug–drug interactions (tDDI), in particular as these may lead
to differential effects on substrate exposure in plasma and tissues/organs
of interest. Gadoxetate, a promising magnetic resonance imaging (MRI)
contrast agent, is a substrate of organic-anion-transporting polypeptide
1B1 (OATP1B1) and multidrug resistance-associated protein 2 (MRP2).
In this study, we developed a gadoxetate PBPK model and explored the
use of liver-imaging data to achieve and refine in vitro–in
vivo extrapolation (IVIVE) of gadoxetate hepatic transporter kinetic
data. In addition, PBPK modeling was used to investigate gadoxetate
hepatic tDDI with rifampicin i.v. 10 mg/kg. In vivo dynamic contrast-enhanced
(DCE) MRI data of gadoxetate in rat blood, spleen, and liver were
used in this analysis. Gadoxetate in vitro uptake kinetic data were
generated in plated rat hepatocytes. Mean (%CV) in vitro hepatocyte
uptake unbound Michaelis–Menten constant (Km,u) of gadoxetate was 106 μM (17%) (n = 4 rats), and active saturable uptake accounted for 94% of total
uptake into hepatocytes. PBPK–IVIVE of these data (bottom-up
approach) captured reasonably systemic exposure, but underestimated
the in vivo gadoxetate DCE–MRI profiles and elimination from
the liver. Therefore, in vivo rat DCE–MRI liver data were subsequently
used to refine gadoxetate transporter kinetic parameters in the PBPK
model (top-down approach). Active uptake into the hepatocytes refined
by the liver-imaging data was one order of magnitude higher than the
one predicted by the IVIVE approach. Finally, the PBPK model was fitted
to the gadoxetate DCE–MRI data (blood, spleen, and liver) obtained
with and without coadministered rifampicin. Rifampicin was estimated
to inhibit active uptake transport of gadoxetate into the liver by
96%. The current analysis highlighted the importance of gadoxetate
liver data for PBPK model refinement, which was not feasible when
using the blood data alone, as is common in PBPK modeling applications.
The results of our study demonstrate the utility of organ-imaging
data in evaluating and refining PBPK transporter IVIVE to support
the subsequent model use for quantitative evaluation of hepatic tDDI.
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Affiliation(s)
- Daniel Scotcher
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester M13 9PL, U.K
| | - Nicola Melillo
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester M13 9PL, U.K
| | - Sirisha Tadimalla
- Division of Medical Physics, University of Leeds, Leeds LS2 9JT, U.K
| | - Adam S Darwich
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester M13 9PL, U.K
| | - Sabina Ziemian
- MR & CT Contrast Media Research, Bayer AG, Berlin 13342, Germany
| | - Kayode Ogungbenro
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester M13 9PL, U.K
| | - Gunnar Schütz
- MR & CT Contrast Media Research, Bayer AG, Berlin 13342, Germany
| | - Steven Sourbron
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2TN, U.K
| | - Aleksandra Galetin
- Centre for Applied Pharmacokinetic Research, School of Health Sciences, University of Manchester, Manchester M13 9PL, U.K
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Sun XL, Jiang X, Kuang Y, Xing L, Bu LY, Yuan SH, Yu JM, Zheng SS. Potential of Gd-EOB-DTPA as an imaging biomarker for liver injury estimation after radiation therapy. Hepatobiliary Pancreat Dis Int 2019; 18:354-359. [PMID: 31221569 DOI: 10.1016/j.hbpd.2019.05.005] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Accepted: 03/20/2019] [Indexed: 02/05/2023]
Abstract
BACKGROUND Hepatic radiation injury severely restricts irradiation treatment for liver carcinoma. The purpose of this study was to investigate the clinical application of gadolinium ethoxybenzyl diethylenetriamine pentaacetic acid (Gd-EOB-DTPA)-enhanced MRI (EOB-MRI) in the assessment of liver function after external radiation therapy and to determine the relationship between focal liver reaction (FLR) and liver function. METHODS A total of 47 patients with liver malignancies who underwent external beam radiation therapy were enrolled. EOB-MRI was performed on each patient at approximately one month post-radiotherapy. The hepatobiliary (HPB) phase images from EOB-MRI were fused with the planning CT images, and the isodose lines from the patients' treatment plans were overlaid onto the fused images. The correlation of the EOB-MR image intensity distribution with the isodose lines was studied. We also compared liver function in patients between pre-treatment and post-treatment. RESULTS Decreased uptake of Gd-EOB-DTPA, which was manifested by well-demarcated focal hypointensity of the liver parenchyma or FLR to high-dose radiation, was observed in the irradiated areas of 38 patients. The radiotherapy isodose line of decreased uptake area of Gd-EOB-DTPA was 30-46 Gy. The median corresponding dose curve of FLR was 34.4 Gy. Nine patients showed the absence of decreased uptake area of Gd-EOB-DTPA in the irradiated areas. Compared to the 38 patients with the presence of decreased uptake area of Gd-EOB-DTPA, 9 patients with the absence of decreased uptake area of Gd-EOB-DTPA showed significant higher levels of total bile acid, total bilirubin, direct bilirubin and alpha-fetoprotein (P < 0.05). There were no significant differences in alanine transaminase, aspartate aminotransferase, gamma-glutamyl transpeptidase or albumin levels between the two groups (P > 0.05). CONCLUSIONS Visible uptake of Gd-EOB-DTPA by the liver parenchyma was significantly associated with liver function parameters. EOB-MRI can be a valuable imaging biomarker for the assessment of liver parenchyma function outside of radiation area.
