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Matboli M, Abdelbaky I, Khaled A, Khaled R, Hamady S, Farid LM, Abouelkhair MB, El-Attar NE, Farag Fathallah M, Abd El Hamid MS, Elmakromy GM, Ali M. Machine learning based identification potential feature genes for prediction of drug efficacy in nonalcoholic steatohepatitis animal model. Lipids Health Dis 2024; 23:266. [PMID: 39182075 PMCID: PMC11344433 DOI: 10.1186/s12944-024-02231-9] [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: 05/05/2024] [Accepted: 07/30/2024] [Indexed: 08/27/2024] Open
Abstract
BACKGROUND Nonalcoholic Steatohepatitis (NASH) results from complex liver conditions involving metabolic, inflammatory, and fibrogenic processes. Despite its burden, there has been a lack of any approved food-and-drug administration therapy up till now. PURPOSE Utilizing machine learning (ML) algorithms, the study aims to identify reliable potential genes to accurately predict the treatment response in the NASH animal model using biochemical and molecular markers retrieved using bioinformatics techniques. METHODS The NASH-induced rat models were administered various microbiome-targeted therapies and herbal drugs for 12 weeks, these drugs resulted in reducing hepatic lipid accumulation, liver inflammation, and histopathological changes. The ML model was trained and tested based on the Histopathological NASH score (HPS); while (0-4) HPS considered Improved NASH and (5-8) considered non-improved, confirmed through rats' liver histopathological examination, incorporates 34 features comprising 20 molecular markers (mRNAs-microRNAs-Long non-coding-RNAs) and 14 biochemical markers that are highly enriched in NASH pathogenesis. Six different ML models were used in the proposed model for the prediction of NASH improvement, with Gradient Boosting demonstrating the highest accuracy of 98% in predicting NASH drug response. FINDINGS Following a gradual reduction in features, the outcomes demonstrated superior performance when employing the Random Forest classifier, yielding an accuracy of 98.4%. The principal selected molecular features included YAP1, LATS1, NF2, SRD5A3-AS1, FOXA2, TEAD2, miR-650, MMP14, ITGB1, and miR-6881-5P, while the biochemical markers comprised triglycerides (TG), ALT, ALP, total bilirubin (T. Bilirubin), alpha-fetoprotein (AFP), and low-density lipoprotein cholesterol (LDL-C). CONCLUSION This study introduced an ML model incorporating 16 noninvasive features, including molecular and biochemical signatures, which achieved high performance and accuracy in detecting NASH improvement. This model could potentially be used as diagnostic tools and to identify target therapies.
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Affiliation(s)
- Marwa Matboli
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt.
| | - Ibrahim Abdelbaky
- Artificial Intelligence Department, Faculty of Computers and Artificial Intelligence, Benha University, Benha City, Egypt
| | - Abdelrahman Khaled
- Bioinformatics Group, Center of Informatics Sciences (CIS), School of Information Technology and Computer Sciences, Nile University, Giza, Egypt
| | - Radwa Khaled
- Biotechnology/Biomolecular Chemistry Department, Faculty of Science, Cairo University, Cairo, Egypt
- Basic Sciences Department, Modern University for Technology and Information, Cairo, Egypt
| | | | - Laila M Farid
- Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | | | - Noha E El-Attar
- Information System Department, Faculty of Computers and Artificial Intelligence, Benha University, Benha City, Egypt
- Faculty of Artificial Intelligence, Delta University for Science and Technology, Gamasa, 35712, Egypt
| | - Mohamed Farag Fathallah
- Medical Pathology Department, Faculty of Medicine, Cairo University, Cairo, Egypt
- Medical Physiology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | - Manal S Abd El Hamid
- Medical Physiology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | - Gena M Elmakromy
- Endocrinology & Diabetes Mellitus Unit, Department of Internal Medicine, Badr University in Cairo, Badr City, Egypt
| | - Marwa Ali
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
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Zhao HW, Zhang JL, Liu FQ, Yue ZD, Wang L, Zhang Y, Dong CB, Wang ZC. Alterations in the gut microbiome after transjugular intrahepatic portosystemic shunt in patients with hepatitis B virus-related portal hypertension. World J Gastroenterol 2024; 30:3668-3679. [PMID: 39193001 PMCID: PMC11346157 DOI: 10.3748/wjg.v30.i31.3668] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Revised: 07/11/2024] [Accepted: 08/02/2024] [Indexed: 08/13/2024] Open
Abstract
BACKGROUND Gut microbiota (GM) affects the progression and response to treatment in liver diseases. The GM composition is diverse and associated with different etiologies of liver diseases. Notably, alterations in GM alterations are observed in patients with portal hypertension (PH) secondary to cirrhosis, with hepatitis B virus (HBV) infection being a major cause of cirrhosis in China. Thus, understanding the role of GM alterations in patients with HBV infection-related PH is essential. AIM To evaluate GM alterations in patients with HBV-related PH after transjugular intrahepatic portosystemic shunt (TIPS) placement. METHODS This was a prospective, observational clinical study. There were 30 patients (with a 100% technical success rate) recruited in the present study. Patients with esophagogastric variceal bleeding due to HBV infection-associated PH who underwent TIPS were enrolled. Stool samples were obtained before and one month after TIPS treatment, and GM was analyzed using 16S ribosomal RNA amplicon sequencing. RESULTS One month after TIPS placement, 8 patients developed hepatic encephalopathy (HE) and were assigned to the HE group; the other 22 patients were assigned to the non-HE group. There was no substantial disparity in the abundance of GM at the phylum level between the two groups, regardless of TIPS treatment (all, P > 0.05). However, following TIPS placement, the following results were observed: (1) The abundance of Haemophilus and Eggerthella increased, whereas that of Anaerostipes, Dialister, Butyricicoccus, and Oscillospira declined in the HE group; (2) The richness of Eggerthella, Streptococcus, and Bilophila increased, whereas that of Roseburia and Ruminococcus decreased in the non-HE group; and (3) Members from the pathogenic genus Morganella appeared in the HE group but not in the non-HE group. CONCLUSION Intestinal microbiota-related synergism may predict the risk of HE following TIPS placement in patients with HBV-related PH. Prophylactic microbiome therapies may be useful for preventing and treating HE after TIPS placement.
