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Kim SH, Park SH, Lee H. Machine learning for predicting hepatitis B or C virus infection in diabetic patients. Sci Rep 2023; 13:21518. [PMID: 38057379 PMCID: PMC10700585 DOI: 10.1038/s41598-023-49046-9] [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: 04/03/2023] [Accepted: 12/04/2023] [Indexed: 12/08/2023] Open
Abstract
Highly prevalent hepatitis B and hepatitis C virus (HBV and HCV) infections have been reported among individuals with diabetes. Given the frequently asymptomatic nature of hepatitis and the challenges associated with screening in some vulnerable populations such as diabetes patients, we conducted an investigation into the performance of various machine learning models for the identification of hepatitis in diabetic patients while also evaluating the significance of features. Analyzing NHANES data from 2013 to 2018, machine learning models were evaluated; random forest (RF), support vector machine (SVM), eXtreme Gradient Boosting (XGBoost), and least absolute shrinkage and selection operator (LASSO) along with stacked ensemble model. We performed hyperparameter tuning to improve the performance of the model, and selected important predictors using the best performance model. LASSO showed the highest predictive performance (AUC-ROC = 0.810) rather than other models. Illicit drug use, poverty, and race were highly ranked as predictive factors for developing hepatitis in diabetes patients. Our study demonstrated that a machine-learning-based model performed optimally in the detection of hepatitis among diabetes patients, achieving high performance. Furthermore, models and predictors evaluated from the current study, we expect, could be supportive information for developing screening or treatment methods for hepatitis care in diabetes patients.
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Affiliation(s)
- Sun-Hwa Kim
- Department of Clinical Medicinal Sciences, Konyang University, Nonsan, Republic of Korea
| | - So-Hyeon Park
- Department of Clinical Medicinal Sciences, Konyang University, Nonsan, Republic of Korea
| | - Heeyoung Lee
- College of Pharmacy, Inje University, Gimhae, Republic of Korea.
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Yang S, Yang H, Zhang Y. Yao-Shan of traditional Chinese medicine: an old story for metabolic health. Front Pharmacol 2023; 14:1194026. [PMID: 37663255 PMCID: PMC10468577 DOI: 10.3389/fphar.2023.1194026] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Accepted: 07/21/2023] [Indexed: 09/05/2023] Open
Abstract
Type 2 diabetes mellitus, nonalcoholic fatty liver disease (NAFLD), cardio-cerebrovascular diseases (CCVDs), hyperuricemia and gout, and metabolic-related sexual dysfunction are metabolic diseases that affect human health in modern society. Scientists have made great efforts to investigate metabolic diseases using cell models in vitro or animal models in the past. However, the findings from cells or animals are difficult to translate into clinical applications due to factors such as the in vitro and in vivo differences; the differences in anatomy, physiology, and genetics between humans and animals; and the differences in microbiome-host interaction. The Chinese have extensively used the medicated diet of traditional Chinese medicine (TCM) (also named as Yao-Shan of TCM, Chinese Yao-Shan et al.) to maintain or improve cardiometabolic health for more than 2,200 years. These ancient classic diets of TCM are essential summaries of long-term life and clinical practices. Over the past 5 years, our group has made every effort to collect and sort out the classic Yao-Shan of TCM from the ancient TCM literature since Spring and Autumn and Warring States Period, especially these are involved in the prevention and treatment of metabolic diseases, such as diabetes, NAFLD, CCVDs, hyperuricemia and gout, and sexual dysfunction. Here, we summarized and discussed the classic Yao-Shan of TCM for metabolic diseases according to the time recorded in the ancient literature, and revised the Latin names of the raw materials in these Yao-Shan of TCM. Moreover, the modern medicine evidences of some Yao-Shan of TCM on metabolic diseases have also been summarized and emphasized in here. However, the exact composition (in terms of ratios), preparation process, and dosage of many Yao-Shan are not standardized, and their main active ingredients are vague. Uncovering the mystery of Yao-Shan of TCM through modern biological and chemical strategies will help us open a door, which is ancient but now looks new, to modulate metabolic homeostasis and diseases.
