1
|
Hua S, Zhong W, Sha Y, Ma M, Ge S. Negative association of composite dietary antioxidant index with risk of hepatic fibrosis in individuals underwent cholecystectomy: a cross-sectional study. Sci Rep 2025; 15:9040. [PMID: 40091109 PMCID: PMC11911428 DOI: 10.1038/s41598-025-93782-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2025] [Accepted: 03/10/2025] [Indexed: 03/19/2025] Open
Abstract
Cholecystectomy increases the incidence of metabolic associated fatty liver disease and fibrosis. Dietary antioxidants protect the liver from oxidative stress and inhibit the development of metabolic dysfunction-associated steatotic liver disease (MASLD), yet the epidemiological evidence that links antioxidants intake to hepatic steatosis and fibrosis in patients underwent cholecystectomy is not available. Therefore, the present study aimed to investigate the association of composite dietary antioxidant index (CDAI) with the risk of hepatic steatosis and fibrosis in the cholecystectomy population. Data of 773 participants from the National Health and Nutrition Examination Survey (NHANES) 2017-2020 were analyzed. Dietary and supplementary intake of antioxidants were collected to calculate CDAI. The controlled attenuation parameter (CAP) and liver stiffness measurement (LSM) assessed by the vibration controlled transient elastography (VCTE) were used to identify hepatic steatosis and hepatic fibrosis, respectively. Weighted multivariate logistic regression and restricted cubic spline (RCS) regression were conducted to analyze the association. Weighted multivariate logistic regression analysis with full adjustment for confounding variables showed a negative association between CDAI and hepatic fibrosis in individuals underwent Scholecystectomy [OR (95%CI) = 0.87 (0.79, 0.94), P = 0.010], while non-significant association was found between CDAI and MASLD. Moreover, compared to the lowest quartile, the highest quartile of CDAI was associated with a lower risk of hepatic fibrosis [OR (95%CI) = 0.28 (0.13, 0.60), P = 0.007]. The RCS analysis further indicated a linear negative relationship between intake of CDAI, vitamin E, and selenium and the risk of hepatic fibrosis, whereas vitamin A was non-linearly negatively correlated with the risk of hepatic fibrosis (all P overall < 0.001). Our findings suggest that higher antioxidants intake, especially vitamin E, may be associated with a lower risk of hepatic fibrosis among individuals underwent cholecystectomy. Further studies are needed to validate current findings and explore the underlying mechanisms.
Collapse
Affiliation(s)
- Shuyao Hua
- Department of Clinical Nutrition, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Wen Zhong
- Department of General Surgery, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yuanpu Sha
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin Medical University, Tianjin, China
| | - Mingyang Ma
- Department of General Surgery, Tianjin Medical University General Hospital, Tianjin Medical University, Tianjin, China.
| | - Sheng Ge
- Department of Clinical Nutrition, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China.
- Department of Clinical Nutrition, College of Health Science and Technology, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| |
Collapse
|
2
|
Dhakaria U, Kumar Bansiwal R, Kavita Khemchand A, Sharma R, Singh M, Kaur N, Gupta S. The effect of cholecystectomy for symptomatic gall stone disease on hepatic steatosis using transabdominal ultrasonography: An observational prospective study. Turk J Surg 2024; 40:320-327. [PMID: 39980651 PMCID: PMC11831990 DOI: 10.47717/turkjsurg.2024.6593] [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: 09/26/2024] [Accepted: 12/04/2024] [Indexed: 02/22/2025]
Abstract
Objectives Hepatic steatosis and gallstones are common in the general population, with risk factors being multifactorial. Experimental studies have shown that cholecystectomy increases hepatic steatosis and leads to non-alcoholic fatty liver disease (NAFLD). In order to evaluate this, the current study was carried out in the department of general surgery at a medical school, in the north of India. Material and Methods One hundred and three patients awaiting cholecystectomy were selected after written informed consent. Their baseline characteristics were captured preoperatively and thereafter followed at 3rd month with liver function test (LFT), lipid profile and ultrasound (USG) abdomen. Results Average age of the patients enrolled