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Affiliation(s)
- Hong-Wei Zhao
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing 100050, China
- Department of Radiology, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China
| | - Jin-Long Zhang
- Department of Radiology, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China
| | - Fu-Quan Liu
- Department of Interventional Radiology, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
| | - Zhen-Dong Yue
- Department of Interventional Radiology, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
| | - Lei Wang
- Department of Interventional Radiology, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
| | - Yu Zhang
- Department of Interventional Radiology, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
| | - Cheng-Bin Dong
- Department of Interventional Radiology, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
| | - Zhen-Chang Wang
- Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing 100050, China
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3
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Ortiz-López N, Madrid AM, Aleman L, Zazueta A, Smok G, Valenzuela-Pérez L, Poniachik J, Beltrán CJ. Small intestinal bacterial overgrowth in obese patients with biopsy-confirmed metabolic dysfunction-associated steatotic liver disease: a cross-sectional study. Front Med (Lausanne) 2024; 11:1376148. [PMID: 38854668 PMCID: PMC11157043 DOI: 10.3389/fmed.2024.1376148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Accepted: 04/15/2024] [Indexed: 06/11/2024] Open
Abstract
Background/aims The metabolic dysfunction-associated steatotic liver disease (MASLD) and obesity are frequent comorbidities with a high prevalence worldwide. Their pathogenesis are multifactorial, including intestinal dysbiosis. The role of small intestinal bacterial overgrowth (SIBO) in MASLD progression in obese patients remains unknown. We aimed to determine the association between SIBO and the severity of MASLD in obese patients. Methods An observational and cross-sectional study was conducted in obese patients, diagnosed with or without MASLD by liver biopsy. Metabolic dysfunction-associated steatotic liver (MASL), metabolic dysfunction-associated steatohepatitis without fibrosis (MASH-NF), MASH with fibrosis (MASH-F), or without MASLD (control subjects, CS) were identified by presence of steatosis, portal and lobular inflammation, and fibrosis. SIBO was determined by standardized lactulose breath tests. Results A total of 59 patients with MASLD, 16 with MASL, 20 with MASH-NF, 23 with MASH-F, and 14 CS were recruited. Higher percentages of SIBO were observed in MASLD patients (44.2%) compared to CS (14.2%; p = 0.0363). Interestingly, MASH-F showed higher percentages of SIBO (65.2%) in comparison to non-fibrotic MASLD (33.3%; p = 0.0165). The presence of SIBO was not correlated with the level of hepatic steatosis in MASLD patients. Conclusions A positive correlation between MASLD and SIBO in obese patients was principally explained by the presence of liver fibrosis. Our findings suggest a pathogenic role of intestinal dysbiosis in the progression of MASLD. Future research will elucidate the underlying mechanisms of SIBO in MASLD advancement.