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Affiliation(s)
- Shuangling Yang
- School of Health Sciences, Guangzhou Xinhua University, Guangzhou, Guangdong, China
| | - Hongzhi Yang
- Department of Traditional Chinese Medicine, The Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou, Guangdong, China
| | - Yaxing Zhang
- Department of Physiology, School of Basic Medical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
- Research Centre of Basic Integrative Medicine, School of Basic Medical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
- Key Laboratory of Chinese Medicine Pathogenesis and Therapy Research, School of Basic Medical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
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3
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Barré T, Di Marzo V, Marcellin F, Burra P, Carrieri P. Expanding Research on Cannabis-Based Medicines for Liver Steatosis: A Low-Risk High-Reward Way Out of the Present Deadlock? Cannabis Cannabinoid Res 2023; 8:5-11. [PMID: 35420457 PMCID: PMC9942183 DOI: 10.1089/can.2022.0014] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Obesity and nonalcoholic fatty liver disease (NAFLD) constitute global and growing epidemics that result in therapeutic dead ends. There is an urgent need for new and accessible treatments to improve and widen both preventive and curative approaches against NAFLD. The endocannabinoid system (ECS) is recognized as a complex signaling apparatus closely related to metabolic disorders and is a key target for treating NAFLD. Despite a lack of conclusive clinical trials, observational and pre-clinical studies highlight putative benefits of phytocannabinoids on liver steatosis through multiple pathways. Owing to both its safety profile and its diversity of active compounds acting primarily (although not exclusively) on the ECS-and its expanded version, the endocannabinoidome, the Cannabis plant should be considered a major prospect in the treatment of NAFLD. However, seizing this opportunity, and intensifying clinical research in this direction, will require overcoming both scientific and nonscientific barriers.
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Affiliation(s)
- Tangui Barré
- Aix Marseille Univ, Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Vincenzo Di Marzo
- Istituto di Chimica Biomolecolare, CNR, Pozzuoli, Italy
- Endocannabinoid Research Group, Pozzuoli, Italy
- Canada Excellence Research Chair on the Microbiome-Endocannabinoidome Axis in Metabolic Health, CRIUCPQ and INAF-Centre NUTRISS, Faculties of Medicine and Agriculture and Food Sciences, Université Laval, Québec, Canada
| | - Fabienne Marcellin
- Aix Marseille Univ, Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Patrizia Burra
- Department of Surgery, Oncology and Gastroenterology, Padua University Hospital, Padua Italy
| | - Patrizia Carrieri
- Aix Marseille Univ, Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
- Address correspondence to: Patrizia Carrieri, PhD, Aix Marseille Univ, Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Faculté de Médecine de la Timone, Aile Bleue, 35 Boulevard Jean Moulin, 13005 Marseille, France,
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Barré T, Carrat F, Ramier C, Fontaine H, Di Beo V, Bureau M, Dorival C, Larrey D, Delarocque-Astagneau E, Mathurin P, Marcellin F, Petrov-Sanchez V, Cagnot C, Carrieri P, Pol S, Protopopescu C, Alric L, Pomes C, Zoulim F, Maynard M, Bai R, Hucault L, Bailly F, Raffi F, Billaud E, Boutoille D, Lefebvre M, André-Garnier E, Cales P, Hubert I, Lannes A, Lunel F, Boursier J, Asselah T, Boyer N, Giuily N, Castelnau C, Scoazec G, Pol S, Fontaine H, Rousseaud E, Vallet-Pichard A, Sogni P, de Ledinghen V, Foucher J, Hiriart JB, M’Bouyou J, Irlès-Depé M, Bourlière M, Ahmed SNS, Oules V, Tran A, Anty R, Gelsi E, Truchi R, Thabut D, Hammeche S, Moussali J, Causse X, De Dieuleveult B, Ouarani B, Labarrière D, Ganne N, Grando-Lemaire V, Nahon P, Brulé S, Ulker B, Guyader D, Jezequel C, Brener A, Laligant A, Rabot A, Renard I, Habersetzer F, Baumert TF, Doffoel M, Mutter C, Simo-Noumbissie P, Razi E, Bronowicki JP, Barraud H, Bensenane M, Nani A, Hassani-Nani S, Bernard MA, Pageaux GP, Larrey D, Meszaros M, Metivier S, Bureau C, Morales T, Peron JM, Robic MA, Decaens T, Faure M, Froissart B, Hilleret MN, Zarski JP, Riachi G, Goria O, et alBarré T, Carrat F, Ramier C, Fontaine H, Di Beo V, Bureau M, Dorival C, Larrey D, Delarocque-Astagneau E, Mathurin P, Marcellin F, Petrov-Sanchez V, Cagnot C, Carrieri