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Galli R, Uckermann O. Toward cancer detection by label-free microscopic imaging in oncological surgery: Techniques, instrumentation and applications. Micron 2025; 191:103800. [PMID: 39923310 DOI: 10.1016/j.micron.2025.103800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2024] [Revised: 01/31/2025] [Accepted: 02/03/2025] [Indexed: 02/11/2025]
Abstract
This review examines the clinical application of label-free microscopy and spectroscopy, which are based on optical signals emitted by tissue components. Over the past three decades, a variety of techniques have been investigated with the aim of developing an in situ histopathology method that can rapidly and accurately identify tumor margins during surgical procedures. These techniques can be divided into two groups. One group encompasses techniques exploiting linear optical signals, and includes infrared and Raman microspectroscopy, and autofluorescence microscopy. The second group includes techniques based on nonlinear optical signals, including harmonic generation, coherent Raman scattering, and multiphoton autofluorescence microscopy. Some of these methods provide comparable information, while others are complementary. However, all of them have distinct advantages and disadvantages due to their inherent nature. The first part of the review provides an explanation of the underlying physics of the excitation mechanisms and a description of the instrumentation. It also covers endomicroscopy and data analysis, which are important for understanding the current limitations in implementing label-free techniques in clinical settings. The second part of the review describes the application of label-free microscopy imaging to improve oncological surgery with focus on brain tumors and selected gastrointestinal cancers, and provides a critical assessment of the current state of translation of these methods into clinical practice. Finally, the potential of confocal laser endomicroscopy for the acquisition of autofluorescence is discussed in the context of immediate clinical applications.
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Affiliation(s)
- Roberta Galli
- Medical Physics and Biomedical Engineering, Faculty of Medicine, TU Dresden, Fetscherstr. 74, Dresden 01307, Germany.
| | - Ortrud Uckermann
- Department of Neurosurgery, University Hospital Carl Gustav Carus, TU Dresden, Fetscherstr. 74, Dresden 01307, Germany
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2
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Wu H, Yang ASP, Stelloo S, Roos FJM, te Morsche RHM, Verkerk AH, Luna-Velez MV, Wingens L, de Wilt JHW, Sauerwein RW, Mulder KW, van Heeringen SJ, Verstegen MMA, van der Laan LJW, Marks H, Bártfai R. Multi-omics analysis reveals distinct gene regulatory mechanisms between primary and organoid-derived human hepatocytes. Dis Model Mech 2025; 18:dmm050883. [PMID: 39878507 PMCID: PMC11810045 DOI: 10.1242/dmm.050883] [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: 05/07/2024] [Accepted: 11/25/2024] [Indexed: 01/31/2025] Open
Abstract
Hepatic organoid cultures are a powerful model to study liver development and diseases in vitro. However, hepatocyte-like cells differentiated from these organoids remain immature compared to primary human hepatocytes (PHHs), which are the benchmark in the field. Here, we applied integrative single-cell transcriptome and chromatin accessibility analysis to reveal gene regulatory mechanisms underlying these differences. We found that, in mature human hepatocytes, activator protein 1 (AP-1) factors co-occupy regulatory regions with hepatocyte-specific transcription factors, including HNF4A, suggesting their potential cooperation in governing hepatic gene expression. Comparative analysis identified distinct transcription factor sets that are specifically active in either PHHs or intrahepatic cholangiocyte organoid (ICO)-derived human hepatocytes. ELF3 was one of the factors uniquely expressed in ICO-derived hepatocytes, and its expression negatively correlated with hepatic marker gene expression. Functional analysis further revealed that ELF3 depletion increased the expression of key hepatic markers in ICO-derived hepatocytes. Our integrative analysis provides insights into the transcriptional regulatory networks of PHHs and hepatic organoids, thereby informing future strategies for developing improved hepatic models.