was 41.62 ± 13.62 years and mean body mass index (BMI) was 25.96 ± 1.73 kg/m2 . Total bilirubin (0.56 vs 0.76, p <0.0001) and direct bilirubin (0.15 vs 0.27, p <0.0001) decreased significantly post cholecystectomy as compared to preoperative values. Levels of serum glutamic-oxaloacetic transaminase (SGOT) (49.14 vs 34.98 IU/dL), serum glutamic-pyruvic transaminase (SGPT) (50.85 vs 35.46 IU/dL) and alkaline phosphatase (ALP) (101.16 vs 85.97 IU/dL) increased significantly post-surgery. Cholesterol values (146.28 vs 168.77 mg/dL), triglycerides (TGs) (119 vs 133.56 mg/dL), low density lipoprotein (LDL) (93.32 vs 113.05 mg/dL) and very low density lipoprotein (VLDL) (18.68 vs 27.45 mg/dL) decreased significantly while high density lipoprotein (HDL) (48.96 vs 42.42 mg/dL) increased significantly at three month follow-up. Prevalence of fatty liver increased post operatively with a rise in Grade 1 steatosis (75%). Severity of fatty liver increased with (8.73%) Grade 3 steatosis on USG post-surgery. Hence, new patients with formerly normal USG reports developed fatty liver and those with preexisting liver steatosis seemed to worsen. Conclusion The study concluded that the prevalence of fatty liver increased post-cholecystectomy. Lipid profile parameters improved favorably with a decline in total cholesterol, TG, LDL and VLDL versus increase in HDL. LFT parameters also changed significantly.
Collapse
Affiliation(s)
- Umang Dhakaria
- Clinic of General Surgery, Government Medical College and Hospital, Chandigarh, India
| | - Rajesh Kumar Bansiwal
- Clinic of General Surgery, Government Medical College and Hospital, Chandigarh, India
| | | | - Rajeev Sharma
- Clinic of General Surgery, Government Medical College and Hospital, Chandigarh, India
| | - Mandeep Singh
- Clinic of General Surgery, Government Medical College and Hospital, Chandigarh, India
| | - Narinder Kaur
- Clinic of Radiology, Government Medical College and Hospital, Chandigarh, India
| | - Seema Gupta
- Clinic of Biochemistry, Government Medical College and Hospital, Chandigarh, India
| |
Collapse
|
3
|
Ma R, Li W, Peng Q, Ren A, Zhao L, Li J, Luo S. Association Between Gallstones and Depressive Symptoms: Results from NHANES and Mendelian Randomization Study. Psychol Res Behav Manag 2024; 17:3659-3676. [PMID: 39465037 PMCID: PMC11512777 DOI: 10.2147/prbm.s477449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2024] [Accepted: 10/01/2024] [Indexed: 10/29/2024] Open
Abstract
Purpose Prior research has suggested a correlation between gallstones and depressive symptoms, yet the specifics of this relationship remain unclear. This study aims to explore the association between gallstones and depressive symptoms among adults. Patients and Methods Initially, we conducted a cross-sectional study using data from the National Health and Nutrition Examination Survey (NHANES) 2017 - March 2020. After propensity score matching (PSM) for participants with gallstones and those without gallstones, multivariate logistic regression analysis was used to explore the potential association between gallstones and depressive symptoms. This was followed by Mendelian randomization (MR) analysis to further elucidate the causal relationship between them. Using the genome-wide association study database, we extracted instrumental variables and performed bidirectional univariate and multivariate MR analyses. Results In the cross-sectional study of NHANES 2017 - March 2020, 835 pairs of participants with comparable characteristics, both with and without gallstones, were identified after PSM. The multivariate adjusted logistic regression analyses revealed a significant association between gallstones and depressive symptoms [fully adjusted model: OR=1.821 (95% CI, 1.181-2.808), P=0.007]. Subsequent MR analyses further clarified the causal relationship, indicating that genetically determined gallstones significantly increase the risk of developing depressive symptoms [forward univariate MR analysis: OR=1.04 (95% CI, 1.01-1.06), P=0.002; multivariate MR analysis: OR=1.03 (95% CI, 1.01-1.05), P=0.009], with no evidence of reverse causation [inverse univariate MR analysis: OR=1.28 (95% CI, 0.90-1.83), P=0.17]. Conclusion Gallstones are a risk factor for depressive symptoms among adults. Hence, we recommend timely depression screening for patients diagnosed with gallstones, facilitating early detection and effective treatment of depressive symptoms, thus alleviating its impact on both individuals and society.