P, Pol S, Protopopescu C, Alric L, Pomes C, Zoulim F, Maynard M, Bai R, Hucault L, Bailly F, Raffi F, Billaud E, Boutoille D, Lefebvre M, André-Garnier E, Cales P, Hubert I, Lannes A, Lunel F, Boursier J, Asselah T, Boyer N, Giuily N, Castelnau C, Scoazec G, Pol S, Fontaine H, Rousseaud E, Vallet-Pichard A, Sogni P, de Ledinghen V, Foucher J, Hiriart JB, M’Bouyou J, Irlès-Depé M, Bourlière M, Ahmed SNS, Oules V, Tran A, Anty R, Gelsi E, Truchi R, Thabut D, Hammeche S, Moussali J, Causse X, De Dieuleveult B, Ouarani B, Labarrière D, Ganne N, Grando-Lemaire V, Nahon P, Brulé S, Ulker B, Guyader D, Jezequel C, Brener A, Laligant A, Rabot A, Renard I, Habersetzer F, Baumert TF, Doffoel M, Mutter C, Simo-Noumbissie P, Razi E, Bronowicki JP, Barraud H, Bensenane M, Nani A, Hassani-Nani S, Bernard MA, Pageaux GP, Larrey D, Meszaros M, Metivier S, Bureau C, Morales T, Peron JM, Robic MA, Decaens T, Faure M, Froissart B, Hilleret MN, Zarski JP, Riachi G, Goria O, Paris F, Montialoux H, Leroy V, Amaddeo G, Varaut A, Simoes M, Amzal R, Chazouillières O, Andreani T, Angoulevant B, Chevance A, Serfaty L, Samuel D, Antonini T, Coilly A, Duclos-Vallée JC, Tateo M, Abergel A, Reymond M, Brigitte C, Benjamin B, Muti L, Geist C, Conroy G, Riffault R, Rosa I, Barrault C, Costes L, Hagège H, Loustaud-Ratti V, Carrier P, Debette-Gratien M, Mathurin P, Lassailly G, Lemaitre E, Canva V, Dharancy S, Louvet A, Minello A, Latournerie M, Bardou M, Mouillot T, D’Alteroche L, Barbereau D, Nicolas C, Elkrief L, Jaillais A, Gournay J, Chevalier C, Archambeaud I, Habes S, Portal I, Gelu-Simeon M, Saillard E, Lafrance MJ, Catherine L, Carrat F, Chau F, Dorival C, Goderel I, Lusivika-Nzinga C, Bellance MA, Bellet J, Monfalet P, Chane-Teng J, Bijaoui S, Pannetier G, Téoulé F, Nicol J, Sebal F, Bekhti R, Cagnot C, Boston A, Nailler L, Le Meut G, Diallo A, Petrov-Sanchez V, Bourlière M, Boursier J, Carrat F, Carrieri P, Delarocque-Astagneau E, De Ledinghen V, Dorival C, Fontaine H, Fourati S, Housset C, Larrey D, Nahon P, Pageaux GP, Petrov-Sanchez V, Pol S, Bruyand M, Wittkop L, Zoulim F, Zucman-Rossi J, L’hennaff M, Sizorn M, Cagnot C. Cannabis use as a factor of lower corpulence in hepatitis C-infected patients: results from the ANRS CO22 Hepather cohort. J Cannabis Res 2022; 4:31. [PMID: 35690798 PMCID: PMC9188079 DOI: 10.1186/s42238-022-00138-9] [Show More Authors] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Accepted: 05/19/2022] [Indexed: 11/21/2022] Open
Abstract
Background Patients with chronic hepatitis C virus (HCV) infection are at greater risk of developing metabolic disorders. Obesity is a major risk factor for these disorders, and therefore, managing body weight is crucial. Cannabis use, which is common in these patients, has been associated with lower corpulence in various populations. However, this relationship has not yet been studied in persons with chronic HCV infection. Methods Using baseline data from the French ANRS CO22 Hepather cohort, we used binary logistic and multinomial logistic regression models to test for an inverse relationship between cannabis use (former/current) and (i) central obesity (i.e., large waist circumference) and (ii) overweight and obesity (i.e., elevated body mass index (BMI)) in patients from the cohort who had chronic HCV infection. We also tested for relationships between cannabis use and both waist circumference and BMI as continuous variables, using linear regression models. Results Among the 6348 participants in the study population, 55% had central obesity, 13.7% had obesity according to their BMI, and 12.4% were current cannabis users. After multivariable adjustment, current cannabis use was associated with lower risk of central obesity (adjusted odds ratio, aOR [95% confidence interval, CI]: 0.45 [0.37–0.55]), BMI-based obesity (adjusted relative risk ratio (aRRR) [95% CI]: 0.27 [0.19–0.39]), and overweight (aRRR [95% CI]: 0.47 [0.38–0.59]). This was also true for former use, but to a lesser extent. Former and current cannabis use were inversely associated with waist circumference and BMI. Conclusions We found that former and, to a greater extent, current cannabis use were consistently associated with smaller waist circumference, lower BMI, and lower risks of overweight, obesity, and central obesity in patients with chronic HCV infection. Longitudinal studies are needed to confirm these relationships and to assess the effect of cannabis use on corpulence and liver outcomes after HCV cure. Trial registration ClinicalTrials.gov identifier: NCT01953458.