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Affiliation(s)
- Nicolás Ortiz-López
- Faculty of Medicine, Universidad de Chile, Santiago, Chile
- Laboratory of Inmunogatroenterology, Section of Gastroenterology, Department of Medicine, Hospital Clínico Universidad de Chile, Santiago, Chile
- Section of Internal Medicine, Department of Medicine, Hospital Clínico Universidad de Chile, Santiago, Chile
| | - Ana María Madrid
- Section of Gastroenterology, Department of Medicine, Hospital Clínico Universidad de Chile, Santiago, Chile
| | - Larissa Aleman
- Faculty of Medicine, Universidad de Chile, Santiago, Chile
- Laboratory of Inmunogatroenterology, Section of Gastroenterology, Department of Medicine, Hospital Clínico Universidad de Chile, Santiago, Chile
| | | | - Gladys Smok
- Department of Pathologist Anatomy, Hospital Clínico Universidad de Chile, Santiago, Chile
| | | | - Jaime Poniachik
- Section of Gastroenterology, Department of Medicine, Hospital Clínico Universidad de Chile, Santiago, Chile
| | - Caroll J. Beltrán
- Faculty of Medicine, Universidad de Chile, Santiago, Chile
- Laboratory of Inmunogatroenterology, Section of Gastroenterology, Department of Medicine, Hospital Clínico Universidad de Chile, Santiago, Chile
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4
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Yang Y, He Y, Yang X, Qiao Y, Yi G, Fan W, Liu H, Tong M. Effect of Trichinella spiralis-Derived Antigens on Nonalcoholic Fatty Liver Disease Induced by High-Fat Diet in Mice. ACS Pharmacol Transl Sci 2024; 7:432-444. [PMID: 38357280 PMCID: PMC10863434 DOI: 10.1021/acsptsci.3c00276] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 12/27/2023] [Accepted: 12/29/2023] [Indexed: 02/16/2024]
Abstract
Nonalcoholic fatty liver disease (NAFLD) is a liver disease characterized by hepatic steatosis, inflammation, and fibrosis, as well as gut dysbiosis. No approved effective therapeutic medicine is available to date for NAFLD. Helminth therapy is believed to be a novel direction and therapeutic strategy for NAFLD. Our previous study showed that Trichinella spiralis-derived antigens (TsAg) had the potential for partially alleviating obesity via regulating gut microbiota. However, the effect of TsAg on NAFLD remains unclear. In this study, high-fat diet (HFD)-induced model mice were treated with TsAg and microbiota transplantation experiments, and alterations in the pathogenesis of nonalcoholic liver disease were assessed. The results showed that TsAg markedly reduced hepatic steatosis, improved insulin resistance, and regulated the abnormal expression of hepatic lipid-related genes. Of note, TsAg ameliorated hepatic inflammation by decreasing pro-inflammatory TNF-α and IL-1β, suppressing hepatic macrophage infiltration, as well as promoting M2 macrophage polarization. Moreover, TsAg reversed gut dysbiosis, as especially indicated by an increase in beneficial bacteria (e.g., Akkermansiaceae and Rikenellaceae). Furthermore, our study found that TsAg reduced LPS hepatic translocation and hepatic TLR4/NF-κB signaling, which further contributed to inhibiting hepatic inflammation. In addition, TsAg inhibited hepatic oxidative stress involving Nrf2/NQO-1 signaling. Microbiota transplantation showed that TsAg-altered microbiota is sufficient to confer protection against NAFLD in HFD-induced mice. Overall, these findings suggest that TsAg involving gut-liver axis and Nrf2/NQO-1 signaling is a novel promising candidate for NAFLD treatment. TsAg restores intestinal microbiota and intestinal barrier to inhibit bacteria and LPS translocation into the liver, contributing to reduce inflammation, oxidative stress, and hepatic steatosis in the liver of NAFLD mice. The effects were attributed to, at least in part, the inactivation of NF-κB pathway and the activation of Nrf-2/NQO-1 pathway. This study provides new insights for understanding immune modulation by T. spiralis-derived products as well as the potential application of TsAg as a modality for NAFLD.
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Affiliation(s)
- Yong Yang
- School
of Basic Medical Sciences, Shanxi Medical
University, Jinzhong 030619, China
- Key
Laboratory of Cellular Physiology, Ministry of Education, and Shanxi
Key Laboratory of Cellular Physiology, Shanxi
Medical University, Taiyuan 030001, China
| | - Yanzhao He
- School
of Basic Medical Sciences, Shanxi Medical
University, Jinzhong 030619, China
| | - Xiaodan Yang
- School
of Basic Medical Sciences, Shanxi Medical
University, Jinzhong 030619, China
| | - Yuyu Qiao
- School
of Basic Medical Sciences, Shanxi Medical
University, Jinzhong 030619, China
| | - Gaoqin Yi
- School
of Basic Medical Sciences, Shanxi Medical
University, Jinzhong 030619, China
| | - Weiping Fan
- School
of Basic Medical Sciences, Shanxi Medical
University, Jinzhong 030619, China
- Key
Laboratory of Cellular Physiology, Ministry of Education, and Shanxi
Key Laboratory of Cellular Physiology, Shanxi
Medical University, Taiyuan 030001, China
| | - Hongli Liu
- School
of Basic Medical Sciences, Shanxi Medical
University, Jinzhong 030619, China
- Key
Laboratory of Cellular Physiology, Ministry of Education, and Shanxi
Key Laboratory of Cellular Physiology, Shanxi
Medical University, Taiyuan 030001, China
| | - Mingwei Tong
- School
of Basic Medical Sciences, Shanxi Medical
University, Jinzhong 030619, China
- Key
Laboratory of Cellular Physiology, Ministry of Education, and Shanxi
Key Laboratory of Cellular Physiology, Shanxi
Medical University, Taiyuan 030001, China
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Zhao Y, Li C, Luan Z, Chen J, Wang C, Jing Y, Qi S, Zhao Z, Zhang H, Wu J, Chen Y, Li Z, Zhao B, Wang S, Yang Y, Sun G. Lactobacillus oris improves non-alcoholic fatty liver in mice and inhibits endogenous cholesterol biosynthesis. Sci Rep 2023; 13:12946. [PMID: 37558739 PMCID: PMC10412569 DOI: 10.1038/s41598-023-38530-x] [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: 09/01/2022] [Accepted: 07/10/2023] [Indexed: 08/11/2023] Open
Abstract
We previously confirmed that a strain of Lactobacillus oris isolated from the fecal samples of healthy Hainan centenarian having potent lipid-lowering ability in HepG2 cells; and this study was to investigate the effect of the stain on non-alcoholic fatty liver in mice in vivio. The Lactobacillus oris strain isolated from Hainan centenarian fecal samples were frozen stored in our laboratory. Thirty ob/ob mice (10 in each group) were orally gavaged with Lactobacillus oris (Lactobacillus, 5 × 109 cfu), mixed probiotics (Mixed, 5 × 109 cfu, a mixture with known lipid-lowering ability), or culture medium (Control) respectively. Lactobacillus oris isolated from fecal samples of Hainan centenarians showed significantly in vivo lipid lowering ability compared with the controls, and the ability was comparable with mixed probiotics strains in mice The possible mechanisms of lipid-lowering of probiotics and Lactobacillus oris may be associated with HMGR inhibition to suppress the synthesis of endogenous cholesterol; bile acids reabsorption, and intestinal FXR-FGF15 signaling pathways promoting the cholesterol conversion into bile acids secretion.