Collapse
Affiliation(s)
- Ruidong Ma
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, People’s Republic of China
| | - Wei Li
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, People’s Republic of China
| | - Qiufeng Peng
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, People’s Republic of China
| | - Ao Ren
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, People’s Republic of China
| | - Ling Zhao
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, People’s Republic of China
| | - Jiawei Li
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, People’s Republic of China
| | - Shiqiao Luo
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, People’s Republic of China
| |
Collapse
|
4
|
Zhang YL, Jia SY, Yang B, Miao J, Su C, Cui ZG, Yang LM, Guo JH. Non-linear association of liver enzymes with cognitive performance in the elderly: A cross-sectional study. PLoS One 2024; 19:e0306839. [PMID: 39042647 PMCID: PMC11265699 DOI: 10.1371/journal.pone.0306839] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Accepted: 06/23/2024] [Indexed: 07/25/2024] Open
Abstract
BACKGROUND Although liver metabolic dysfunction has been found to potentially elevate susceptibility to cognitive impairment and dementia, there is still insufficient evidence to explore the non-linear association of liver enzymes with cognitive performance. Therefore, we aimed to elucidate the non-linear relationship between liver enzymes and cognitive performance. METHODS In this cross-sectional study, 2764 individuals aged ≥ 60 who participated in the National Health and Nutrition Survey (NHANES) between 2011 and 2014 were included. The primary data comprised liver enzyme levels (alkaline phosphatase (ALP), aspartate aminotransferase (AST), alanine aminotransferase (ALT), AST/ALT ratio, and gamma-glutamyl transferase (GGT)), and cognitive performance was the major measured outcome. The associations were analyzed using weighted multivariate logistic regression, subgroup analysis, a generalized additive model, smooth fitting curves, and threshold effects. RESULTS The results of the fully adjusted model indicated that ALP was negatively associated with the animal fluency test (AFT) score (OR = 1.48, 95% CI: 1.11-1.98), whereas ALT demonstrated a positive association with the consortium to establish a registry for Alzheimer's disease (CERAD) test score (OR = 0.72, 95% CI: 0.53-0.97). Additionally, the AST/ALT ratio was negatively associated with the global cognitive test (OR = 2.39, 95% CI: 1.53-3.73), CERAD (OR = 2.61, 95% CI: 1.77-3.84), and digit symbol substitution test (DSST) scores (OR = 2.51, 95% CI: 1.57-4.02). GGT was also negatively associated with the AFT score (OR = 1.16, 95% CI: 1.01-1.33) in unadjusted model. A non-linear relationship was observed between liver enzymes and the risk of cognitive impairment as assessed by the global cognitive test. Specifically, when ALP > 60 U/L, 0.77 < AST/ALT < 1.76, and 25 < GGT < 94 U/L, higher liver enzyme levels were significantly associated with an elevated cognitive impairment risk, while a lower cognitive impairment risk when ALT level was > 17 U/L. CONCLUSIONS There is a non-linear relationship between liver enzymes and cognitive performance, indicating that liver enzyme levels should be maintained within a certain level to mitigate the risk of cognitive impairment.
Collapse
Affiliation(s)
- Yan-Li Zhang
- Department of Neurological Intensive Care Unit, Sixth Hospital of Shanxi Medical University (General Hospital of Tisco), Taiyuan, Shanxi, China
| | - Shi-Ying Jia
- Department of Neurology, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Bo Yang
- Department of Hernia and Abdominal Wall Surgery, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences, Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Jie Miao
- Department of Neurology, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Chen Su
- Department of Neurology, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Zhi-Gang Cui
- Department of Neurology, The Third People’s Hospital of Datong, Datong, Shanxi, China
| | - Li-Ming Yang
- Department of Neurological Intensive Care Unit, Sixth Hospital of Shanxi Medical University (General Hospital of Tisco), Taiyuan, Shanxi, China
| | - Jun-Hong Guo
- Department of Neurology, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| |
Collapse
|
5
|