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Barré T, Pol S, Ramier C, Di Beo V, Carrat F, Bureau M, Bourlière M, Dorival C, Serfaty L, Asselah T, Boursier J, Marcellin F, Carrieri P, Fontaine H, Protopopescu C. Cannabis Use Is Inversely Associated with Overweight and Obesity in Hepatitis B Virus-Infected Patients (ANRS CO22 Hepather Cohort). Cannabis Cannabinoid Res 2022; 7:677-689. [PMID: 34648718 PMCID: PMC9587766 DOI: 10.1089/can.2021.0094] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Background: Chronic hepatitis B virus (HBV) infection may evolve into cirrhosis and hepatocellular carcinoma, and this progression may be accelerated by specific risk factors, including overweight and obesity. Although evidence for a protective effect of cannabis use on elevated body weight has been found for other populations, no data are available for HBV-infected patients. Aims: We aimed to identify risk factors (including cannabis use) for overweight and obesity in patients with HBV chronic infection. Methods: Using baseline data from the French ANRS CO22 Hepather cohort, we performed two separate analyses, one using "central obesity" (based on waist circumference) and the other "overweight" and "obesity" (based on body mass index) as outcomes. Logistic and multinomial regressions were used to model central obesity and overweight/obesity, respectively. Results: Among the 3706 patients in the study population, 50.8% had central obesity, 34.7% overweight, and 14.4% obesity. After multivariable adjustment, current cannabis use was associated with a 59% lower risk of central obesity compared with no lifetime use (adjusted odds ratio [95% CI]: 0.41 [0.24 to 0.70]). It was also associated with a 54% and 84% lower risk of overweight (adjusted relative risk ratio [95% CI]: 0.46 [0.27 to 0.76]) and obesity (0.16 [0.04 to 0.67]), respectively. Conclusions: Cannabis use was associated with lower risks of overweight and obesity in patients with HBV chronic infection. Future studies should test whether these potential benefits of cannabis and cannabinoid use translate into reduced liver disease progression in this high-risk population.
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Affiliation(s)
- Tangui Barré
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Stanislas Pol
- Université Paris Centre, Département d'Hépatologie, Hôpital Cochin, APHP, Paris, France
| | - Clémence Ramier
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Vincent Di Beo
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Fabrice Carrat
- Sorbonne Université, INSERM, Institut Pierre Louis d'Épidémiologie et de Santé Publique, Département de Santé Publique, Hôpital Saint-Antoine, APHP, Paris, France
| | - Morgane Bureau
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Marc Bourlière
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
- Hôpital St Joseph, Service d'Hépato-Gastroentérologie, Marseille, France
| | - Céline Dorival
- Sorbonne Université, INSERM, Institut Pierre Louis d'Épidémiologie et de Santé Publique, Paris, France
| | - Lawrence Serfaty
- Hepatology Department, Pôle des Pathologies Digestives, Hépatiques et de la Transplantation, Hôpital de Hautepierre-Hôpitaux Universitaires de Strasbourg, Université de Strasbourg, Strasbourg, France
| | - Tarik Asselah
- Université de Paris, Centre de recherche sur l'inflammation, INSERM UMR1149, Paris, France
- Department of Hepatology, AP-HP, Hôpital Beaujon, Clichy, France
| | - Jérôme Boursier
- Hepato-Gastroenterology Department, Angers University Hospital, Angers, France
- HIFIH Laboratory, UPRES 3859, SFR 4208, Angers University, Angers, France
| | - Fabienne Marcellin
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Patrizia Carrieri
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Hélène Fontaine
- Université Paris Centre, Département d'Hépatologie, Hôpital Cochin, APHP, Paris, France
| | - Camelia Protopopescu
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
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Cannabinoids and Chronic Liver Diseases. Int J Mol Sci 2022; 23:ijms23169423. [PMID: 36012687 PMCID: PMC9408890 DOI: 10.3390/ijms23169423] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Revised: 08/13/2022] [Accepted: 08/17/2022] [Indexed: 11/19/2022] Open
Abstract
Nonalcoholic fatty liver disease (NAFLD), alcohol-induced liver disease (ALD), and viral hepatitis are the main causes of morbidity and mortality related to chronic liver diseases (CLDs) worldwide. New therapeutic approaches to prevent or reverse these liver disorders are thus emerging. Although their etiologies differ, these CLDs all have in common a significant dysregulation of liver metabolism that is closely linked to the perturbation of the hepatic endocannabinoid system (eCBS) and inflammatory pathways. Therefore, targeting the hepatic eCBS might have promising therapeutic potential to overcome CLDs. Experimental models of CLDs and observational studies in humans suggest that cannabis and its derivatives may exert hepatoprotective effects against CLDs through diverse pathways. However, these promising therapeutic benefits are not yet fully validated, as the few completed clinical trials on phytocannabinoids, which are thought to hold the most promising therapeutic potential (cannabidiol or tetrahydrocannabivarin), remained inconclusive. Therefore, expanding research on less studied phytocannabinoids and their derivatives, with a focus on their mode of action on liver metabolism, might provide promising advances in the development of new and original therapeutics for the management of CLDs, such as NAFLD, ALD, or even hepatitis C-induced liver disorders.