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Affiliation(s)
- Yiming Zhao
- Department of Gastroenterology and Hepatology, Hainan Hospital of PLA General Hospital, Sanya, 572013, China
| | - Congyong Li
- Sixth Health Care Department, Second Medical Center of PLA General Hospital, Beijing, 100853, China
| | - Zhe Luan
- Department of Gastroenterology and Hepatology, First Medical Center of PLA General Hospital, Beijing, 100853, China
| | - Jun Chen
- Unit 91917, Beijing, 102401, China
| | - Cong Wang
- Emergency Department, Tianjin First Central Hospital, Tianjin, 300192, China
| | - Yujia Jing
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, China
| | - Shirui Qi
- Emergency Department, Tianjin First Central Hospital, Tianjin, 300192, China
| | - Zhizhuang Zhao
- Department of Gastroenterology and Hepatology, Hainan Hospital of PLA General Hospital, Sanya, 572013, China
| | - Hanwen Zhang
- Department of Gastroenterology and Hepatology, First Medical Center of PLA General Hospital, Beijing, 100853, China
| | - Junling Wu
- Department of Gastroenterology and Hepatology, First Medical Center of PLA General Hospital, Beijing, 100853, China
| | - Yi Chen
- Department of Gastroenterology and Hepatology, First Medical Center of PLA General Hospital, Beijing, 100853, China
| | - Zhuanyu Li
- Beijing QuantiHealth Technology Co., Ltd., Beijing, 100070, China
| | - Bowen Zhao
- Beijing QuantiHealth Technology Co., Ltd., Beijing, 100070, China
| | - Shufang Wang
- Department of Gastroenterology and Hepatology, First Medical Center of PLA General Hospital, Beijing, 100853, China.
| | - Yunsheng Yang
- Department of Gastroenterology and Hepatology, First Medical Center of PLA General Hospital, Beijing, 100853, China.
| | - Gang Sun
- Department of Gastroenterology and Hepatology, First Medical Center of PLA General Hospital, Beijing, 100853, China.
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Wang GY, Zhang XY, Wang CJ, Guan YF. Emerging novel targets for nonalcoholic fatty liver disease treatment: Evidence from recent basic studies. World J Gastroenterol 2023; 29:75-95. [PMID: 36683713 PMCID: PMC9850950 DOI: 10.3748/wjg.v29.i1.75] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 11/29/2022] [Accepted: 12/14/2022] [Indexed: 01/04/2023] Open
Abstract
Nonalcoholic fatty liver disease (NAFLD), a leading chronic disease worldwide, affects approximately a quarter of the global population. Nonalcoholic steatohepatitis (NASH) is an advanced form of NAFLD and is more likely to progress to liver fibrosis than simple steatosis. NASH is also identified as the most rapidly growing cause of hepatocellular carcinoma. Although in the past decade, several phase II/III clinical trials have shown promising results in the use of novel drugs targeting lipid synthase, farnesoid X receptor signaling, peroxisome proliferator-activated receptor signaling, hepatocellular injury, and inflammatory signaling, proven pharmaceutical agents to treat NASH are still lacking. Thus, continuous exploration of the mechanism underlying the pathogenesis of NAFLD and the identification of novel therapeutic targets remain urgent tasks in the field. In the current review, we summarize studies reported in recent years that not only provide new insights into the mechanisms of NAFLD development but also explore the possibility of treating NAFLD by targeting newly identified signaling pathways. We also discuss evidence focusing on the intrahepatic targets involved in the pathogenesis of NAFLD as well as extrahepatic targets affecting liver metabolism and function.
