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Ho H, Means S, Safaei S, Hunter PJ. In silico modeling for the hepatic circulation and transport: From the liver organ to lobules. WIREs Mech Dis 2023; 15:e1586. [PMID: 36131627 DOI: 10.1002/wsbm.1586] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2021] [Revised: 08/08/2022] [Accepted: 08/15/2022] [Indexed: 11/12/2022]
Abstract
The function of the liver depends critically on its blood supply. Numerous in silico models have been developed to study various aspects of the hepatic circulation, including not only the macro-hemodynamics at the organ level, but also the microcirculation at the lobular level. In addition, computational models of blood flow and bile flow have been used to study the transport, metabolism, and clearance of drugs in pharmacokinetic studies. These in silico models aim to provide insights into the liver organ function under both healthy and diseased states, and to assist quantitative analysis for surgical planning and postsurgery treatment. The purpose of this review is to provide an update on state-of-the-art in silico models of the hepatic circulation and transport processes. We introduce the numerical methods and the physiological background of these models. We also discuss multiscale frameworks that have been proposed for the liver, and their linkage with the large context of systems biology, systems pharmacology, and the Physiome project. This article is categorized under: Metabolic Diseases > Computational Models Metabolic Diseases > Biomedical Engineering Cardiovascular Diseases > Computational Models.
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Affiliation(s)
- Harvey Ho
- Auckland Bioengineering Institute, The University of Auckland, Auckland, New Zealand
| | - Shawn Means
- Auckland Bioengineering Institute, The University of Auckland, Auckland, New Zealand
| | - Soroush Safaei
- Auckland Bioengineering Institute, The University of Auckland, Auckland, New Zealand
| | - Peter John Hunter
- Auckland Bioengineering Institute, The University of Auckland, Auckland, New Zealand
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Møller S, Henriksen JH, Sjöstedt S, Bendtsen F. Determination of hepatic clearance by derivations of the indocyanine green retention test in cirrhosis. J Gastroenterol Hepatol 2022; 37:692-699. [PMID: 35016257 DOI: 10.1111/jgh.15778] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 11/24/2021] [Accepted: 12/28/2021] [Indexed: 12/09/2022]
Abstract
BACKGROUND AND AIM The study was undertaken in order to compare single injection indocyanine green (ICG)-clearances with the steady-state ICG-clearance (ICGCl ) in patients with cirrhosis in order to assess the most accurate estimate for ICG-clearance and to relate the ICG-clearances to established indicators of liver dysfunction. METHODS Thirty-eight patients (male 29) with cirrhosis (Child-Turcotte class A 8, class B 21, and class C 9) were studied during a hemodynamic investigation. A single injection of ICG was followed by blood samples for 5, 10, 15, and 20 min. The dose/plasma area clearance (ClA ) and plasma volume · initial slope clearance (ClPV ) were determined and compared with the steady-state infusion/plasma concentration ratio clearance (ICGCl ). RESULTS The ClA (310; 214; 502 mL/min) and ClPV (294; 164; 481 mL/min) correlated closely with ICGCl (243; 120; 383 mL/min [median; interquartile range], R = 0.95-0.98, P < 0.000), but were significantly higher than ICGCl (P < 0.001). All three clearance measures correlated significantly with biochemical and hemodynamic variables of liver dysfunction (P < 0.05-0.000). All three ICG-clearances showed significantly lower values in patients with ascites compared to those without, and lower ICG-clearance values were present in patients with esophageal varices compared to those without (P < 0.05-0.002). CONCLUSION Single injection markers (ClA and ClPV ) of the steady-state ICG-clearance as derived from the ICG-retention curve and the plasma volume correlate with ICGCl and established variables of portal hypertension and liver cell bile excretory dysfunction. Therefore, these markers can safely replace the more costly ICGCl .