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Barré T, Fontaine H, Pol S, Ramier C, Di Beo V, Protopopescu C, Marcellin F, Bureau M, Bourlière M, Dorival C, Petrov-Sanchez V, Asselah T, Delarocque-Astagneau E, Larrey D, Duclos-Vallée JC, Carrat F, Carrieri P. Metabolic Disorders in Patients with Chronic Hepatitis B Virus Infection: Coffee as a Panacea? (ANRS CO22 Hepather Cohort). Antioxidants (Basel) 2022; 11:antiox11020379. [PMID: 35204261 PMCID: PMC8869416 DOI: 10.3390/antiox11020379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2022] [Revised: 02/10/2022] [Accepted: 02/11/2022] [Indexed: 12/04/2022] Open
Abstract
People living with chronic hepatitis B virus (HBV) infection are at high risk of liver disease progression, which is positively associated with metabolic disorders, but inversely associated with dyslipidemia. Diet, including dietary antioxidants, is a lever of metabolic disorder management. In particular, elevated coffee consumption is associated with different metabolic outcomes in the general population. We aimed to test whether such associations occur in HBV-infected people. Based on cross-sectional data from the ANRS CO22 Hepather cohort, we performed logistic regression models with (i) dyslipidemia, (ii) hypertension, and (iii) diabetes as outcomes, and with demographic, clinical, and socio-behavioral (including coffee consumption) data as explanatory variables. Among 4746 HBV-infected patients, drinking ≥3 cups of coffee per day was associated with a higher risk of dyslipidemia (adjusted odds ratio [95% confidence interval] 1.49 [1.10–2.00], p = 0.009) and a lower risk of hypertension (0.64 [0.50–0.82], p = 0.001). It was not associated with diabetes. Elevated coffee consumption was associated with a higher risk of dyslipidemia and a lower risk of hypertension in HBV-infected patients, two effects expected to be associated with favorable clinical outcomes. Further studies should test whether such metabolic benefits translate into reduced mortality risk in this population.
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Affiliation(s)
- Tangui Barré
- Aix Marseille Univ. Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l’Information Médicale, ISSPAM, 13005 Marseille, France; (T.B.); (C.R.); (V.D.B.); (C.P.); (F.M.); (M.B.); (M.B.)
| | - Hélène Fontaine
- Université de Paris, AP-HP, Hôpital Cochin, Département d’Hépatologie/Addictologie, 75014 Paris, France; (H.F.); (S.P.)
| | - Stanislas Pol
- Université de Paris, AP-HP, Hôpital Cochin, Département d’Hépatologie/Addictologie, 75014 Paris, France; (H.F.); (S.P.)
| | - Clémence Ramier
- Aix Marseille Univ. Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l’Information Médicale, ISSPAM, 13005 Marseille, France; (T.B.); (C.R.); (V.D.B.); (C.P.); (F.M.); (M.B.); (M.B.)
| | - Vincent Di Beo
- Aix Marseille Univ. Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l’Information Médicale, ISSPAM, 13005 Marseille, France; (T.B.); (C.R.); (V.D.B.); (C.P.); (F.M.); (M.B.); (M.B.)
| | - Camelia Protopopescu
- Aix Marseille Univ. Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l’Information Médicale, ISSPAM, 13005 Marseille, France; (T.B.); (C.R.); (V.D.B.); (C.P.); (F.M.); (M.B.); (M.B.)
| | - Fabienne Marcellin
- Aix Marseille Univ. Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l’Information Médicale, ISSPAM, 13005 Marseille, France; (T.B.); (C.R.); (V.D.B.); (C.P.); (F.M.); (M.B.); (M.B.)
| | - Morgane Bureau
- Aix Marseille Univ. Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l’Information Médicale, ISSPAM, 13005 Marseille, France; (T.B.); (C.R.); (V.D.B.); (C.P.); (F.M.); (M.B.); (M.B.)
| | - Marc Bourlière
- Aix Marseille Univ. Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l’Information Médicale, ISSPAM, 13005 Marseille, France; (T.B.); (C.R.); (V.D.B.); (C.P.); (F.M.); (M.B.); (M.B.)