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Affiliation(s)
- Haoyu Wu
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Science, Radboud University, Nijmegen 6525GA, The Netherlands
| | - Annie S. P. Yang
- Center for Infectious Diseases, Department of Medical Microbiology, Radboud University Medical Center, Nijmegen 6500HB, The Netherlands
| | - Suzan Stelloo
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Science, Radboud University, Nijmegen 6525GA, The Netherlands
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Science, Oncode Institute, Radboud University, Nijmegen 6525GA, The Netherlands
| | - Floris J. M. Roos
- Department of Surgery, Erasmus University Medical Center Transplant Institute, University Medical Center Rotterdam,Rotterdam 3000CA, TheNetherlands
| | - René H. M. te Morsche
- Department of Gastroenterology and Hepatology, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen 6500HB, The Netherlands
| | - Anne H. Verkerk
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Science, Radboud University, Nijmegen 6525GA, The Netherlands
| | - Maria V. Luna-Velez
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Science, Radboud University, Nijmegen 6525GA, The Netherlands
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Science, Oncode Institute, Radboud University, Nijmegen 6525GA, The Netherlands
| | - Laura Wingens
- Department of Molecular Developmental Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University, Nijmegen 6525GA, The Netherlands
| | - Johannes H. W. de Wilt
- Department of Surgery, Radboud University Medical Center, Nijmegen 6500HB, The Netherlands
| | - Robert W. Sauerwein
- Center for Infectious Diseases, Department of Medical Microbiology, Radboud University Medical Center, Nijmegen 6500HB, The Netherlands
| | - Klaas W. Mulder
- Department of Molecular Developmental Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University, Nijmegen 6525GA, The Netherlands
| | - Simon J. van Heeringen
- Department of Molecular Developmental Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University, Nijmegen 6525GA, The Netherlands
| | - Monique M. A. Verstegen
- Department of Surgery, Erasmus University Medical Center Transplant Institute, University Medical Center Rotterdam,Rotterdam 3000CA, TheNetherlands
| | - Luc J. W. van der Laan
- Department of Surgery, Erasmus University Medical Center Transplant Institute, University Medical Center Rotterdam,Rotterdam 3000CA, TheNetherlands
| | - Hendrik Marks
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Science, Radboud University, Nijmegen 6525GA, The Netherlands
| | - Richárd Bártfai
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Science, Radboud University, Nijmegen 6525GA, The Netherlands
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3
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Zhang L, Wu HD, Qian YF, Xu HY. Prevalence of nonalcoholic fatty liver disease in patients with hepatitis B: A meta-analysis. World J Clin Cases 2024; 12:5749-5760. [PMID: 39247728 PMCID: PMC11263053 DOI: 10.12998/wjcc.v12.i25.5749] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Revised: 06/27/2024] [Accepted: 07/03/2024] [Indexed: 07/12/2024] Open
Abstract
BACKGROUND The prevalence of nonalcoholic fatty liver disease (NAFLD) in patients with chronic hepatitis B (CHB) has increased in recent clinical practice; however, the relationship between CHB and hepatic steatosis (HS) remains controversial. AIM To shed light on the potential association between NAFLD and hepatitis B virus (HBV) infection. METHODS We conducted a systematic literature search using multiple databases, including PubMed, the Cochrane Library, Web of Science, and EMBASE, to identify relevant studies. Predefined inclusion criteria were used to determine the eligibility of the studies for further analysis. RESULTS Comprehensive meta-analysis software was used for statistical analysis, which covered 20 studies. The results indicated a lower NAFLD susceptibility in HBV-infected individuals (pooled OR = 0.87; 95%CI = 0.69-1.08; I 2 = 91.1%), with diabetes (P = 0.015), body mass index (BMI; P = 0.010), and possibly age (P = 0.061) as heterogeneity sources. Of note, in four studies (6197 HBV patients), HBV-infected individuals had a reduced NAFLD risk (OR = 0.68, 95%CI = 0.51-0.89, P = 0.006). A positive link between hyperlipidemia and metabolic syndrome emerged in hepatitis B patients, along with specific biochemical indicators, including BMI, creatinine, uric acid, fasting blood glucose, and homeostasis model assessment of insulin resistance. CONCLUSION HBV infection may provide protection against HS; however, the occurrence of HS in patients with HBV infection is associated with metabolic syndrome and specific biochemical parameters.