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Affiliation(s)
- Guang-Yan Wang
- Department of Physiology and Pathophysiology, Tianjin Medical University, Tianjin 300070, China
- The Province and Ministry Co-sponsored Collaborative Innovation Center for Medical Epigenetics, Tianjin 300070, China
- NHC Key Laboratory of Hormones and Development, Chu Hsien-I Memorial Hospital and Tianjin Institute of Endocrinology, Tianjin 300070, China
| | - Xiao-Yan Zhang
- Health Science Center, East China Normal University, Shanghai 200241, China
| | - Chun-Jiong Wang
- Department of Physiology and Pathophysiology, Tianjin Medical University, Tianjin 300070, China
- The Province and Ministry Co-sponsored Collaborative Innovation Center for Medical Epigenetics, Tianjin 300070, China
- NHC Key Laboratory of Hormones and Development, Chu Hsien-I Memorial Hospital and Tianjin Institute of Endocrinology, Tianjin 300070, China
| | - You-Fei Guan
- Advanced Institute for Medical Sciences, Dalian Medical University, Dalian 116044, Liaoning Province, China
- Department of Physiology and Pathophysiology, School of Basic Medical Sciences, Dalian Medical University, Dalian 116044, Liaoning Province, China
- Dalian Key Laboratory for Nuclear Receptors in Major Metabolic Diseases, Dalian 116044, Liaoning Province, China
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Peng D, Tian W, An M, Chen Y, Zeng W, Zhu S, Li P, Du B. Characterization of antidiabetic effects of Dendrobium officinale derivatives in a mouse model of type 2 diabetes mellitus. Food Chem 2023; 399:133974. [DOI: 10.1016/j.foodchem.2022.133974] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 08/01/2022] [Accepted: 08/15/2022] [Indexed: 11/29/2022]
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8
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Oh KK, Choi YR, Gupta H, Ganesan R, Sharma SP, Won SM, Jeong JJ, Lee SB, Cha MG, Kwon GH, Kim DJ, Suk KT. Identification of Gut Microbiome Metabolites via Network Pharmacology Analysis in Treating Alcoholic Liver Disease. Curr Issues Mol Biol 2022; 44:3253-3266. [PMID: 35877448 PMCID: PMC9316215 DOI: 10.3390/cimb44070224] [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: 06/17/2022] [Revised: 07/15/2022] [Accepted: 07/17/2022] [Indexed: 12/03/2022] Open
Abstract
Alcoholic liver disease (ALD) is linked to a broad spectrum of diseases, including diabetes, hypertension, atherosclerosis, and even liver carcinoma. The ALD spectrum includes alcoholic fatty liver disease (AFLD), alcoholic hepatitis, and cirrhosis. Most recently, some reports demonstrated that the pathogenesis of ALD is strongly associated with metabolites of human microbiota. AFLD was the onset of disease among ALDs, the initial cause of which is alcohol consumption. Thus, we analyzed the significant metabolites of microbiota against AFLD via the network pharmacology concept. The metabolites from microbiota were retrieved by the gutMGene database; sequentially, AFLD targets were identified by public databases (DisGeNET, OMIM). The final targets were utilized for protein–protein interaction (PPI) networks and signaling pathway analyses. Then, we performed a molecular docking test (MDT) to verify the affinity between metabolite(s) and target(s) utilizing the Autodock 1.5.6 tool. From a holistic viewpoint, we integrated the relationships of microbiota-signaling pathways-targets-metabolites (MSTM) using the R Package. We identified the uppermost six key targets (TLR4, RELA, IL6, PPARG, COX-2, and CYP1A2) against AFLD. The PPI network analysis revealed that TLR4, RELA, IL6, PPARG, and COX-2 had equivalent degrees of value (4); however, CYP1A2 had no associations with the other targets. The bubble chart showed that the PI3K-Akt signaling pathway in nine signaling pathways might be the most significant mechanism with antagonistic functions in the treatment of AFLD. The MDT confirmed that Icaritin is a promising agent to bind stably to RELA (known as NF-Κb). In parallel, Bacterium MRG-PMF-1, the PI3K-Akt signaling pathway, RELA, and Icaritin were the most significant components against AFLD in MSTM networks. In conclusion, we showed that the Icaritin–RELA complex on the PI3K-Akt signaling pathway by bacterial MRG-PMF-1 might have promising therapeutic effects against AFLD, providing crucial evidence for further research.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | - Ki-Tae Suk
- Correspondence: ; Tel.: +82-10-5365-5700; Fax: +82-033-248-3481
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9
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Glucocorticosteroids and the Risk of NAFLD in Inflammatory Bowel Disease. Can J Gastroenterol Hepatol 2022; 2022:4344905. [PMID: 35600209 PMCID: PMC9117063 DOI: 10.1155/2022/4344905] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Accepted: 04/13/2022] [Indexed: 02/08/2023] Open
Abstract
Each year, the incidence of nonalcoholic fatty liver (NAFLD) disease increases. NAFLD is a chronic disease. One of the most common causes of NAFLD is an inadequate lifestyle, which is characterized by a lack or low physical activity and eating highly processed foods rich in saturated fat and salt and containing low amount of fiber. Moreover, disturbances in intestinal microbiome and the use of certain drugs may predispose to NAFLD. NAFLD is an increasingly described disease in patients with inflammatory bowel disease (IBD). Recent data also indicate a frequent coexistence of metabolic syndrome in this group of patients. Certain groups of drugs also increase the risk of developing inflammation, liver fibrosis, and cirrhosis. Particularly important in the development of NAFLD are steroids, which are used in the treatment of many diseases, for example, IBD. NAFLD is one of the most frequent parenteral manifestations of the disease in IBD patients. However, there is still insufficient information on what dose and exposure time of selected types of steroids may lead to the development of NAFLD. It is necessary to conduct further research in this direction. Therefore, patients with IBD should be constantly monitored for risk factors for the development of NAFLD.