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Affiliation(s)
- Søren Møller
- Center of Functional and Diagnostic Imaging and Research, Department of Clinical Physiology and Nuclear Medicine 260, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark.,Department of Clinical Medicine, Faculty of Health Sciences, Copenhagen University, Copenhagen, Denmark
| | - Jens H Henriksen
- Center of Functional and Diagnostic Imaging and Research, Department of Clinical Physiology and Nuclear Medicine 260, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark
| | - Sannia Sjöstedt
- Center of Functional and Diagnostic Imaging and Research, Department of Clinical Physiology and Nuclear Medicine 260, Copenhagen University Hospital Hvidovre, Hvidovre, Denmark
| | - Flemming Bendtsen
- Department of Clinical Medicine, Faculty of Health Sciences, Copenhagen University, Copenhagen, Denmark.,Gastro Unit, Medical Division 360, Hvidovre Hospital, Faculty of Health Sciences, University of Copenhagen, Hvidovre, Denmark
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Correlation of Native Liver Parenchyma T1 and T2 Relaxation Times and Liver Synthetic Function Tests: A Pilot Study. Diagnostics (Basel) 2021; 11:diagnostics11061125. [PMID: 34203008 PMCID: PMC8233916 DOI: 10.3390/diagnostics11061125] [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: 06/03/2021] [Revised: 06/17/2021] [Accepted: 06/18/2021] [Indexed: 11/16/2022] Open
Abstract
MR relaxometry increasingly contributes to liver imaging. Studies on native relaxation times mainly describe relation to the presence of fibrosis. The hypothesis was that relaxation times are also influenced by other inherent factors, including changes in liver synthesis function. With the approval of the local ethics committee and written informed consent, data from 94 patients referred for liver MR imaging, of which 20 patients had cirrhosis, were included. Additionally to standard sequences, both native T1 and T2 parametric maps and T1 maps in the hepatobiliary phase of gadoxetate disodium were acquired. Associations with laboratory variables were assessed. Altogether, there was a negative correlation between albumin and all acquired relaxation times in cirrhotic patients. In non-cirrhotic patients, only T1 values exhibited a negative correlation with albumin. In all patients, bilirubin correlated significantly with post-contrast T1 relaxation times, whereas native relaxation times correlated only in cirrhotic patients. Evaluating patients with pathological INR values, post-contrast relaxation times were significantly higher, whereas native relaxation times did not correlate. In conclusion, apart from confirming the value of hepatobiliary phase T1 mapping, our results show a correlation of native T1 with serum albumin even in non-cirrhotic liver parenchyma, suggesting a direct influence of liver’s synthesis capacity on T1 relaxation times.
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Salehi O, Kazakova V, Vega EA, Conrad C. Indocyanine green staining for intraoperative perfusion assessment. Minerva Surg 2021; 76:220-228. [PMID: 34080819 DOI: 10.23736/s2724-5691.21.08673-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Indocyanine green (ICG) is a fluorescent iodide-based dye which is used in hepatic surgery to evaluate the biliary tree, liver perfusion, and function. While liver perfusion assessment and delineation of anatomic regions has been performed using ultrasound, ischemic demarcation, or indigo carmine/methylene blue staining, ICG staining can overcome limitations associated with these techniques, such as rapid washout, lack of precision, non-demarcation in damaged livers, and lack of intraparenchymal fidelity. ICG can be used to fluoresce target segments/tumors (Positive staining) or counterstain normal liver tissue leaving areas of interest unstained (negative staining). Moreover, ICG enhancement patterns vary for different tumors, such as colorectal liver metastases vs. hepatocellular carcinoma, providing not only help with detection but also assessment of differentiation. In the field of oncology, benefits of ICG include detection of small radiographically occult tumors, distinction between cirrhotic nodules and cancer, identification of necrotic tumors in chemotherapy-damaged livers, and determining margins when intraoperative ultrasound is inadequate. While ICG has important and expanding indications in hepatic surgery, limitations include small depth of penetrance, need for special monitors/equipment, and potential for dye spillage. ICG is well tolerated, has a small learning curve, minimally invasive surgical integration, and options of both portal vein and peripheral vein injection and hence is a safe and versatile method of anatomic liver mapping, tumor visualization, and liver graft perfusion evaluation in oncologic surgery and liver transplantation. Advancements in technique and technology associated with ICG will aid in increasing the indications in hepato-biliary surgery.
