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Rodríguez-Hernández N, Lazo-de-la-Vega-Monroy ML, Ruiz-Noa Y, Preciado-Puga MDC, Garcia-Ramirez JR, Jordan-Perez B, Garnelo-Cabañas S, Ibarra-Reynoso LDR. Predictive Models for Non-Alcoholic Fatty Liver Disease Diagnosis in Mexican Patients with Gallstone Disease: Sex-Specific Insights. Diagnostics (Basel) 2024; 14:1487. [PMID: 39061624 PMCID: PMC11275442 DOI: 10.3390/diagnostics14141487] [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: 05/14/2024] [Revised: 06/29/2024] [Accepted: 07/02/2024] [Indexed: 07/28/2024] Open
Abstract
(1) Background: Evidence regarding Non-Alcoholic Fatty Liver Disease (NAFLD) diagnosis is limited in the context of patients with gallstone disease (GD). This study aimed to assess the predictive potential of conventional clinical and biochemical variables as combined models for diagnosing NAFLD in patients with GD. (2) Methods: A cross-sectional study including 239 patients with GD and NAFLD diagnosed by ultrasonography who underwent laparoscopic cholecystectomy and liver biopsy was conducted. Previous clinical indices were also determined. Predictive models for the presence of NAFLD stratified by biological sex were obtained through binary logistic regression and sensitivity analyses were performed. (3) Results: For women, the model included total cholesterol (TC), age and alanine aminotransferase (ALT) and showed an area under receiver operating characteristic curve (AUC) of 0.727 (p < 0.001), sensitivity of 0.831 and a specificity of 0.517. For men, the model included TC, body mass index (BMI) and aspartate aminotransferase (AST), had an AUC of 0.898 (p < 0.001), sensitivity of 0.917 and specificity of 0.818. In both sexes, the diagnostic performance of the designed equations was superior to the previous indices. (4) Conclusions: These models have the potential to offer valuable guidance to healthcare providers in clinical decision-making, enabling them to achieve optimal outcomes for each patient.
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Affiliation(s)
- Nemry Rodríguez-Hernández
- Department of Medical Sciences, Health Sciences Division, University of Guanajuato, Leon Campus, Leon de los Aldama 37320, Mexico; (N.R.-H.); (M.-L.L.-d.-l.-V.-M.); (Y.R.-N.)
| | - María-Luisa Lazo-de-la-Vega-Monroy
- Department of Medical Sciences, Health Sciences Division, University of Guanajuato, Leon Campus, Leon de los Aldama 37320, Mexico; (N.R.-H.); (M.-L.L.-d.-l.-V.-M.); (Y.R.-N.)
| | - Yeniley Ruiz-Noa
- Department of Medical Sciences, Health Sciences Division, University of Guanajuato, Leon Campus, Leon de los Aldama 37320, Mexico; (N.R.-H.); (M.-L.L.-d.-l.-V.-M.); (Y.R.-N.)
| | - Monica-del-Carmen Preciado-Puga
- Department of Medicine and Nutrition, Health Sciences Division, University of Guanajuato, Leon Campus, Leon de los Aldama 37320, Mexico; (M.-d.-C.P.-P.); (J.-R.G.-R.)
| | - Juana-Rosalba Garcia-Ramirez
- Department of Medicine and Nutrition, Health Sciences Division, University of Guanajuato, Leon Campus, Leon de los Aldama 37320, Mexico; (M.-d.-C.P.-P.); (J.-R.G.-R.)
| | - Benjamin Jordan-Perez
- Department of Surgery, General Hospital Leon, Leon de los Aldama 37320, Mexico; (B.J.-P.); (S.G.-C.)
| | - Serafin Garnelo-Cabañas
- Department of Surgery, General Hospital Leon, Leon de los Aldama 37320, Mexico; (B.J.-P.); (S.G.-C.)
| | - Lorena-del-Rocío Ibarra-Reynoso
- Department of Medical Sciences, Health Sciences Division, University of Guanajuato, Leon Campus, Leon de los Aldama 37320, Mexico; (N.R.-H.); (M.-L.L.-d.-l.-V.-M.); (Y.R.-N.)