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Affiliation(s)
- Li Zhang
- Department of Infectious Diseases, Tongde Hospital of Zhejiang Province, Hangzhou 310012, Zhejiang Province, China
| | - Hong-Di Wu
- Department of Infectious Diseases, Tongde Hospital of Zhejiang Province, Hangzhou 310012, Zhejiang Province, China
| | - Yuan-Fang Qian
- Department of Nursing, Tongde Hospital of Zhejiang Province, Hangzhou 310012, Zhejiang Province, China
| | - Hong-Yan Xu
- Department of Nursing, Tongde Hospital of Zhejiang Province, Hangzhou 310012, Zhejiang Province, China
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Nguyen VD, Hughes TR, Zhou Y. From complement to complosome in non-alcoholic fatty liver disease: When location matters. Liver Int 2024; 44:316-329. [PMID: 38010880 DOI: 10.1111/liv.15796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/10/2023] [Revised: 10/21/2023] [Accepted: 11/09/2023] [Indexed: 11/29/2023]
Abstract
Non-alcoholic fatty liver disease (NAFLD) is a growing public health threat and becoming the leading cause of liver transplantation. Nevertheless, no approved specific treatment is currently available for NAFLD. The pathogenesis of NAFLD is multifaceted and not yet fully understood. Accumulating evidence suggests a significant role of the complement system in the development and progression of NAFLD. Here, we provide an overview of the complement system, incorporating the novel concept of complosome, and summarise the up-to-date evidence elucidating the association between complement dysregulation and the pathogenesis of NAFLD. In this process, the extracellular complement system is activated through various pathways, thereby directly contributing to, or working together with other immune cells in the disease development and progression. We also introduce the complosome and assess the evidence that implicates its potential influence in NAFLD through its direct impact on hepatocytes or non-parenchymal liver cells. Additionally, we expound upon how complement system and the complosome may exert their effects in relation with hepatic zonation in NAFLD. Furthermore, we discuss the potential therapeutic implications of targeting the complement system, extracellularly and intracellularly, for NAFLD treatment. Finally, we present future perspectives towards a better understanding of the complement system's contribution to NAFLD.
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Affiliation(s)
- Van-Dien Nguyen
- Division of Infection and Immunity, School of Medicine, Cardiff University, Cardiff, UK
- Systems Immunity Research Institute, Cardiff University, Cardiff, UK
| | - Timothy R Hughes
- Division of Infection and Immunity, School of Medicine, Cardiff University, Cardiff, UK
- Systems Immunity Research Institute, Cardiff University, Cardiff, UK
| | - You Zhou
- Division of Infection and Immunity, School of Medicine, Cardiff University, Cardiff, UK
- Systems Immunity Research Institute, Cardiff University, Cardiff, UK
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5
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Galli R, Siciliano T, Aust D, Korn S, Kirsche K, Baretton GB, Weitz J, Koch E, Riediger C. Label-free multiphoton microscopy enables histopathological assessment of colorectal liver metastases and supports automated classification of neoplastic tissue. Sci Rep 2023; 13:4274. [PMID: 36922643 PMCID: PMC10017791 DOI: 10.1038/s41598-023-31401-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 03/10/2023] [Indexed: 03/18/2023] Open
Abstract
As the state of resection margins is an important prognostic factor after extirpation of colorectal liver metastases, surgeons aim to obtain negative margins, sometimes elaborated by resections of the positive resection plane after intraoperative frozen sections. However, this is time consuming and results sometimes remain unclear during surgery. Label-free multimodal multiphoton microscopy (MPM) is an optical technique that retrieves morpho-chemical information avoiding all staining and that can potentially be performed in real-time. Here, we investigated colorectal liver metastases and hepatic tissue using a combination of three endogenous nonlinear signals, namely: coherent anti-Stokes Raman scattering (CARS) to visualize lipids, two-photon excited fluorescence (TPEF) to visualize cellular patterns, and second harmonic generation (SHG) to visualize collagen fibers. We acquired and analyzed over forty thousand MPM images of metastatic and normal liver tissue of 106 patients. The morphological information with biochemical specificity produced by MPM allowed discriminating normal liver from metastatic tissue and discerning the tumor borders on cryosections as well as formalin-fixed bulk tissue. Furthermore, automated tissue type classification with a correct rate close to 95% was possible using a simple approach based on discriminant analysis of texture parameters. Therefore, MPM has the potential to increase the precision of resection margins in hepatic surgery of metastases without prolonging surgical intervention.
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Affiliation(s)
- Roberta Galli
- Department of Medical Physics and Biomedical Engineering, Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Fetscherstr. 74, 01307, Dresden, Germany.