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Affiliation(s)
- Omid Salehi
- Department of Surgery, St. Elizabeth's Medical Center, Tufts University School of Medicine, Boston, MA, USA
| | - Vera Kazakova
- Department of Medicine, St. Elizabeth's Medical Center, Tufts University School of Medicine, Boston, MA, USA
| | - Eduardo A Vega
- Department of Surgery, St. Elizabeth's Medical Center, Tufts University School of Medicine, Boston, MA, USA
| | - Claudius Conrad
- Department of Surgery, St. Elizabeth's Medical Center, Tufts University School of Medicine, Boston, MA, USA -
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Dousse D, Vibert E, Nicolas Q, Terasawa M, Cano L, Allard MA, Salloum C, Ciacio O, Pittau G, Sa Cunha A, Cherqui D, Adam R, Samuel D, Vignon-Clementel I, Golse N. Indocyanine Green Fluorescence Imaging to Predict Graft Survival After Orthotopic Liver Transplantation: A Pilot Study. Liver Transpl 2020; 26:1263-1274. [PMID: 32402148 DOI: 10.1002/lt.25796] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Revised: 03/23/2020] [Accepted: 04/25/2020] [Indexed: 02/07/2023]
Abstract
The incidence of primary nonfunction (PNF) after liver transplantation (LT) remains a major concern with the increasing use of marginal grafts. Indocyanine green (ICG) fluorescence is an imaging technique used in hepatobiliary surgery and LT. Because few early predictors are available, we aimed to quantify in real time the fluorescence of grafts during LT to predict 3-month survival. After graft revascularization, ICG was intravenously injected, and then the fluorescence of the graft was captured with a near infrared camera and postoperatively quantified. A multiparametric modeling of the parenchymal fluorescence intensity (FI) curve was proposed, and a predictive model of graft survival was tested. Between July 2017 and May 2019, 76 LTs were performed, among which 6 recipients underwent retransplantation. No adverse effects of ICG injection were observed. The parameter a150 (temporal course of FI) was significantly higher in the re-LT group (0.022 seconds-1 (0.0011-0.059) versus 0.012 seconds-1 (0.0001-0.054); P = 0.01). This parameter was the only independent predictive factor of graft survival at 3 months (OR, 2.4; 95% CI, 1.05-5.50; P = 0.04). The best cutoff for the parameter a150 (0.0155 seconds-1 ) predicted the graft survival at 3 months with a sensitivity (Se) of 83.3% and a specificity (Spe) of 78.6% (area under the curve, 0.82; 95% CI, 0.67-0.98; P = 0.01). Quantitative assessment of intraoperative ICG fluorescence on the graft was feasible to predict graft survival at 3 months with a good Se and Spe. Further prospective studies should be undertaken to validate these results over larger cohorts and evaluate the clinical impact of this tool.
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Affiliation(s)
- Damien Dousse
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
- Unit 1193, INSERM, Villejuif, France
- Department of Digestive Surgery, Rangueil University Hospital, Toulouse, France
| | - Eric Vibert
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
- Unit 1193, INSERM, Villejuif, France
| | | | - Muga Terasawa
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
| | | | - Marc-Antoine Allard
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
- Unit 1193, INSERM, Villejuif, France
| | - Chady Salloum
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
| | - Oriana Ciacio
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
| | - Gabriella Pittau
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
| | - Antonio Sa Cunha
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
- Unit 1193, INSERM, Villejuif, France
| | - Daniel Cherqui
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
- Unit 1193, INSERM, Villejuif, France
| | - René Adam
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
- Unit 985, INSERM, Villejuif, France
| | - Didier Samuel
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
- Unit 1193, INSERM, Villejuif, France
| | | | - Nicolas Golse
- Department of Hepato-Biliary and Liver Transplant, AP-HP Paul Brousse Hospital, Centre Hépato-Biliaire, Villejuif, France
- Unit 1193, INSERM, Villejuif, France
- Inria, Paris, France
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Indocyanine green fluorescence imaging to evaluate graft perfusion during liver transplantation. HPB (Oxford) 2019; 21:387-392. [PMID: 30297305 DOI: 10.1016/j.hpb.2018.09.001] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/28/2018] [Revised: 08/04/2018] [Accepted: 09/02/2018] [Indexed: 12/12/2022]
Abstract
BACKGROUND Primary graft dysfunction (PGD) is a leading cause of graft loss after liver transplantation. There is no reliable method to anticipate this complication intraoperatively. Indocyanine green (ICG) fluorescence imaging is a technique used in hepatobiliary surgery for detection of liver malignancies, but has never been reported in the setting of liver transplantation (LT) for function assessment. We hypothesized that there could be an association between the type of fluorescence and the occurrence of PGD. METHODS We retrospectively analyzed 72 patients who underwent LT at our center. An assessment of the liver graft with the ICG fluorescence technique was carried out. A classification comprising 3 types of fluorescence was created after evaluation of the recorded images. We assessed the relationship between the type of fluorescence and the occurrence of PGD. RESULTS Crosstabulation analysis of the fluorescent types and occurrence of PGD yielded a statistically significant association (p = 0.002). Univariate analysis showed that an abnormal ICG fluorescence pattern was a risk factor for the occurrence of PGD after LT. CONCLUSIONS Our findings suggest that there could be an association between ICG fluorescence imaging and graft function. This intraoperative tool could be useful to detect patients at risk of developing PGD after LT.
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