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Affiliation(s)
- Xiao-Li Sun
- Department of Radiation Oncology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - Xue Jiang
- Department of Radiation Oncology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - Yu Kuang
- Medical Physics Program, University of Nevada, Las Vegas, NV 89154, USA
| | - Lei Xing
- Department of Radiation Oncology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Lu-Yi Bu
- Department of Radiation Oncology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - Shuang-Hu Yuan
- Department of Radiation Oncology, Shandong Cancer Hospital Affiliated to Shandong University, Shandong Academy of Medical Sciences, Jinan 250117, China
| | - Jin-Ming Yu
- Department of Radiation Oncology, Shandong Cancer Hospital Affiliated to Shandong University, Shandong Academy of Medical Sciences, Jinan 250117, China
| | - Shu-Sen Zheng
- Key Laboratory of Combined Multi-organ Transplantation, Ministry of Public Health, Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China.
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Yi NJ, Kim J, Choi Y, Kim H, Lee KB, Jang JJ, Lee JY, Lee JM, Han JK, Lee KW, Suh KS. Alteration of MRP2 expression and the graft outcome after liver transplantation. Ann Surg Treat Res 2018; 95:249-257. [PMID: 30402443 PMCID: PMC6204325 DOI: 10.4174/astr.2018.95.5.249] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2018] [Revised: 04/25/2018] [Accepted: 06/01/2018] [Indexed: 01/18/2023] Open
Abstract
Purpose Multidrug resistance-associated protein (MRP) 2 is a glutathione conjugate in the canalicular membrane of hepatocytes. Early graft damage after liver transplantation (LT) can result in alteration of MRP2 expression. The purpose of this study was to evaluate the relationship between the pattern of MRP2 alteration and graft outcome. Methods Forty-one paraffin-embedded liver graft tissues obtained by protocol biopsy within 2 months after LT; these were stained using monoclonal antibodies of MRP2. We selected 15 live donor biopsy samples as a control, that showed homogenous canalicular staining for MRP2. The pattern of canalicular MRP2 staining of graft was classified into 3 types: homogenous (type C0), focal (type C1), and no (type C2,) staining of the canaliculi. Results In total, 17.1% graft tissues were type C0, 36.6% were type C1, and 46.3% were type C2. The median operation time was longer in patients with type C2 (562.6 minutes) than in patients with type C0 (393.8 minutes) (P = 0.038). The rates of posttransplant complications were higher in patients with type C2 (100%) than in patients with type C0 (42.9%) and C1 (73.3%) (P < 0.001). Conclusion MRP2 expression pattern was altered in 82.9% after LT. The pattern of MRP2 alteration was associated with longer operation time and higher rates of post-LT complications.