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2
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Park S, Jeong S, Park SJ, Song J, Kim SM, Chang J, Choi S, Cho Y, Oh YH, Kim JS, Park YJ, Son JS, Ahn JC, Park SM. Associations of cholecystectomy with metabolic health changes and incident cardiovascular disease: a retrospective cohort study. Sci Rep 2024; 14:3195. [PMID: 38326522 PMCID: PMC10850095 DOI: 10.1038/s41598-024-53161-6] [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: 03/13/2023] [Accepted: 01/29/2024] [Indexed: 02/09/2024] Open
Abstract
Although some studies conducted about the risk of cholecystectomy and cardiovascular disease, there was a limit to explaining the relationship. We investigated the short-term and long-term relationship between cholecystectomy and cardiovascular disease, and evidence using the elements of the metabolic index as an intermediate step. It was a retrospective cohort study and we used the National Health Insurance Service database of South Korea between 2002 and 2015. Finally, 5,210 patients who underwent cholecystectomy and 49,457 at 1:10 age and gender-matched controls of subjects were collected. The main results was estimated by Multivariate Cox proportional hazard regression to calculate the hazard ratio (HR) with 95% confidence interval (CI) for risk of cardiovascular disease after cholecystectomy. Regarding short-term effects of cholecystectomy, increased risk of cardiovascular disease (aHR 1.35, 95% CI 1.15-1.58) and coronary heart disease (aHR 1.77, 95% CI 1.44-2.16) were similarly seen within 2 years of surgery. When analyzing the change in metabolic risk factors, cholecystectomy was associated with a change in systolic blood pressure (adjusted mean [aMean]: 1.51, 95% CI: [- 1.50 to - 4.51]), total cholesterol (aMean - 14.14, [- 20.33 to 7.95]) and body mass index (aMean - 0.13, [- 0.37 to 0.11]). Cholecystectomy patients had elevated risk of cardiovascular disease in the short-term, possibly due to the characteristics of the patient before surgery. The association of cholecystectomy and cardiovascular disease has decreased after 2 years in patients who underwent cholecystectomy, suggesting that because of improvement of metabolic health, cholecystectomy-associated elevation of cardiovascular disease risk may be ameliorated 2 years after cholecystectomy.
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Affiliation(s)
- Sangwoo Park
- Department of Biomedical Sciences, Seoul National University Graduate School, Seoul, South Korea
| | - Seogsong Jeong
- Department of Biomedical Informatics, CHA University School of Medicine, Seongnam, South Korea
| | - Sun Jae Park
- Department of Biomedical Sciences, Seoul National University Graduate School, Seoul, South Korea
| | - Jihun Song
- Department of Biomedical Sciences, Seoul National University Graduate School, Seoul, South Korea
| | - Sung Min Kim
- Department of Biomedical Sciences, Seoul National University Graduate School, Seoul, South Korea
| | - Jooyoung Chang
- Department of Biomedical Sciences, Seoul National University Graduate School, Seoul, South Korea
| | - Seulggie Choi
- Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Yoosun Cho
- Total Healthcare Center, Kangbuk Samsung Hospital, School of Medicine, Sungkyunkwan University, Seoul, Republic of Korea
| | - Yun Hwan Oh
- Department of Family Medicine, Chung-Ang University Gwangmyeong Hospital, Chung-Ang University College of Medicine, Gwangmyeong-si, South Korea
| | - Ji Soo Kim
- International Healthcare Center, Seoul National University Hospital, Seoul, Republic of Korea
| | - Young Jun Park
- Medical Research Center, Genomic Medicine Institute, Seoul National University College of Medicine, Seoul, South Korea
| | - Joung Sik Son
- Department of Family Medicine, Korea University Guro Hospital, Seoul, Republic of Korea
| | - Joseph C Ahn
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, USA
| | - Sang Min Park
- Department of Biomedical Sciences, Seoul National University Graduate School, Seoul, South Korea.