- Hôpital St. Joseph, Service d’Hépato-Gastroentérologie, 13008 Marseille, France
| | - Céline Dorival
- Institut National de la Santé et de la Recherche Médicale (INSERM), Institut Pierre Louis d’Epidémiologie et de Santé Publique, Sorbonne Université, 75646 Paris, France;
| | - Ventzislava Petrov-Sanchez
- ANRS MIE (France Recherche Nord & Sud Sida-HIV Hépatites|Maladies Infectieuses Emergentes), Unit for Basic and Clinical Research on Viral Hepatitis, 73013 Paris, France;
| | - Tarik Asselah
- Université de Paris, Centre de Recherche sur L’inflammation, INSERM UMR1149, 75018 Paris, France;
- Department of Hepatology, AP-HP, Hôpital Beaujon, 92110 Clichy, France
| | - Elisabeth Delarocque-Astagneau
- Université Paris-Saclay, UVSQ, Inserm, CESP, Team Anti-Infective Evasion and Pharmacoepidemiology, 78180 Montigny, France;
- AP-HP, GHU Paris Saclay University, Raymond Poincaré Hospital, Epidemiology and Public Health Department, 92380 Garches, France
| | - Dominique Larrey
- Liver Unit-IRB-INSERM 1183, Hôpital Saint Eloi, 34090 Montpellier, France;
| | - Jean-Charles Duclos-Vallée
- AP-HP Hôpital Paul-Brousse, Centre Hépato-Biliaire, Villejuif, UMR-S 1193, Université Paris-Saclay, FHU HEPATINOV, 94800 Villejuif, France;
| | - Fabrice Carrat
- Hôpital Saint-Antoine, Unité de Santé Publique, Assistance Publique-Hôpitaux de Paris (AP-HP), 75012 Paris, France;
| | - Patrizia Carrieri
- Aix Marseille Univ. Inserm, IRD, SESSTIM, Sciences Economiques & Sociales de la Santé & Traitement de l’Information Médicale, ISSPAM, 13005 Marseille, France; (T.B.); (C.R.); (V.D.B.); (C.P.); (F.M.); (M.B.); (M.B.)
- Correspondence:
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8
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Santos M, Protopopescu C, Delarocque-Astagneau E, Bourlière M, Petrov-Sanchez V, Di Beo V, Larrey D, Baudoin M, Dorival C, Bureau M, Fontaine H, Carrat F, Marcellin F, Pol S, Carrieri P. Late presentation for HCV care: Time to target people with diabetes and/or hazardous alcohol use (ANRS CO22 HEPATHER cohort). Liver Int 2022; 42:38-49. [PMID: 34520614 DOI: 10.1111/liv.15056] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 08/16/2021] [Accepted: 08/27/2021] [Indexed: 12/15/2022]
Abstract
BACKGROUND AND AIMS Late presentation for care of hepatitis C virus (HCV) infection - defined as having severe liver fibrosis when first consulting a specialist for HCV care - increases morbidity and mortality. Identifying the socio-behavioural correlates of late presentation is essential to improve HCV strategies to optimize HCV cascade of care. We investigated clinical and socio-behavioural correlates of late presentation for care in HCV mono-infected individuals. METHODS This study included chronic HCV mono-infected patients participating in the French national cohort ANRS CO22 HEPATHER, starting in 2012. The correlates of late presentation were estimated using a Heckman probit selection model, which takes into account the possible selection bias because of missing data in the outcome. RESULTS Among the 9174 study patients, 1236 had available data on liver fibrosis stage at first presentation for HCV care. Of these, 591 (47.8%) were late presenters. In a multivariable analysis adjusted for age, sex and HCV genotype, having diabetes (adjusted coefficient [95% confidence interval]: 0.55 [0.30; 0.80]), current hazardous alcohol use (0.36 [0.03; 0.69]) and current abstinence but past hazardous alcohol use (0.42 [0.19; 0.64]) (vs. current abstinence and no past hazardous use) were all independently associated with late presentation for HCV care. CONCLUSIONS As late presentation severely affects HCV cascade of care, our findings bring important new evidence about the need to promptly identify and target people with diabetes and/or past or current hazardous alcohol use for HCV screening and treatment within the wider context of the WHO goal to eliminate HCV by 2030.