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Affiliation(s)
- Nam-Joon Yi
- Department of Surgery, Seoul National University College of Medicine, Seoul, Korea
| | - Joohyun Kim
- Department of Surgery, Seoul National University College of Medicine, Seoul, Korea.,Department of Transplant Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | - YoungRok Choi
- Department of Surgery, Seoul National University College of Medicine, Seoul, Korea
| | - Heyoung Kim
- Department of Surgery, Seoul National University College of Medicine, Seoul, Korea
| | - Kyoung Bun Lee
- Department of Pathology, Seoul National University College of Medicine, Seoul, Korea
| | - Ja-June Jang
- Department of Pathology, Seoul National University College of Medicine, Seoul, Korea
| | - Jae Young Lee
- Department of Radiology, Seoul National University College of Medicine, Seoul, Korea
| | - Jeong Min Lee
- Department of Radiology, Seoul National University College of Medicine, Seoul, Korea
| | - Joon Koo Han
- Department of Radiology, Seoul National University College of Medicine, Seoul, Korea
| | - Kwang-Woong Lee
- Department of Surgery, Seoul National University College of Medicine, Seoul, Korea
| | - Kyung-Suk Suh
- Department of Surgery, Seoul National University College of Medicine, Seoul, Korea
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7
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Karageorgis A, Lenhard SC, Yerby B, Forsgren MF, Liachenko S, Johansson E, Pilling MA, Peterson RA, Yang X, Williams DP, Ungersma SE, Morgan RE, Brouwer KLR, Jucker BM, Hockings PD. A multi-center preclinical study of gadoxetate DCE-MRI in rats as a biomarker of drug induced inhibition of liver transporter function. PLoS One 2018; 13:e0197213. [PMID: 29771932 PMCID: PMC5957399 DOI: 10.1371/journal.pone.0197213] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2017] [Accepted: 04/28/2018] [Indexed: 12/12/2022] Open
Abstract
Drug-induced liver injury (DILI) is a leading cause of acute liver failure and transplantation. DILI can be the result of impaired hepatobiliary transporters, with altered bile formation, flow, and subsequent cholestasis. We used gadoxetate dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI), combined with pharmacokinetic modelling, to measure hepatobiliary transporter function in vivo in rats. The sensitivity and robustness of the method was tested by evaluating the effect of a clinical dose of the antibiotic rifampicin in four different preclinical imaging centers. The mean gadoxetate uptake rate constant for the vehicle groups at all centers was 39.3 +/- 3.4 s-1 (n = 23) and 11.7 +/- 1.3 s-1 (n = 20) for the rifampicin groups. The mean gadoxetate efflux rate constant for the vehicle groups was 1.53 +/- 0.08 s-1 (n = 23) and for the rifampicin treated groups was 0.94 +/- 0.08 s-1 (n = 20). Both the uptake and excretion transporters of gadoxetate were statistically significantly inhibited by the clinical dose of rifampicin at all centers and the size of this treatment group effect was consistent across the centers. Gadoxetate is a clinically approved MRI contrast agent, so this method is readily transferable to the clinic. Conclusion: Rate constants of gadoxetate uptake and excretion are sensitive and robust biomarkers to detect early changes in hepatobiliary transporter function in vivo in rats prior to established biomarkers of liver toxicity.
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Affiliation(s)
- Anastassia Karageorgis
- Safety and ADME Translational Sciences, Drug Safety and Metabolism, AstraZeneca, Gothenburg, Sweden
- * E-mail:
| | - Stephen C. Lenhard
- Bioimaging, Platform Technology and Sciences, GlaxoSmithKline, King of Prussia, Pennsylvania, United States of America
| | - Brittany Yerby
- Research Imaging Sciences, Amgen, Thousand Oaks, California, United States of America
| | - Mikael F. Forsgren
- Center for Medical Image Science and Visualization (CMIV), Department of Medical and Health Sciences, Linköping University, Linköping, Sweden
- Wolfram MathCore, Linköping, Sweden
| | - Serguei Liachenko
- National Center for Toxicological Research, Division of Neurotoxicology, United States Food and Drug Administration, Jefferson, Arkansas, United States of America
| | - Edvin Johansson
- Personalised Healthcare and Biomarkers, Imaging group, Innovative Medicines and Early Development Biotech Unit, AstraZeneca, Gothenburg, Sweden
| | - Mark A. Pilling
- Biostatistics, Quantitative Biology, Discovery Sciences, Innovative Medicines and Early Development, AstraZeneca R&D, Cambridge, United Kingdom
| | - Richard A. Peterson
- Safety Assessment, GlaxoSmithKline, Research Triangle Park, Durham, North Carolina, United States of America
| | - Xi Yang
- National Center for Toxicological Research, Division of Systems Biology, United States Food and Drug Administration, Jefferson, Arkansas, United States of America
| | - Dominic P. Williams
- Safety and ADME Translational Sciences, Drug Safety and Metabolism, AstraZeneca, Cambridge, United Kingdom
| | - Sharon E. Ungersma
- Research Imaging Sciences, Amgen, Thousand Oaks, California, United States of America
| | - Ryan E. Morgan
- Department of Comparative Biology and Safety Sciences, Amgen Inc., Thousand Oaks, California, United States of America
| | - Kim L. R. Brouwer
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of N orth Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Beat M. Jucker