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A Low Glycemic Index Mediterranean Diet Combined with Aerobic Physical Activity Rearranges the Gut Microbiota Signature in NAFLD Patients. Nutrients 2022; 14:nu14091773. [PMID: 35565740 PMCID: PMC9101735 DOI: 10.3390/nu14091773] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Revised: 04/15/2022] [Accepted: 04/20/2022] [Indexed: 02/06/2023] Open
Abstract
Non-alcoholic fatty liver disease (NAFLD) is the most common liver disease, and its prevalence worldwide is increasing. Several studies support the pathophysiological role of the gut–liver axis, where specific signal pathways are finely tuned by intestinal microbiota both in the onset and progression of NAFLD. In the present study, we investigate the impact of different lifestyle interventions on the gut microbiota composition in 109 NAFLD patients randomly allocated to six lifestyle intervention groups: Low Glycemic Index Mediterranean Diet (LGIMD), aerobic activity program (ATFIS_1), combined activity program (ATFIS_2), LGIMD plus ATFIS_1 or ATFIS2 and Control Diet based on CREA-AN (INRAN). The relative abundances of microbial taxa at all taxonomic levels were explored in all the intervention groups and used to cluster samples based on a statistical approach, relying both on the discriminant analysis of principal components (DAPCs) and on a linear regression model. Our analyses reveal important differences when physical activity and the Mediterranean diet are merged as treatment and allow us to identify the most statistically significant taxa linked with liver protection. These findings agree with the decreased ‘controlled attenuation parameter’ (CAP) detected in the LGIMD-ATFIS_1 group, measured using FibroScan®. In conclusion, our study demonstrates the synergistic effect of lifestyle interventions (diet and/or physical activity programs) on the gut microbiota composition in NAFLD patients.
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11
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Kim JE, Lee JY, Kang CH. Limosilactobacillus fermentum MG4295 Improves Hyperglycemia in High-Fat Diet-Induced Mice. Foods 2022; 11:foods11020231. [PMID: 35053962 PMCID: PMC8774940 DOI: 10.3390/foods11020231] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 01/11/2022] [Accepted: 01/14/2022] [Indexed: 12/15/2022] Open
Abstract
Hyperglycemia due to uncontrolled glucose regulation is widely known as cause of diabetes, non-alcoholic fatty liver disease (NAFLD), and other complications. NAFLD refers to a condition in which fat is excessively accumulated, whether inflamed or not, and has caused serious medical problems in recent years. The aim of this study was to explore the antihyperglycemia effects of Limosilactobacillus fermentum MG4295 (L. fermentum MG4295) in high-fat diet (HFD)-induced in vivo. We demonstrated the suitability of L. fermentum MG4295 as a probiotic by observing its stability, survivability, and proliferation under simulated gastrointestinal conditions, and safety, antibiotic susceptibility, hemolysis, and enzyme activity. The potential antihyperglycemic activity of L. fermentum MG4295 was investigated in an HFD and sugar-water-induced mouse model. Administration of this strain for 12 weeks showed an improved trend in glucose tolerance, insulin, alanine amino transferase, total cholesterol, low-density lipoprotein cholesterol, and glucagon-like peptide-1. Histopathological analysis revealed that L. fermentum MG4295 significantly reduced the histopathological scores of hepatic steatosis, inflammation, and hepatocellular hypertrophy in liver tissues and lipid content in adipose tissues. Administration of L. fermentum MG4295 upregulated IRS-1, AKT, and GLUT4 and downregulated G6Pc and PEPCK expression in liver and/or muscle tissues. Our results suggest that L. fermentum MG4295 can improve hyperglycemia. Furthermore, it can be used as a dietary functional supplement to manage blood glucose.
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12
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Masoodi M, Gastaldelli A, Hyötyläinen T, Arretxe E, Alonso C, Gaggini M, Brosnan J, Anstee QM, Millet O, Ortiz P, Mato JM, Dufour JF, Orešič M. Metabolomics and lipidomics in NAFLD: biomarkers and non-invasive diagnostic tests. Nat Rev Gastroenterol Hepatol 2021; 18:835-856. [PMID: 34508238 DOI: 10.1038/s41575-021-00502-9] [Citation(s) in RCA: 237] [Impact Index Per Article: 59.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/15/2021] [Indexed: 02/07/2023]
Abstract
Nonalcoholic fatty liver disease (NAFLD) is one of the most common liver diseases worldwide and is often associated with aspects of metabolic syndrome. Despite its prevalence and the importance of early diagnosis, there is a lack of robustly validated biomarkers for diagnosis, prognosis and monitoring of disease progression in response to a given treatment. In this Review, we provide an overview of the contribution of metabolomics and lipidomics in clinical studies to identify biomarkers associated with NAFLD and nonalcoholic steatohepatitis (NASH). In addition, we highlight the key metabolic pathways in NAFLD and NASH that have been identified by metabolomics and lipidomics approaches and could potentially be used as biomarkers for non-invasive diagnostic tests. Overall, the studies demonstrated alterations in amino acid metabolism and several aspects of lipid metabolism including circulating fatty acids, triglycerides, phospholipids and bile acids. Although we report several studies that identified potential biomarkers, few have been validated.