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Affiliation(s)
- Melina Santos
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Camelia Protopopescu
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Elizabeth Delarocque-Astagneau
- UVSQ, Inserm, Anti-Infective Evasion and Pharmacoepidemiology, CESP, Université Paris-Saclay, Montigny, France.,Département Hospitalier d'Epidémiologie et de Santé Publique, AP-HP, GHU Université Paris Saclay, Hôpital Raymond Poincaré, Garches, France
| | - Marc Bourlière
- Department of Hepatology and Gastroenterology, Hôpital Saint Joseph, Marseille, France
| | - Ventizlava Petrov-Sanchez
- ANRS MIE (France Recherche Nord & Sud Sida-HIV Hépatites, Maladies Infectieuses Emergentes), Unit for Basic and Clinical Research on Viral Hepatitis, Paris, France
| | - Vincent Di Beo
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Dominique Larrey
- Service des maladies de l'appareil digestif, Hôpital Saint Eloi, IBR-Inserm Montpellier, Montpellier, France
| | - Maël Baudoin
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Céline Dorival
- Institut National de la Santé et de la Recherche Médicale (INSERM), Institut Pierre Louis d'Epidémiologie et de Santé Publique, Sorbonne Université, Paris, France
| | - Morgane Bureau
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Hélène Fontaine
- Département d'Hépatologie, AP-HP, Hôpital Cochin, Paris, France.,INSERM U1223, Institut Pasteur, Université Paris Descartes, Paris, France
| | - Fabrice Carrat
- Institut National de la Santé et de la Recherche Médicale (INSERM), Institut Pierre Louis d'Epidémiologie et de Santé Publique, Sorbonne Université, Paris, France.,Hôpital Saint-Antoine, Unité de Santé Publique, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Fabienne Marcellin
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
| | - Stanislas Pol
- Département d'Hépatologie, AP-HP, Hôpital Cochin, Paris, France.,INSERM U1223, Institut Pasteur, Université Paris Descartes, Paris, France
| | - Patrizia Carrieri
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, ISSPAM, Marseille, France
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9
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Barré T, Mercié P, Marcellin F, Esterle L, Duvivier C, Teicher E, Bureau M, Chas J, Salmon-Céron D, Sogni P, Carrieri MP, Wittkop L, Protopopescu C. HCV Cure and Cannabis Abstinence Facilitate Tobacco Smoking Quit Attempts in HIV-HCV Co-Infected Patients (ANRS CO13 HEPAVIH Cohort Study). AIDS Behav 2021; 25:4141-4153. [PMID: 33903998 DOI: 10.1007/s10461-021-03277-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/19/2021] [Indexed: 12/16/2022]
Abstract
In Western countries, tobacco smoking is highly prevalent among patients co-infected with HIV and hepatitis C virus (HCV). In the era of antiretrovirals and HCV cure, smoking-related health damages contribute greatly to morbidity and mortality in HIV-HCV co-infected patients. We used longitudinal data from the ANRS CO13 HEPAVIH cohort to identify the correlates of tobacco smoking quit attempts (TSQA) in HIV-HCV co-infected patients. TSQA were modelled using a multivariable discrete-time Cox proportional hazards model in 695 HIV-HCV co-infected tobacco smokers. HCV cure was associated with a 76% higher chance of TSQA (adjusted hazard ratio [95% confidence interval]: 1.76 [1.06-2.93], p = 0.029), and cannabis use with a 37% lower chance (0.63 [0.40-1.00], p = 0.049), independently of the mode of HIV transmission, other psychoactive substance use, and body mass index. Patients should be screened for tobacco and cannabis use at HCV treatment initiation and during follow-up. They should also be provided with comprehensive counselling and referral to addiction services. Non-smoking routes of cannabis administration should be promoted for cannabis users who wish to quit smoking tobacco.
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Affiliation(s)
- Tangui Barré
- INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, Aix Marseille Univ, Marseille, France
- ORS PACA, Observatoire Régional de la Santé Provence-Alpes-Côte d'Azur, Marseille, France
| | - Patrick Mercié
- Centre Hospitalier Universitaire (CHU) de Bordeaux, Pôle Médecine Interne, Service de Médecine Interne Et Immunologie Clinique, Bordeaux Population Health Research Center UMR 1219, CIC-EC 1401, Université de Bordeaux, Bordeaux, France
| | - Fabienne Marcellin
- INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, Aix Marseille Univ, Marseille, France.