- Bioimaging, Platform Technology and Sciences, GlaxoSmithKline, King of Prussia, Pennsylvania, United States of America
| | - Paul D. Hockings
- Antaros Medical, BioVenture Hub, Mölndal, Sweden
- MedTech West, Chalmers University of Technology, Gothenburg, Sweden
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Quantitative Assessment of Liver Function Using Gadoxetate-Enhanced Magnetic Resonance Imaging: Monitoring Transporter-Mediated Processes in Healthy Volunteers. Invest Radiol 2017; 52:111-119. [PMID: 28002117 PMCID: PMC5228626 DOI: 10.1097/rli.0000000000000316] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Objective The objective of this study was to use noninvasive dynamic contrast-enhanced magnetic resonance imaging (MRI) techniques to study, in vivo, the distribution and elimination of the hepatobiliary contrast agent gadoxetate in the human body and characterize the transport mechanisms involved in its uptake into hepatocytes and subsequent efflux into the bile using a novel tracer kinetic model in a group of healthy volunteers. Materials and Methods Ten healthy volunteers (age range, 18–29 years), with no history of renal or hepatic impairment, were recruited via advertisement. Participants attended 2 MRI visits (at least a week apart) with gadoxetate as the contrast agent. Dynamic contrast-enhanced MRI data were acquired for approximately 50 minutes with a 3-dimensional gradient-echo sequence in the axial plane, at a temporal resolution of 6.2 seconds. Data from regions of interest drawn in the liver were analyzed using the proposed 2-compartment uptake and efflux model to provide estimates for the uptake rate of gadoxetate in hepatocytes and its efflux rate into the bile. Reproducibility statistics for the 2 visits were obtained to examine the robustness of the technique and its dependence in acquisition time. Results Eight participants attended the study twice and were included into the analysis. The resulting images provided the ability to simultaneously monitor the distribution of gadoxetate in multiple organs including the liver, spleen, and kidneys as well as its elimination through the common bile duct, accumulation in the gallbladder, and excretion in the duodenum. The mean uptake (ki) and efflux (kef) rates in hepatocytes, for the 2 visits using the 50-minute acquisition, were 0.22 ± 0.05 and 0.017 ± 0.006/min, respectively. The hepatic extraction fraction was estimated to be 0.19 ± 0.04/min. The variability between the 2 visits within the group level (95% confidence interval; ki: ±0.02/min, kef: ±0.004/min) was lower compared with the individual variability (repeatability; ki: ±0.06/min, kef: ±0.012/min). Data truncation demonstrated that the uptake rate estimates retained their precision as well as their group and individual reproducibility down to approximately 10 minutes of acquisition. Efflux rate estimates were underestimated (compared with the 50-minute acquisition) as the duration of the acquisition decreased, although these effects were more pronounced for acquisition times shorter than approximately 30 minutes. Conclusions This is the first study that reports estimates for the hepatic uptake and efflux transport process of gadoxetate in healthy volunteers in vivo. The results highlight that dynamic contrast-enhanced MRI with gadoxetate can provide novel quantitative insights into liver function and may therefore prove useful in studies that aim to monitor liver pathology, as well as being an alternative approach for studying hepatic drug-drug interactions.
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9
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Ning J, Yang Z, Xie S, Sun Y, Yuan C, Chen H. Hepatic function imaging using dynamic Gd-EOB-DTPA enhanced MRI and pharmacokinetic modeling. Magn Reson Med 2016; 78:1488-1495. [PMID: 27785826 DOI: 10.1002/mrm.26520] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2016] [Revised: 09/17/2016] [Accepted: 09/28/2016] [Indexed: 12/18/2022]
Abstract
PURPOSE To determine whether pharmacokinetic modeling parameters with different output assumptions of dynamic contrast-enhanced MRI (DCE-MRI) using Gd-EOB-DTPA correlate with serum-based liver function tests, and compare the goodness of fit of the different output assumptions. METHODS A 6-min DCE-MRI protocol was performed in 38 patients. Four dual-input two-compartment models with different output assumptions and a published one-compartment model were used to calculate hepatic function parameters. The Akaike information criterion fitting error was used to evaluate the goodness of fit. Imaging-based hepatic function parameters were compared with blood chemistry using correlation with multiple comparison correction. RESULTS The dual-input two-compartment model assuming venous flow equals arterial flow plus portal venous flow and no bile duct output better described the liver tissue enhancement with low fitting error and high correlation with blood chemistry. The relative uptake rate Kir derived from this model was found to be significantly correlated with direct bilirubin (r = -0.52, P = 0.015), prealbumin concentration (r = 0.58, P = 0.015), and prothrombin time (r = -0.51, P = 0.026). CONCLUSION It is feasible to evaluate hepatic function by proper output assumptions. The relative uptake rate has the potential to serve as a biomarker of function. Magn Reson Med 78:1488-1495, 2017. © 2016 International Society for Magnetic Resonance in Medicine.