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Affiliation(s)
- Mojgan Masoodi
- Institute of Clinical Chemistry, Bern University Hospital, Bern, Switzerland.
| | | | - Tuulia Hyötyläinen
- School of Natural Sciences and Technology, Örebro University, Örebro, Sweden
| | - Enara Arretxe
- OWL Metabolomics, Bizkaia Technology Park, Derio, Spain
| | | | | | | | - Quentin M Anstee
- Clinical & Translational Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Oscar Millet
- Precision Medicine & Metabolism, CIC bioGUNE, CIBERehd, BRTA, Bizkaia Technology Park, Derio, Spain
| | - Pablo Ortiz
- OWL Metabolomics, Bizkaia Technology Park, Derio, Spain
| | - Jose M Mato
- Precision Medicine & Metabolism, CIC bioGUNE, CIBERehd, BRTA, Bizkaia Technology Park, Derio, Spain
| | - Jean-Francois Dufour
- University Clinic of Visceral Surgery and Medicine, Inselspital Bern, Bern, Switzerland.,Hepatology, Department of BioMedical Research, University of Bern, Bern, Switzerland
| | - Matej Orešič
- School of Medical Sciences, Örebro University, Örebro, Sweden. .,Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland.
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13
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Stojsavljevic-Shapeski S, Duvnjak M, Virovic-Jukic L, Hrabar D, Smircic Duvnjak L. New Drugs on the Block-Emerging Treatments for Nonalcoholic Steatohepatitis. J Clin Transl Hepatol 2021; 9:51-59. [PMID: 33604255 PMCID: PMC7868699 DOI: 10.14218/jcth.2020.00057] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2020] [Revised: 09/18/2020] [Accepted: 10/21/2020] [Indexed: 12/12/2022] Open
Abstract
Patients with nonalcoholic steatohepatitis (NASH) are at higher risk of progression to advanced stages of fibrosis, cirrhosis, hepatocellular carcinoma and other end-stage liver disease complications. When addressing treatment of NASH, we have limited approved options, and the mainstay of therapy is lifestyle intervention. Extensive research and revelation in the field of pathogenesis of NASH has offered new possibilities of treatment and emerging new drugs that are being tested currently in numerous preclinical and clinical trials. These drugs target almost all steps in the pathogenesis of NASH to improve insulin sensitivity, glucose and lipid metabolism, to inhibit de novo lipogenesis and delivery of lipids to the liver, and to influence apoptosis, inflammation and fibrogenesis. Although NASH is a multifactorial disease, in the future we could identify the predominating pathological mechanism and, by choosing the most appropriate specific medication, tailor the treatment for every patient individually.
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Affiliation(s)
| | - Marko Duvnjak
- Polyclinic Duvnjak, Zagreb, Croatia
- University of Applied Health Science, Zagreb, Croatia
- Correspondence to: Marko Duvnjak, Polyclinic Duvnjak, Kukuljeviceva 2, Zagreb 10000, Croatia. Tel: +38-5989838930, E-mail:
| | - Lucija Virovic-Jukic
- Department of Gastroenterology and Hepatology, Clinical Hospital Center Sestre Milosrdnice, Zagreb, Croatia
- School of Medicine, University of Zagreb, Zagreb, Croatia
| | - Davor Hrabar
- Department of Gastroenterology and Hepatology, Clinical Hospital Center Sestre Milosrdnice, Zagreb, Croatia
- School of Medicine, University of Zagreb, Zagreb, Croatia
| | - Lea Smircic Duvnjak
- University of Applied Health Science, Zagreb, Croatia
- Vuk Vrhovac University Clinic-UH Merkur, Zagreb, Croatia
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Moszak M, Szulińska M, Walczak-Gałęzewska M, Bogdański P. Nutritional Approach Targeting Gut Microbiota in NAFLD-To Date. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:1616. [PMID: 33567710 PMCID: PMC7916007 DOI: 10.3390/ijerph18041616] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Revised: 01/05/2021] [Accepted: 01/25/2021] [Indexed: 12/18/2022]
Abstract
Non-alcoholic fatty liver disease (NAFLD) is a significant clinical and epidemiological problem that affects around 25% of the adult global population. A large body of clinical evidence highlights that NAFLD is associated with increased liver-related morbidity and mortality and an increased risk of cardiovascular disease, extrahepatic cancers, type 2 diabetes, and chronic kidney disease. Recently, a series of studies revealed the pivotal role of gut microbiota (GM) dysbiosis in NAFLD's pathogenesis. The GM plays an essential role in different metabolic pathways, including the fermentation of diet polysaccharides, energy harvest, choline regulation, and bile acid metabolism. One of the most critical factors in GM stabilization is the diet; therefore, nutritional therapyappearsto be a promising tool in NAFLD therapy. This paper aims to review the current knowledge regardingthe nutritional approach and its implications with GM and NAFLD treatment. We discuss the positive impact of probiotics, prebiotics, and symbiotics in a reverse dysbiosis state in NAFLD and show the potential beneficial effects of bioactive substances from the diet. The full description of the mechanism of action and comprehensive examination of the impact of nutritional interventions on GM modulation may, in the future, be a simple but essential tool supporting NAFLD therapy.