Wang Y, Jiang ZH, Zhou YW, Qiu TT, Wang H, Zhu MS, Chen X, Zhang XN. Gallbladder dysfunction caused by MYPT1 ablation triggers cholestasis-induced hepatic fibrosis in mice. Hepatol Commun 2024; 8:e0473. [PMID: 38934703 PMCID: PMC11213606 DOI: 10.1097/hc9.0000000000000473] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Accepted: 04/19/2024] [Indexed: 06/28/2024] Open
Abstract
BACKGROUND The incidence of gallbladder diseases is as high as 20%, but whether gallbladder diseases contribute to hepatic disorders remains unknown. METHODS Here, we established an animal model of gallbladder dysfunction and assessed the role of a diseased gallbladder in cholestasis-induced hepatic fibrosis (CIHF). RESULTS Mice with smooth muscle-specific deletion of Mypt1, the gene encoding the main regulatory subunit of myosin light chain phosphatase (myosin phosphatase target subunit 1 [MYPT1]), had apparent dysfunction of gallbladder motility. This dysfunction was evidenced by abnormal contractile responses, namely, inhibited cholecystokinin 8-mediated contraction and nitric oxide-resistant relaxation. As a consequence, the gallbladder displayed impaired bile filling and biliary tract dilation comparable to the alterations in CIHF. Interestingly, the mutant animals also displayed CIHF features, including necrotic loci by the age of 1 month and subsequently exhibited progressive fibrosis and hyperplastic/dilated bile ducts. This pathological progression was similar to the phenotypes of the animal model with bile duct ligation and patients with CIHF. The characteristic biomarker of CIHF, serum alkaline phosphatase activity, was also elevated in the mice. Moreover, we observed that the myosin phosphatase target subunit 1 protein level was able to be regulated by several reagents, including lipopolysaccharide, exemplifying the risk factors for gallbladder dysfunction and hence CIHF. CONCLUSIONS We propose that gallbladder dysfunction caused by myosin phosphatase target subunit 1 ablation is sufficient to induce CIHF in mice, resulting in impairment of the bile transport system.
Collapse
Affiliation(s)
- Ye Wang
- State Key Laboratory of Pharmaceutical Biotechnology, Medical School of Nanjing University, Nanjing, China
| | - Zhi-Hui Jiang
- State Key Laboratory of Pharmaceutical Biotechnology, Medical School of Nanjing University, Nanjing, China
| | - Yu-Wei Zhou
- Jiangsu Key Laboratory of Molecular Medicine, Department of Otolaryngology Head and Neck Surgery, Nanjing Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China
| | - Tian-Tian Qiu
- State Key Laboratory of Pharmaceutical Biotechnology, Medical School of Nanjing University, Nanjing, China
| | - Han Wang
- State Key Laboratory of Pharmaceutical Biotechnology, Medical School of Nanjing University, Nanjing, China
| | - Min-Sheng Zhu
- State Key Laboratory of Pharmaceutical Biotechnology, Medical School of Nanjing University, Nanjing, China
| | - Xin Chen
- State Key Laboratory of Pharmaceutical Biotechnology, Medical School of Nanjing University, Nanjing, China
| | - Xue-Na Zhang
- State Key Laboratory of Pharmaceutical Biotechnology, Medical School of Nanjing University, Nanjing, China
- Jiangsu Key Laboratory for Pharmacology and Safety Evaluation of Chinese Materia Medica, Nanjing University of Chinese Medicine, Nanjing, China
- Jinling Pharmaceutical Co., Ltd., Nanjing, China
| |
Collapse
|
6
|
Ren H, Liu H, Liu X, Wei H, Tian P. Case report: Rare floating gallbladder torsion in a child. Front Med (Lausanne) 2024; 11:1407716. [PMID: 38873202 PMCID: PMC11169684 DOI: 10.3389/fmed.2024.1407716] [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: 03/27/2024] [Accepted: 05/13/2024] [Indexed: 06/15/2024] Open
Abstract
Gallbladder Torsion (GT) refers to serious biliary emergencies caused by the torsion of the gallbladder on its mesentery along the axis of the cystic duct and cystic artery. It is very rare, especially in children. The clinical data of a child with floating gallbladder torsion who was treated in our hospital on March 14, 2024, were analyzed. A 6-year-old girl presented with abdominal pain and vomiting. Physical examination showed a mass in the right middle abdomen. Laboratory tests showed normal liver biochemical function and white blood cells. The benign lesion was considered by color Doppler ultrasound and CT, and the floating torsion of the gallbladder was diagnosed by MRCP and laparoscopic exploration. The child was treated with laparoscopic cholecystectomy (LC) and recovered well after the operation.