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Affiliation(s)
- Jia Ning
- Center for Biomedical Imaging Research, Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing, China
| | - Zhiying Yang
- Department of Hepatobiliary Surgery, China-Japan Friendship Hospital, Beijing, China
| | - Sheng Xie
- Department of Radiology, China-Japan Friendship Hospital, Beijing, China
| | - Yongliang Sun
- Department of Hepatobiliary Surgery, China-Japan Friendship Hospital, Beijing, China
| | - Chun Yuan
- Center for Biomedical Imaging Research, Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing, China.,Department of Radiology, University of Washington, Seattle, Washington, USA
| | - Huijun Chen
- Center for Biomedical Imaging Research, Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing, China
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10
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Kim J, Kim T, Hong KS, Moon H, Oh IK, Lee SM, Hohenwalter MD, Zimmerman MA, Cronin DC, Hong JC. Pre-Hepatectomy Assessment of Bile Transporter Expression by Gadoxetic Acid-Enhanced MRI in a Rat Model of Liver Cirrhosis. J INVEST SURG 2016; 30:265-271. [PMID: 27780379 DOI: 10.1080/08941939.2016.1238983] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
BACKGROUND Gadoxetic acid is a liver-specific intravenous T1 magnetic resonance (MR) contrast agent that is excreted via the hepatobiliary system. We hypothesize that hepatocyte expressions of bile transporters (OATP1 and MRP2) correlate with dynamic profile of Gadoxetic acid enhanced (GE)-MR imaging (MRI). METHODS Two groups of rats, control (n = 6) and cirrhosis (n = 12), received gadoxetic acid enhanced MRI followed by 70% hepatectomy. The change in MR signal intensity from the baseline before the contrast injection (ΔSI) was analyzed every minute for 30 min. Dynamic signal intensity retention ratio (DSR) was defined as the mean ΔSI of the third 10-minmin period divided by the first 10-minmin period. Real-time PCR was utilized to quantify mRNA expressions. RESULTS Compared to the control, cirrhosis group demonstrated lower mRNA levels of OATP1 (0.038 ± 0.020 vs. 0.232 ± 0.0979; p = 0.004), MRP2 (0.201 ± 0.084 vs. 0.7567 ± 0.254; p = 0.002), and OATP1/MRP2 mRNA ratio (0.193 ± 0.065 vs. 0.342 ± 0.206; p = 0.032). DSR was higher in the cirrhosis group (0.678 ± 0.554 vs -0.125 ± 0.839; p = 0.033). In the cirrhosis group, there was an inverse correlation between the ratios of OATP1/MRP2 mRNA and DSR (R = -0.709, p = 0.01). CONCLUSION Bile transporters OATP1/MRP2 mRNA expression ratio in rat liver tissue decreased with DMN-induced liver injury. The expressions of bile transporters correlated with GE-MRI DSR. The GE-MRI DSR has potential utility in qualifying OATP1/MRP2 mRNA expression.