| | - Tiziana Siciliano
- Center for Regenerative Therapies (CRTD), Technische Universität Dresden, Fetscherstr. 105, 01307, Dresden, Germany
| | - Daniela Aust
- Institute of Pathology, University Hospital Carl Gustav Carus, Medical Faculty, Technische Universität Dresden, Fetscherstr. 74, 01307, Dresden, Germany.,National Center for Tumor Diseases (NCT/UCC), Partner Site Dresden: German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120, Heidelberg, Germany
| | - Sandra Korn
- Department of Visceral, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Fetscherstr. 74, 01307, Dresden, Germany
| | - Katrin Kirsche
- Neurosurgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Fetscherstr. 74, 01307, Dresden, Germany
| | - Gustavo B Baretton
- Institute of Pathology, University Hospital Carl Gustav Carus, Medical Faculty, Technische Universität Dresden, Fetscherstr. 74, 01307, Dresden, Germany.,National Center for Tumor Diseases (NCT/UCC), Partner Site Dresden: German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120, Heidelberg, Germany
| | - Jürgen Weitz
- National Center for Tumor Diseases (NCT/UCC), Partner Site Dresden: German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120, Heidelberg, Germany.,Department of Visceral, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Fetscherstr. 74, 01307, Dresden, Germany
| | - Edmund Koch
- Clinical Sensoring and Monitoring, Department of Anesthesiology and Intensive Care Medicine, Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Fetscherstr. 74, 01307, Dresden, Germany
| | - Carina Riediger
- National Center for Tumor Diseases (NCT/UCC), Partner Site Dresden: German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120, Heidelberg, Germany.,Department of Visceral, Thoracic and Vascular Surgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Fetscherstr. 74, 01307, Dresden, Germany
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6
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Keikha M, Sahebkar A, Jamialahmadi T, Karbalaei M. Metabolic syndromes, hepatitis B virus (HBV), and hepatitis C virus as three factors involved in the development of hepatic steatosis: a systematic review and meta-analysis. REVIEWS AND RESEARCH IN MEDICAL MICROBIOLOGY 2022; 33:139-147. [DOI: 10.1097/mrm.0000000000000303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
Abstract
Background:
In recent years, the increase in prevalence of nonalcoholic fatty liver disease (NAFLD) in patients with viral chronic hepatitis due to hepatitis B virus (HBV) and hepatitis C virus (HCV) has been alarming. The pattern of liver histological changes in patients with HBV and HCV infections resembles those of NAFLD, leading to potential misdiagnosis.
Methods:
Using global databases such as Scopus and PubMed, relevant studies were retrieved and those studies found to be eligible based on inclusion criteria were analyzed. Statistical analysis was done by comprehensive meta-analysis software.
Results:
The results suggested an inverse association between HBV and HCV infections and hepatic steatosis risk, but not significant. The risk of hepatic steatosis in patients with concurrent chronic viral hepatitis is significantly associated performed with metabolic syndrome and biochemical parameters particularly body mass index > 25 kg/m2, arterial hypertension, dyslipidemia, type 2 diabetes, hypertriglyceridemia, and hypercholesterolemia.
Conclusion:
According to the results of the present study, viral hepatitis (viral load) has a protective role against the development of hepatic steatosis. Nevertheless, hepatic steatosis in patients infected with HBV and HCV was associated with metabolic syndrome.
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Affiliation(s)
- Masoud Keikha
- Department of Microbiology and Virology, Faculty of Medicine
| | - Amirhossein Sahebkar
- Biotechnology Research Center, Pharmaceutical Technology Institute, Mashhad University of Medical Sciences, Mashhad
| | - Tannaz Jamialahmadi
- Department of Food Science and Technology, Quchan Branch, Islamic Azad University, Quchan
- Department of Nutrition, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad
| | - Mohsen Karbalaei
- Department of Microbiology and Virology, School of Medicine, Jiroft University of Medical Sciences, Jiroft, Iran
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7
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Assessment of Ultra-Early-Stage Liver Fibrosis in Human Non-Alcoholic Fatty Liver Disease by Second-Harmonic Generation Microscopy. Int J Mol Sci 2022; 23:ijms23063357. [PMID: 35328778 PMCID: PMC8949080 DOI: 10.3390/ijms23063357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 03/15/2022] [Accepted: 03/18/2022] [Indexed: 12/10/2022] Open
Abstract
Non-alcoholic fatty liver disease (NAFLD) is associated with the chronic progression of fibrosis. In general, the progression of liver fibrosis is determined by a histopathological assessment with a collagen-stained section; however, the ultra-early stage of liver fibrosis is challenging to identify because of the low sensitivity in the collagen-selective staining method. In the present study, we demonstrate the feasibility of second-harmonic generation (SHG) microscopy in the histopathological diagnosis of the liver of NAFLD patients for the quantitative assessment of the ultra-early stage of fibrosis. We investigated four representative NAFLD patients with early stages of fibrosis. SHG microscopy visualised well-matured fibrotic structures and early fibrosis diffusely involving liver tissues, whereas early fibrosis is challenging to be identified by conventional histopathological methods. Furthermore, the SHG emission directionality analysis revealed the maturation of each collagen fibre of each patient. As a result, SHG microscopy is feasible for assessing liver fibrosis on NAFLD patients, including the ultra-early stage of liver fibrosis that is difficult to diagnose by the conventional histopathological method. The assessment method of the ultra-early fibrosis by using SHG microscopy may serve as a crucial means for pathological, clinical, and prognostic diagnosis of NAFLD patients.