Collapse
Affiliation(s)
- Haiyang Ren
- Department of General Surgery, Linyi Maternity and Child Health Care Hospital, Linyi, Shandong, China
| | - Hao Liu
- Department of General Surgery, Linyi Maternity and Child Health Care Hospital, Linyi, Shandong, China
| | - Xiurui Liu
- Department of General Surgery, Linyi Maternity and Child Health Care Hospital, Linyi, Shandong, China
| | - Hua Wei
- Department of General Surgery, Linyi Maternity and Child Health Care Hospital, Linyi, Shandong, China
| | - Ping Tian
- Department of Gastroenterology, Linyi People’s Hospital, Linyi, Shandong, China
| |
Collapse
|
7
|
Pal SC, Castillo-Castañeda SM, Díaz-Orozco LE, Ramírez-Mejía MM, Dorantes-Heredia R, Alonso-Morales R, Eslam M, Lammert F, Méndez-Sánchez N. Molecular Mechanisms Involved in MAFLD in Cholecystectomized Patients: A Cohort Study. Genes (Basel) 2023; 14:1935. [PMID: 37895284 PMCID: PMC10606482 DOI: 10.3390/genes14101935] [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: 08/03/2023] [Revised: 10/05/2023] [Accepted: 10/11/2023] [Indexed: 10/29/2023] Open
Abstract
Gallstone disease and metabolic dysfunction-associated fatty liver disease (MAFLD) share numerous common risk factors and progression determinants in that they both manifest as organ-specific consequences of metabolic dysfunction. Nevertheless, the precise molecular mechanisms underlying fibrosis development in cholecystectomized MAFLD patients remain inadequately defined. This study aimed to investigate the involvement of farnesoid X receptor 1 (FXR1) and fibroblast growth factor receptor 4 (FGFR4) in the progression of fibrosis in cholecystectomized MAFLD patients. A meticulously characterized cohort of 12 patients diagnosed with MAFLD, who had undergone liver biopsies during programmed cholecystectomies, participated in this study. All enrolled patients underwent a follow-up regimen at 1, 3, and 6 months post-cholecystectomy, during which metabolic biochemical markers were assessed, along with elastography, which served as indirect indicators of fibrosis. Additionally, the hepatic expression levels of FGFR4 and FXR1 were quantified using quantitative polymerase chain reaction (qPCR). Our findings revealed a robust correlation between hepatic FGFR4 expression and various histological features, including the steatosis degree (r = 0.779, p = 0.023), ballooning degeneration (r = 0.764, p = 0.027), interphase inflammation (r = 0.756, p = 0.030), and steatosis activity score (SAS) (r = 0.779, p = 0.023). Conversely, hepatic FXR1 expression did not exhibit any significant correlations with these histological features. In conclusion, our study highlights a substantial correlation between FGFR4 expression and histological liver damage, emphasizing its potential role in lipid and glucose metabolism. These findings suggest that FGFR4 may play a crucial role in the progression of fibrosis in cholecystectomized MAFLD patients. Further research is warranted to elucidate the exact mechanisms through which FGFR4 influences metabolic dysfunction and fibrosis in this patient population.
Collapse
Affiliation(s)
- Shreya C. Pal
- Faculty of Medicine, National Autonomous University of Mexico, Tlalpan, Mexico City 04510, Mexico; (S.C.P.); (L.E.D.-O.)
| | - Stephany M. Castillo-Castañeda
- Medical, Dental and Health Sciences Master and Doctorate Program, National Autonomous University of Mexico, Tlalpan, Mexico City 04510, Mexico;
- Liver Research Unit, Medica Sur Clinic & Foundation, Tlalpan, Mexico City 14050, Mexico; (M.M.R.-M.); (R.D.-H.)
| | - Luis E. Díaz-Orozco
- Faculty of Medicine, National Autonomous University of Mexico, Tlalpan, Mexico City 04510, Mexico; (S.C.P.); (L.E.D.-O.)
| | - Mariana M. Ramírez-Mejía
- Liver Research Unit, Medica Sur Clinic & Foundation, Tlalpan, Mexico City 14050, Mexico; (M.M.R.-M.); (R.D.-H.)