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Affiliation(s)
- Joohyun Kim
- a Division of Transplant Surgery, Department of Surgery , Medical College of Wisconsin , Milwaukee , Wisconsin , USA.,b The Transplant Center at Froedtert and Medical College of Wisconsin , Children's Hospital of Wisconsin and The Blood Center of Wisconsin , Milwaukee , Wisconsin , USA
| | - Tae Kim
- c Department of Biomedical Science and Engineering , Gwangju Institute of Science and Technology , Gwangju , South Korea
| | - Kwan Soo Hong
- d Division of MR Research , Korea Basic Science Institute , Cheongwon , South Korea
| | - Hyeyoung Moon
- d Division of MR Research , Korea Basic Science Institute , Cheongwon , South Korea
| | - In-Kyung Oh
- e Department of Surgery , College of Medicine, Kyung Hee University , Seoul , South Korea
| | - Sang Mok Lee
- e Department of Surgery , College of Medicine, Kyung Hee University , Seoul , South Korea
| | - Mark D Hohenwalter
- f Department of Radiology , Medical College of Wisconsin , Wisconsin , USA
| | - Michael A Zimmerman
- a Division of Transplant Surgery, Department of Surgery , Medical College of Wisconsin , Milwaukee , Wisconsin , USA.,b The Transplant Center at Froedtert and Medical College of Wisconsin , Children's Hospital of Wisconsin and The Blood Center of Wisconsin , Milwaukee , Wisconsin , USA
| | - David C Cronin
- a Division of Transplant Surgery, Department of Surgery , Medical College of Wisconsin , Milwaukee , Wisconsin , USA.,b The Transplant Center at Froedtert and Medical College of Wisconsin , Children's Hospital of Wisconsin and The Blood Center of Wisconsin , Milwaukee , Wisconsin , USA
| | - Johnny C Hong
- a Division of Transplant Surgery, Department of Surgery , Medical College of Wisconsin , Milwaukee , Wisconsin , USA.,b The Transplant Center at Froedtert and Medical College of Wisconsin , Children's Hospital of Wisconsin and The Blood Center of Wisconsin , Milwaukee , Wisconsin , USA
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Pastor CM. How transfer rates generate Gd-BOPTA concentrations in rat liver compartments: implications for clinical liver imaging with hepatobiliary contrast agents. CONTRAST MEDIA & MOLECULAR IMAGING 2016; 11:291-8. [DOI: 10.1002/cmmi.1691] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/22/2015] [Revised: 01/08/2016] [Accepted: 02/17/2016] [Indexed: 01/14/2023]
Affiliation(s)
- Catherine M. Pastor
- Centre de Recherche sur l'Inflammation U1149 INSERM and University Paris-Diderot; Paris France
- Département de Radiologie; Hôpitaux Universitaires de Genève; Switzerland
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Gd-EOB-DTPA-enhanced-MR imaging in the inflammation stage of nonalcoholic steatohepatitis (NASH) in mice. Magn Reson Imaging 2016; 34:724-729. [PMID: 26979540 DOI: 10.1016/j.mri.2016.03.009] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2015] [Revised: 01/15/2016] [Accepted: 03/08/2016] [Indexed: 12/15/2022]
Abstract
OBJECTIVE The purpose of this study is to investigate the correlation between the liver kinetics of gadolinium-ethoxybenzyl-diethylenetriamine pentaacetic acid (Gd-EOB-DTPA) and liver histopathology in a mouse model of NASH by using dynamic contrast-enhanced MRI. MATERIALS AND METHODS Twenty male C57/BL6 mice aged 8weeks were fed a methionine-choline-deficient (MCD) diet for 2, 4 and 6weeks (MCD groups: MCD 2w, 4w, or 6w). Gd-EOB-DTPA-enhanced MR imaging of the liver was performed at 2, 4 and 6weeks after the MCD feeding. The signal intensity of the liver was obtained from dynamic MR images and relative enhancement (RE), and the time to maximum RE (Tmax) and half-life of elimination RE (T1/2) were calculated. After MRI scan, histopathological scores of hepatic steatosis and inflammation and blood biochemistry data, such as aspartate aminotransferase (AST) and alanine aminotransferase (ALT) levels, were obtained. RESULTS Plasma AST and ALT levels were significantly increased in mice fed MCD. Histopathological scores indicated that steatohepatitis progressed with the MCD feeding period from 2 to 6weeks, but significant fibrosis was observed only in mice fed MCD for 6weeks. Gd-EOB-DTPA-enhanced MRI showed that Tmax was significantly prolonged in the livers of the 6-week group compared to the control group (control, 4.0±0.7min; MCD 6w, 12.1±1.6min), although there was no alteration in the 2- and 4-week groups. T1/2 was significantly prolonged in mice fed MCD for 4 and 6weeks compared to the control group (control, 19.9±2.0min; MCD 4w, 46.7±8.7min; MCD 6w, 65.4±8.8min). The parameters of Gd-EOB-DTPA kinetics (Tmax and T1/2) in the liver were positively correlated with the liver histopathological score (steatosis vs Tmax, rho=0.69, P=0.0007; inflammation vs Tmax, rho=0.66, P=0.00155; steatosis vs T1/2, rho=0.77, P<0.0001; inflammation vs T1/2, rho=0.73, P=0.0003). CONCLUSIONS The liver kinetics of Gd-EOB-DTPA correlated well with the inflammation score in the mouse model of NASH, suggesting the possibility of detecting the steatohepatitis stage without fibrosis by Gd-EOB-DTPA-enhanced MR imaging.