- Department of Family Medicine and Biomedical Sciences, College of Medicine, Seoul National University, 101 Daehak-ro, Jongno-gu, Seoul, South Korea.
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3
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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.
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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.)
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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: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [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.
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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
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5
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López-Sánchez GN, Montalvo-Javé E, Domínguez-Perez M, Antuna-Puente B, Beltrán-Anaya FO, Hidalgo-Miranda A, Chávez-Tapia NC, Uribe M, Nuño-Lámbarri N. Hepatic mir-122-3p, mir-140-5p and mir-148b-5p expressions are correlated with cytokeratin-18 serum levels in MAFLD. Ann Hepatol 2022; 27:100756. [PMID: 36096296 DOI: 10.1016/j.aohep.2022.100756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 08/23/2022] [Accepted: 08/25/2022] [Indexed: 02/04/2023]
Abstract
INTRODUCTION AND OBJECTIVES Metabolic-associated fatty liver disease (MAFLD) is defined by steatosis in more than 5% of hepatocytes without other liver diseases. Patients with this disease can progress to multiple stages like liver fibrosis, cirrhosis, and hepatocellular carcinoma. miRNAs are single-stranded molecules that regulate metabolic homeostasis; their differential expression postulates them as potential circulating biomarkers for MAFLD. Previous research reported that hsa-miR-140-5p, hsa-miR-148-5p, and hsa-miR-122-3p have a differential expression in patients with MAFLD. This study aimed to investigate the correlation between liver hsa-miR-140-5p, hsa-miR-148-5p, and hsa-miR-122-3p and serum biomarkers CK-18, APOB, IL-6, IL-32, and TNF-α in patients with MAFLD compared with control patients. MATERIALS AND METHODS A cross-sectional study was carried out with 16 patients of both sexes, aged between 18-60 years, to determine the association between the levels of hsa-miR-140-5p, hsa-miR-148-5p, and hsa-miR-122-3p with MAFLD in liver biopsies of patients who underwent laparoscopic cholecystectomy. RESULTS Twelve patients presented MAFLD, four without hepatic steatosis. Circulating levels of CK-18 showed a significant difference in patients with MAFLD, and a strong correlation was found between hsa-miR-122-3p, hsa-miR-140-5p, and hsa-miR-148b-5p versus the CAP value. CONCLUSION There is a correlation between elevated tissue expression of hsa-miR-122-3p, hsa-miR-140-5p, and hsa-miR-148b-3p with plasma levels of CK-18 in patients with simple steatosis compared with patients without the disease.
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Affiliation(s)
| | - Eduardo Montalvo-Javé
- Department of Surgery, Faculty of Medicine, The National Autonomous University of Mexico (UNAM), Mexico City, Mexico; Hepato Pancreato and Biliary Clinic, Department of General Surgery, "Hospital General de Mexico", Dr. Eduardo Liceaga. Mexico City, Mexico; Obesity and Digestive Diseases Unit, Medica Sur Clinic & Foundation, Mexico City, Mexico
| | - Mayra Domínguez-Perez
- Genomics of Cardiovascular Diseases Laboratory, National Institute of Genomic Medicine, Mexico City, Mexico
| | - Barbara Antuna-Puente
- Infection Disease Division, Department of Medicine, Queen's University, Kingston, ON, Canada
| | - Fredy O Beltrán-Anaya
- Virology Laboratory, Faculty of Chemical Biological Sciences, UAGro. Lázaro Cárdenas
| | - Alfredo Hidalgo-Miranda
- Genomics of Cancer Diseases Laboratory, National Institute of Genomic Medicine. Mexico City, Mexico
| | - Norberto C Chávez-Tapia
- Traslational Research Unit, Medica Sur Clinic & Foundation, Mexico City, Mexico; Obesity and Digestive Diseases Unit, Medica Sur Clinic & Foundation, Mexico City, Mexico
| | - Misael Uribe
- Obesity and Digestive Diseases Unit, Medica Sur Clinic & Foundation, Mexico City, Mexico.
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