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Affiliation(s)
- Małgorzata Moszak
- Department of Treatment of Obesity, Metabolic Disorders and Clinical Dietetics, Poznan University of Medical Sciences, 61-701 Poznań, Poland; (M.S.); (P.B.)
| | - Monika Szulińska
- Department of Treatment of Obesity, Metabolic Disorders and Clinical Dietetics, Poznan University of Medical Sciences, 61-701 Poznań, Poland; (M.S.); (P.B.)
| | - Marta Walczak-Gałęzewska
- Department of Internal Medicine, Metabolic Disorders, and Hypertension, Poznań University of Medical Sciences, 61-701 Poznań, Poland;
| | - Paweł Bogdański
- Department of Treatment of Obesity, Metabolic Disorders and Clinical Dietetics, Poznan University of Medical Sciences, 61-701 Poznań, Poland; (M.S.); (P.B.)
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15
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Consumption of a high energy density diet triggers microbiota dysbiosis, hepatic lipidosis, and microglia activation in the nucleus of the solitary tract in rats. Nutr Diabetes 2020; 10:20. [PMID: 32518225 PMCID: PMC7283362 DOI: 10.1038/s41387-020-0119-4] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Revised: 04/30/2020] [Accepted: 05/06/2020] [Indexed: 02/06/2023] Open
Abstract
Introduction Obesity is a multifactorial chronic inflammatory disease. Consumption of high energy density (HED) diets is associated with hyperphagia, increased body weight and body fat accumulation, and obesity. Our lab has previously shown that short-term (4 weeks) consumption of a HED diet triggers gut microbiota dysbiosis, gut inflammation, and reorganization of the gut-brain vagal communication. Objetives The aim of this study was to investigate the effect of long-term (6 months) consumption of HED diet on body composition, gut microbiome, hepatocellular lipidosis, microglia activation in the nucleus of the solitary tract, and systemic inflammation. Methods Male Sprague–Dawley rats were fed a low energy density (LED) diet for 2 weeks and then switched to a HED diet for 26 weeks. Twenty-four-hour food intake, body weight, and body composition were measured twice a week. Blood serum and fecal samples were collected at baseline, 1, 4, 8, and 26 weeks after introduction of the HED diet. Serum samples were used to measure insulin, leptin, and inflammatory cytokines using Enzyme-linked Immunosorbent Assay. Fecal samples were assessed for 16 S rRNA genome sequencing. Results HED diet induced microbiota dysbiosis within a week of introducing the diet. In addition, there was significant microglia activation in the intermediate NTS and marked hepatic lipidosis after 4 weeks of HED diet. We further observed changes in the serum cytokine profile after 26 weeks of HED feeding. Conclusions These data suggest that microbiota dysbiosis is the first response of the organism to HED diets, followed by increased liver fat accumulation, microglia activation in the brain, and circulating levels of inflammatory markers. To our knowledge, this is the first study to present longitudinal and cross-sectional results on effect of long-term consumption of HED diets on all these parameters in a single cohort of animals.
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Raza S, Rajak S, Anjum B, Sinha RA. Molecular links between non-alcoholic fatty liver disease and hepatocellular carcinoma. ACTA ACUST UNITED AC 2019; 5:42. [PMID: 31867441 PMCID: PMC6924993 DOI: 10.20517/2394-5079.2019.014] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Non-alcoholic fatty liver disease (NAFLD) and its advanced complication, non-alcoholic steatohepatitis (NASH), have become leading causes of hepatocellular carcinoma (HCC) worldwide. In this review, we discuss the role of metabolic, gut microbial, immune and endocrine mediators which promote the progression of NAFLD to HCC. In particular, this progression involves multiple hits resulting from lipotoxicity, oxidative stress, inhibition of hepatic autophagy and inflammation. Furthermore, dysbiosis in the gut associated with obesity also promotes HCC via induction of proinflammatory cytokines and Toll like receptor signalling as well as altered bile metabolism. Additionally, compromised T-cell function and impaired hepatic hormonal action promote the development of NASH-associated HCC. Lastly, we discuss the current challenges involved in the diagnosis and treatment of NAFLD/NASH-associated HCC.
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Affiliation(s)
- Sana Raza
- Department of Bioscience, Integral University, Lucknow 226026, India
| | - Sangam Rajak
- Department of Endocrinology, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow 226014, India
| | - Baby Anjum
- Department of Endocrinology, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow 226014, India
| | - Rohit A Sinha
- Department of Endocrinology, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow 226014, India
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