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Zhang W, Kong X, Wang ZJ, Luo S, Huang W, Zhang LJ. Dynamic Contrast-Enhanced Magnetic Resonance Imaging with Gd-EOB-DTPA for the Evaluation of Liver Fibrosis Induced by Carbon Tetrachloride in Rats. PLoS One 2015; 10:e0129621. [PMID: 26076199 PMCID: PMC4468155 DOI: 10.1371/journal.pone.0129621] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2015] [Accepted: 05/11/2015] [Indexed: 01/09/2023] Open
Abstract
Purpose To investigate the utility of dynamic contrast-enhanced MRI (DCE-MRI) with Gadolinium ethoxybenzyl diethylenetriamine pentaacetic acid (Gd-EOB-DTPA) for detecting liver fibrosis induced by carbon tetrachloride (CCl4) in rats. Methods This study was approved by the institutional animal care and use committee. Liver fibrosis in rats was induced by intraperitoneal injection of 1 mL/kg 50% CCl4 twice a week for 4-13 weeks. Control rats were injected with saline. Liver fibrosis was graded using the Metaviar score: no fibrosis (F0), mild fibrosis (F1-F2) and advanced fibrosis (F3-F4). DCE-MRI with Gd-EOB-DTPA was performed for all rats. Ktrans, Kep, Ve and iAUC of the liver parenchyma were measured. Relative enhancement (RE) value of the liver was calculated on T1-weighted images at 15, 20 and 25 min after Gd-EOB-DTPA administration. Results Thirty-five rats were included: no fibrosis (n=13), mild fibrosis (n=11) and advanced fibrosis (n=11). Ktrans and iAUC values were highest in advanced fibrosis group and lowest in no fibrosis group (P<0.05). The area under the receiver operating characteristic curve (AUROC) for fibrosis (stages F1 and greater) were 0.773 and 0.882 for Ktrans and iAUC, respectively. AUROC for advanced fibrosis were 0.835 and 0.867 for Ktrans and iAUC, respectively. Kep and RE values were not able to differentiate fibrosis stages (all P>0.05). Conclusion Ktrans and iAUC obtained from DCE-MRI with Gd-EOB-DTPA are useful for the detection and staging of rat liver fibrosis induced by CCl4.
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Affiliation(s)
- Wei Zhang
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, 210002, China
| | - Xiang Kong
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, 210002, China
| | - Zhen J. Wang
- Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, United States of America
| | - Song Luo
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, 210002, China
| | - Wei Huang
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, 210002, China
- * E-mail: (WH); (LJZ)
| | - Long Jiang Zhang
- Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, 210002, China
- * E-mail: (WH); (LJZ)
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Ogawa J, Yokota A, Araki T, Aomori T, Nakamura T, Yamamoto K, Koshiishi I. Quantitative evaluation of biliary elimination of gadoxetate, a magnetic resonance imaging contrast agent, via geometrical isomer-specific transporting system in rats. Biopharm Drug Dispos 2014; 35:362-71. [DOI: 10.1002/bdd.1907] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2014] [Revised: 06/05/2014] [Accepted: 06/10/2014] [Indexed: 12/21/2022]
Affiliation(s)
- Junji Ogawa
- Department of Pharmacy; Gunma University Hospital; Gunma Japan
| | - Azusa Yokota
- School of Health Sciences; Gunma University Faculty of Medicine; Gunma Japan
- Faculty of Pharmacy Nihon Pharmaceutical University
| | - Takuya Araki
- Department of Pharmacy; Gunma University Hospital; Gunma Japan
- Department of Clinical Pharmacology; Gunma University Graduate School of Medicine; Gunma Japan
| | - Tohru Aomori
- Department of Pharmacy; Gunma University Hospital; Gunma Japan
- Department of Clinical Pharmacology; Gunma University Graduate School of Medicine; Gunma Japan
- Center for Pharmacy Practice; Keio University Faculty of Pharmacy; Tokyo Japan
| | - Tomonori Nakamura
- Department of Pharmacy; Gunma University Hospital; Gunma Japan
- Department of Clinical Pharmacology; Gunma University Graduate School of Medicine; Gunma Japan
- Center for Pharmacy Practice; Keio University Faculty of Pharmacy; Tokyo Japan
| | - Koujirou Yamamoto
- Department of Pharmacy; Gunma University Hospital; Gunma Japan
- Department of Clinical Pharmacology; Gunma University Graduate School of Medicine; Gunma Japan
| | - Ichiro Koshiishi
- School of Health Sciences; Gunma University Faculty of Medicine; Gunma Japan