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8
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Hong JJ, Hu KL, Mao JC, Lin MY. Two mixed-ligand Cu(II) complexes: crystal structures and treatment activity on nonalcoholic fatty liver disease (NAFLD). INORG NANO-MET CHEM 2021. [DOI: 10.1080/24701556.2021.1963280] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- Jin-Jing Hong
- Department of Infectious Disease, The First People’s Hospital of Wenling, Wenling, Zhejiang, China
| | - Kai-Lun Hu
- Department of Emergency, Taizhou Hospital, Wenzhou Medical University, Taizhou, Zhejiang, China
| | - Jin-Chao Mao
- Department of Infectious Disease, The First People’s Hospital of Wenling, Wenling, Zhejiang, China
| | - Miao-Yao Lin
- Department of Infectious Disease, The First People’s Hospital of Wenling, Wenling, Zhejiang, China
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9
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Shi YW, Yang RX, Fan JG. Chronic hepatitis B infection with concomitant hepatic steatosis: Current evidence and opinion. World J Gastroenterol 2021; 27:3971-3983. [PMID: 34326608 PMCID: PMC8311534 DOI: 10.3748/wjg.v27.i26.3971] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2021] [Revised: 04/28/2021] [Accepted: 05/27/2021] [Indexed: 02/06/2023] Open
Abstract
With the increasing incidence of obesity and metabolic syndrome worldwide, concomitant nonalcoholic fatty liver disease (NAFLD) in patients with chronic hepatitis B (CHB) has become highly prevalent. The risk of dual etiologies, outcome, and mechanism of CHB with concomitant NAFLD have not been fully characterized. In this review, we assessed the overlapping prevalence of metabolic disorders and CHB, assessed the risk of advanced fibrosis/hepatocellular carcinoma in CHB patients concomitant with NAFLD, and discussed the remaining clinical issues to be addressed in the outcome of such patients. We also explored the possible roles of hepatitis B virus in the development of steatosis and discussed difficultiesof histological evaluation. For CHB patients, it is important to address concomitant NAFLD through lifestyle management and disease screening to achieve better prognoses. The assessment of progressive changes and novel therapies for CHB patients concomitant with NAFLD deserve further research.
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Affiliation(s)
- Yi-Wen Shi
- Center for Fatty Liver, Department of Gastroenterology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai Key Lab of Pediatric Gastroenterology and Nutrition, Shanghai 200092, China
| | - Rui-Xu Yang
- Center for Fatty Liver, Department of Gastroenterology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai Key Lab of Pediatric Gastroenterology and Nutrition, Shanghai 200092, China
| | - Jian-Gao Fan
- Center for Fatty Liver, Department of Gastroenterology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai Key Lab of Pediatric Gastroenterology and Nutrition, Shanghai 200092, China
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10
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Khan SR, Al Rijjal D, Piro A, Wheeler MB. Integration of AI and traditional medicine in drug discovery. Drug Discov Today 2021; 26:982-992. [PMID: 33476566 DOI: 10.1016/j.drudis.2021.01.008] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Revised: 12/01/2020] [Accepted: 01/11/2021] [Indexed: 11/24/2022]
Abstract
AI integration in plant-based traditional medicine could be used to overcome drug discovery challenges.
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Affiliation(s)
- Saifur R Khan
- Endocrine and Diabetes Platform, Department of Physiology, University of Toronto, Medical Sciences Building, Room 3352, 1 King's College Circle, Toronto, ON M5S 1A8, Canada; Advanced Diagnostics, Metabolism, Toronto General Hospital Research Institute, Toronto, ON, Canada.
| | - Dana Al Rijjal
- Endocrine and Diabetes Platform, Department of Physiology, University of Toronto, Medical Sciences Building, Room 3352, 1 King's College Circle, Toronto, ON M5S 1A8, Canada; Advanced Diagnostics, Metabolism, Toronto General Hospital Research Institute, Toronto, ON, Canada
| | - Anthony Piro
- Endocrine and Diabetes Platform, Department of Physiology, University of Toronto, Medical Sciences Building, Room 3352, 1 King's College Circle, Toronto, ON M5S 1A8, Canada; Advanced Diagnostics, Metabolism, Toronto General Hospital Research Institute, Toronto, ON, Canada
| | - Michael B Wheeler
- Endocrine and Diabetes Platform, Department of Physiology, University of Toronto, Medical Sciences Building, Room 3352, 1 King's College Circle, Toronto, ON M5S 1A8, Canada; Advanced Diagnostics, Metabolism, Toronto General Hospital Research Institute, Toronto, ON, Canada
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