- Plan of Combined Studies in Medicine, Faculty of Medicine, National Autonomous University of Mexico, Tlalpan, Mexico City 04510, Mexico
| | - Rita Dorantes-Heredia
- Liver Research Unit, Medica Sur Clinic & Foundation, Tlalpan, Mexico City 14050, Mexico; (M.M.R.-M.); (R.D.-H.)
| | - Rogelio Alonso-Morales
- Genetic and Molecular Biology Laboratory, Faculty of Veterinary, National Autonomous University of Mexico, Tlalpan, Mexico City 04510, Mexico;
| | - Mohammed Eslam
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital, University of Sydney, Sydney, NSW 2145, Australia;
| | - Frank Lammert
- Health Sciences, Hannover Medical School (MHH), 30625 Hannover, Germany;
| | - Nahum Méndez-Sánchez
- Faculty of Medicine, National Autonomous University of Mexico, Tlalpan, Mexico City 04510, Mexico; (S.C.P.); (L.E.D.-O.)
- Liver Research Unit, Medica Sur Clinic & Foundation, Tlalpan, Mexico City 14050, Mexico; (M.M.R.-M.); (R.D.-H.)
| |
Collapse
|
8
|
Suárez M, Martínez R, Torres AM, Ramón A, Blasco P, Mateo J. A Machine Learning-Based Method for Detecting Liver Fibrosis. Diagnostics (Basel) 2023; 13:2952. [PMID: 37761319 PMCID: PMC10529519 DOI: 10.3390/diagnostics13182952] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 09/03/2023] [Accepted: 09/12/2023] [Indexed: 09/29/2023] Open
Abstract
Cholecystectomy and Metabolic-associated steatotic liver disease (MASLD) are prevalent conditions in gastroenterology, frequently co-occurring in clinical practice. Cholecystectomy has been shown to have metabolic consequences, sharing similar pathological mechanisms with MASLD. A database of MASLD patients who underwent cholecystectomy was analysed. This study aimed to develop a tool to identify the risk of liver fibrosis after cholecystectomy. For this purpose, the extreme gradient boosting (XGB) algorithm was used to construct an effective predictive model. The factors associated with a better predictive method were platelet level, followed by dyslipidaemia and type-2 diabetes (T2DM). Compared to other ML methods, our proposed method, XGB, achieved higher accuracy values. The XGB method had the highest balanced accuracy (93.16%). XGB outperformed KNN in accuracy (93.16% vs. 84.45%) and AUC (0.92 vs. 0.84). These results demonstrate that the proposed XGB method can be used as an automatic diagnostic aid for MASLD patients based on machine-learning techniques.
Collapse
Affiliation(s)
- Miguel Suárez
- Gastroenterology Department, Virgen de la Luz Hospital, 16002 Cuenca, Spain
- Medical Analysis Expert Group, Institute of Technology, Universidad de Castilla-La Mancha, 16071 Cuenca, Spain
- Medical Analysis Expert Group, Instituto de Investigación Sanitaria de Castilla-La Mancha (IDISCAM), 45071 Toledo, Spain
| | - Raquel Martínez
- Gastroenterology Department, Virgen de la Luz Hospital, 16002 Cuenca, Spain
- Medical Analysis Expert Group, Instituto de Investigación Sanitaria de Castilla-La Mancha (IDISCAM), 45071 Toledo, Spain
| | - Ana María Torres
- Medical Analysis Expert Group, Institute of Technology, Universidad de Castilla-La Mancha, 16071 Cuenca, Spain
- Medical Analysis Expert Group, Instituto de Investigación Sanitaria de Castilla-La Mancha (IDISCAM), 45071 Toledo, Spain
| | - Antonio Ramón
- Department of Pharmacy, General University Hospital, 46014 Valencia, Spain
| | - Pilar Blasco
- Department of Pharmacy, General University Hospital, 46014 Valencia, Spain
| | - Jorge Mateo
- Medical Analysis Expert Group, Institute of Technology, Universidad de Castilla-La Mancha, 16071 Cuenca, Spain
- Medical Analysis Expert Group, Instituto de Investigación Sanitaria de Castilla-La Mancha (IDISCAM), 45071 Toledo, Spain
| |
Collapse
|
9
|
Lei P, Hu N, Wu Y, Tang M, Lin C, Kong L, Zhang L, Luo P, Chan LW. Radiobioinformatics: A novel bridge between basic research and clinical practice for clinical decision support in diffuse liver diseases. IRADIOLOGY 2023; 1:167-189. [DOI: 10.1002/ird3.24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 05/18/2023] [Indexed: 01/04/2025]
Abstract