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Characterization of the Intestinal and Hepatic Uptake/Efflux Transport of the Magnetic Resonance Imaging Contrast Agent Gadolinium-Ethoxylbenzyl-Diethylenetriamine-Pentaacetic Acid. Invest Radiol 2014; 49:78-86. [DOI: 10.1097/rli.0b013e3182a70043] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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Kobayashi M, Nakanishi T, Nishi K, Higaki Y, Okudaira H, Ono M, Tsujiuchi T, Mizutani A, Nishii R, Tamai I, Arano Y, Kawai K. Transport mechanisms of hepatic uptake and bile excretion in clinical hepatobiliary scintigraphy with 99mTc-N-pyridoxyl-5-methyltryptophan. Nucl Med Biol 2014; 41:338-42. [PMID: 24607436 DOI: 10.1016/j.nucmedbio.2014.01.004] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2013] [Revised: 01/03/2014] [Accepted: 01/07/2014] [Indexed: 12/17/2022]
Abstract
INTRODUCTION In clinical hepatobiliary scintigraphy, (99m)Tc-N-pyridoxyl-5-methyltryptophan ((99m)Tc-PMT) is an effective radiotracer among the (99m)Tc-pyridoxylaminates. However, the mechanisms of human hepatic uptake and bile excretion transport of (99m)Tc-PMT have not been determined. We thus investigated the transport mechanisms of human hepatic uptake and bile excretion in hepatobiliary scintigraphy with (99m)Tc-PMT. METHODS Four solute carrier (SLC) transporters involved in hepatic uptake were evaluated using human embryonic kidney (HEK) and HeLa cells with high expression of SLC transporters (organic anion transporting polypeptide (OATP)1B1, OATP1B3, OATP2B1, organic anion transporters (OAT)2 and organic cation transporters (OCT)1) after 5 min of (99m)Tc-PMT incubation. Metabolic analysis of (99m)Tc-PMT was performed using pooled human liver S9. Adenosine triphosphate (ATP)-binding cassette (ABC) transporters for bile excretion were examined using hepatic ABC transporter vesicles human expressing multiple drug resistance 1 (MDR1), multidrug resistance-associated protein 2 (MRP2), breast cancer resistance protein or bile salt export pump. (99m)Tc-PMT was incubated for 1, 3 and 5 min with ATP or adenosine monophosphate and these vesicles. SPECT scans were performed in normal and Eisai hyperbilirubinemic (EHBR) model rats, deficient in Mrp2 transporters, without and with verapamil (rat Mdr1 and human MDR1 inhibitor) after intravenous injection of (99m)Tc-PMT. RESULTS Uptake of (99m)Tc-PMT in HEK293/OATP1B1 and HeLa/OATP1B3 was significantly higher than that in HEK293- and HeLa-mock cells. (99m)Tc-PMT was not metabolized in the human liver S9. In vesicles with high expression of ABC transporters, uptake of MDR1 or MRP2 was significantly higher at all incubation times. Bile excretion of (99m)Tc-PMT was also identified by comparison between normal and EHBR rats with and without verapamil on in-vivo imaging. CONCLUSIONS Human hepatic uptake of (99m)Tc-PMT was transferred by OATP1B1 and OATP1B3, and excretion into bile canaliculi via MDR1 and MRP2. (99m)Tc-PMT hepatobiliary scintigraphy may be a useful ligand as a noninvasive method of visualizing and quantifying hepatobiliary transporter functionality, which could predict drug pharmacokinetics.
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Affiliation(s)
- Masato Kobayashi
- School of Health Sciences, College of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa, Japan.
| | - Takeo Nakanishi
- School of Pharmaceutical Sciences, College of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa, Japan
| | - Kodai Nishi
- School of Health Sciences, College of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa, Japan
| | - Yusuke Higaki
- Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama, Japan; Graduate School of Pharmaceutical Sciences, Chiba University, Chiba, Japan
| | - Hiroyuki Okudaira
- School of Health Sciences, College of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa, Japan
| | - Masahiro Ono
- School of Health Sciences, College of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa, Japan
| | - Takafumi Tsujiuchi
- School of Health Sciences, College of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa, Japan
| | - Asuka Mizutani
- School of Health Sciences, College of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa, Japan
| | - Ryuichi Nishii
- Department of Radiology, Faculty of Medicine University of Miyazaki, Miyazaki, Japan
| | - Ikumi Tamai
- School of Pharmaceutical Sciences, College of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa, Japan
| | - Yasushi Arano
- Graduate School of Pharmaceutical Sciences, Chiba University, Chiba, Japan
| | - Keiichi Kawai
- School of Health Sciences, College of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa, Japan
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