AbstractThe liver is a multifaceted organ that is responsible for many critical functions encompassing amino acid, carbohydrate, and lipid metabolism, all of which make a healthy liver essential for the human body. Contemporary imaging methodologies have remarkable diagnostic accuracy in discerning focal liver lesions; however, a comprehensive understanding of diffuse liver diseases is a requisite for radiologists to accurately diagnose or predict the progression of such lesions within clinical contexts. Nonetheless, the conventional attributes of radiological features, including morphology, size, margin, density, signal intensity, and echoes, limit their clinical utility. Radiomics is a widely used approach that is characterized by the extraction of copious image features from radiographic depictions, which gives it considerable potential in addressing this limitation. It is worth noting that functional or molecular alterations occur significantly prior to the morphological shifts discernible by imaging modalities. Consequently, the explication of potential mechanisms by multiomics analyses (encompassing genomics, epigenomics, transcriptomics, proteomics, and metabolomics) is essential for investigating putative signal pathway regulations from a radiological viewpoint. In this review, we elaborate on the principal pathological categorizations of diffuse liver diseases, the evaluation of multiomics approaches pertaining to diffuse liver diseases, and the prospective value of predictive models. Accordingly, the overarching objective of this review is to scrutinize the interrelations between radiological features and bioinformatics as well as to consider the development of prediction models predicated on radiobioinformatics as integral components of clinical decision support systems for diffuse liver diseases.
Collapse
Affiliation(s)
- Pinggui Lei
- Department of Health Technology and Informatics The Hong Kong Polytechnic University Kowloon Hong Kong SAR China
- Department of Radiology The Affiliated Hospital of Guizhou Medical University Guiyang Guizhou China
- School of Public Health Guizhou Medical University Guiyang Guizhou China
| | - Na Hu
- Department of Radiology The Affiliated Hospital of Guizhou Medical University Guiyang Guizhou China
| | - Yuhui Wu
- Department of Radiology The Affiliated Hospital of Guizhou Medical University Guiyang Guizhou China
| | - Maowen Tang
- Department of Radiology The Affiliated Hospital of Guizhou Medical University Guiyang Guizhou China
| | - Chong Lin
- Department of Radiology The Affiliated Hospital of Guizhou Medical University Guiyang Guizhou China
| | - Luoyi Kong
- Department of Health Technology and Informatics The Hong Kong Polytechnic University Kowloon Hong Kong SAR China
| | - Lingfeng Zhang
- Department of Health Technology and Informatics The Hong Kong Polytechnic University Kowloon Hong Kong SAR China
| | - Peng Luo
- School of Public Health Guizhou Medical University Guiyang Guizhou China
| | - Lawrence Wing‐Chi Chan
- Department of Health Technology and Informatics The Hong Kong Polytechnic University Kowloon Hong Kong SAR China
| |
Collapse
|
10
|
Unalp-Arida A, Ruhl CE. Increasing gallstone disease prevalence and associations with gallbladder and biliary tract mortality in the US. Hepatology 2023; 77:1882-1895. [PMID: 36631004 DOI: 10.1097/hep.0000000000000264] [Citation(s) in RCA: 57] [Impact Index Per Article: 28.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Accepted: 12/08/2022] [Indexed: 01/13/2023]
Abstract
BACKGROUND AND AIMS We examined gallbladder and biliary tract mortality predictors in the US National Health and Nutrition Examination Survey (NHANES), 1988-1994, with 31 years of linked mortality data, and gallstone disease prevalence trends and associations in NHANES 2017-March 2020 prepandemic data. APPROACH AND RESULTS In NHANES 1988-1994, 18,794 participants were passively followed for mortality, identified by death certificate underlying or contributing causes, by linkage to the National Death Index through 2019. In NHANES 2017-March 2020, gallstone disease history was ascertained from 9232 adults. During NHANES 1988-2019 follow-up (median, 23.3 y), 8580 deaths occurred from all causes and 72 deaths with gallbladder or biliary tract disease. In multivariable-adjusted analysis, older age, male sex, prediabetes or diabetes, and physical inactivity were associated with gallbladder and biliary tract mortality, and non-Hispanic Black and Mexican American race-ethnicity were inversely associated. Between 1988-1994 and 2017-March 2020, gallstone disease prevalence increased from 7.4% to 13.9% and gallbladder surgery from 6.0% to 11.6%. In 2017-March 2020 in multivariable-adjusted analysis, female sex, diabetes, liver disease, proton pump inhibitors, abdominal pain, increased age, BMI, and liver stiffness were associated with gallstone disease, and non-Hispanic Black and non-Hispanic Asian race and alcohol were inversely associated. CONCLUSIONS In the US population, gallstone disease prevalence doubled over 3 decades, possibly because of the worsening of metabolic risk factors and growth of laparoscopic cholecystectomy. Gallbladder and biliary tract mortality and gallstone disease associations included factors such as prediabetes or diabetes, liver stiffness and proton pump inhibitors.
Collapse
Affiliation(s)
- Aynur Unalp-Arida
- Department of Health and Human Services National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, Maryland, USA
| | | |
Collapse
|
11
|
Luo D, Chen XP, Dai Y, Kuang F, Kang MJ, Li B, Su S. Cholecystectomy and risk of liver disease: a systematic review and meta-analysis of 27 million individuals. Int J Surg 2023; 109:1420-1429. [PMID: 36999804 PMCID: PMC10389609 DOI: 10.1097/js9.0000000000000332] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 03/07/2023] [Indexed: 04/01/2023]
Abstract
BACKGROUND There is still a lack of knowledge on the association between cholecystectomy and liver disease. This study was conducted to summarize the available evidence on the association of cholecystectomy with liver disease and quantify the magnitude of the risk of liver disease after cholecystectomy. METHODS PubMed, Embase, Web of Science, and Cochrane Library were searched systematically from database inception to January 2023 to identify eligible studies that evaluated the association between cholecystectomy and the risk of liver disease. Meta-analysis was conducted to obtain a summary odds ratio (OR) and 95% confidence interval (CI) using a random-effects model. RESULTS We identified 20 studies with a total of 27 320 709 individuals and 282 670 liver disease cases. Cholecystectomy was associated with an increased risk of liver disease (OR: 1.63, 95% CI: 1.34-1.98). In particular, cholecystectomy was found to be significantly associated with a 54% increased risk of nonalcoholic fatty liver disease (OR: 1.54, 95% CI: 1.18-2.01), a 173% increased risk of cirrhosis (OR: 2.73, 95% CI: 1.81-4.12), and a 46% increased risk of primary liver cancer (OR: 1.46, 95% CI: 1.18-1.82). CONCLUSIONS There is an association between cholecystectomy and the risk of liver disease. Our results suggest that strict surgical indications should be implemented to reduce unnecessary cholecystectomy. Additionally, the routine assessment of liver disease is necessary for patients with a history of cholecystectomy. More prospective large-sample studies are required for better estimates of the risk.
Collapse
Affiliation(s)
- De Luo
- Department of General Surgery (Hepatopancreatobiliary Surgery)
- Academician (Expert) Workstation of Sichuan Province, Metabolic Hepatobiliary and Pancreatic Diseases Key Laboratory of Luzhou City, The Affiliated Hospital of Southwest Medical University, Sichuan
| | - Xin-Pei Chen
- Department of Hepatobiliary Surgery, People’s Hospital of Deyang City, Deyang
| | - Yang Dai
- Department of General Surgery, The First People’s Hospital of Xiangyang, Xiangyang, People’s Republic of China
| | - Fei Kuang
- Institute of Immunology, Medical Faculty, University of Duisburg-Essen, Essen, Germany
| | - Mao-Ji Kang
- Department of General Surgery (Hepatopancreatobiliary Surgery)
- Academician (Expert) Workstation of Sichuan Province, Metabolic Hepatobiliary and Pancreatic Diseases Key Laboratory of Luzhou City, The Affiliated Hospital of Southwest Medical University, Sichuan
| | - Bo Li
- Department of General Surgery (Hepatopancreatobiliary Surgery)
- Academician (Expert) Workstation of Sichuan Province, Metabolic Hepatobiliary and Pancreatic Diseases Key Laboratory of Luzhou City, The Affiliated Hospital of Southwest Medical University, Sichuan
| | - Song Su
- Department of General Surgery (Hepatopancreatobiliary Surgery)
- Academician (Expert) Workstation of Sichuan Province, Metabolic Hepatobiliary and Pancreatic Diseases Key Laboratory of Luzhou City, The Affiliated Hospital of Southwest Medical University, Sichuan
| |
Collapse
|