- UMR 1252 SESSTIM, Aix-Marseille Univ, Faculté de Médecine, 3e étage - Aile Bleue, 27, boulevard Jean Moulin, 13385, Marseille cedex 5, France.
| | - Laure Esterle
- ISPED, Inserm, Bordeaux Population Health Research Center, Team MORPH3EUS, UMR 1219, CIC-EC 1401, Université de Bordeaux, Bordeaux, France
| | - Claudine Duvivier
- Service de Maladies Infectieuses et Tropicales, Centre d'Infectiologie Necker-Pasteur, APHP-Hôpital Necker-Enfants Malades, Paris, France
- IHU Imagine, Paris, France
- Institut Cochin-CNRS 8104-INSERM U1016-RIL Team: Retrovirus, Infection and Latency, Université de Paris, Paris, France
- Centre Médical de L'Institut Pasteur, Institut Pasteur, Paris, France
| | - Elina Teicher
- Centre Hépato-Biliaire, AP-HP Hôpital Paul-Brousse, Villejuif, France
- DHU Hepatinov, Villejuif, France
- Service de Médecine Interne, AP-HP Hôpital Bicêtre, Le Kremlin-Bicêtre, France
| | - Morgane Bureau
- INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, Aix Marseille Univ, Marseille, France
| | - Julie Chas
- Service Maladies Infectieuses et Tropicales, Assistance Publique des Hôpitaux de Paris, Hôpital Tenon, Paris, France
| | - Dominique Salmon-Céron
- Service Maladies Infectieuses et Tropicales, AP-HP, Hôpital Cochin, Paris, France
- Université Paris Descartes, Paris, France
| | - Philippe Sogni
- Université Paris Descartes, Paris, France
- INSERM U1223, Institut Pasteur, Paris, France
- Hôpital Cochin, Paris, France
| | - Maria Patrizia Carrieri
- INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, Aix Marseille Univ, Marseille, France
| | - Linda Wittkop
- ISPED, Inserm, Bordeaux Population Health Research Center, Team MORPH3EUS, UMR 1219, CIC-EC 1401, Université de Bordeaux, Bordeaux, France
- Service D'information Médicale, CHU de Bordeaux, Pôle de Santé Publique, Bordeaux, France
| | - Camelia Protopopescu
- INSERM, IRD, SESSTIM, Sciences Économiques & Sociales de la Santé & Traitement de l'Information Médicale, Aix Marseille Univ, Marseille, France
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10
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Pharmacokinetic Investigation of Commercially Available Edible Marijuana Products in Humans: Potential Influence of Body Composition and Influence on Glucose Control. Pharmaceuticals (Basel) 2021; 14:ph14080817. [PMID: 34451914 PMCID: PMC8398280 DOI: 10.3390/ph14080817] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Revised: 08/10/2021] [Accepted: 08/17/2021] [Indexed: 12/14/2022] Open
Abstract
The purpose of the study was to describe and compare the pharmacokinetics of five commercial edible marijuana products, determine the influence of body composition on pharmacokinetics, and, in light of epidemiology suggesting marijuana may offer diabetes protection, explore the influence of edible marijuana on glucose tolerance. Seven regular users of marijuana self-administered five edible products in a randomized crossover design; each product contained 10 mg of delta-9-tetrahydrocannabinol (THC). Thirty minutes following marijuana ingestion, participants imbibed a 75 g glucose beverage. Time-to-peak plasma THC concentration ranged between 35 and 90 min; maximal plasma THC concentration (Cmax) ranged between 3.2 and 5.5 ng/mL. Differences between products in plasma THC concentration during the first 20–30 min were detected (p = 0.019). Relations were identified between body composition and pharmacokinetic parameters for some products; however, none of these body composition characteristics were consistently related to pharmacokinetics across all five of the products. Edible marijuana had no effect on oral glucose tolerance compared with a marijuana-free control (Matsuda Index; p > 0.395). Commercially available edible marijuana products evoke different plasma THC concentrations shortly after ingestion, but do not appear to influence acute glucose regulation. These data may allow recreational marijuana users to make informed decisions pertaining to rates of edible marijuana ingestion and avoid overdose.
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Barré T, Rojas Rojas T, Lacombe K, Protopopescu C, Poizot-Martin I, Nishimwe ML, Zucman D, Esterle L, Billaud E, Aumaitre H, Bouchaud O, Rey D, Piroth L, Salmon-Ceron D, Wittkop L, Sogni P, Carrieri MP, Serfaty L, Marcellin F. Cannabis use and reduced risk of elevated fatty liver index in HIV-HCV co-infected patients: a longitudinal analysis (ANRS CO13 HEPAVIH). Expert Rev Anti Infect Ther 2021; 19:1147-1156. [PMID: 33538612 DOI: 10.1080/14787210.2021.1884545] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Background: Cannabis use and elevated fatty liver index (FLI≥ 60) (a biomarker of hepatic steatosis in the general population) have been identified as predictors of HCV-related and overall mortality, respectively, in HIV-HCV co-infected patients. However, the relationship between cannabis use and the risk of elevated FLI has never been explored.Methods: Using five-year follow-up data from 997 HIV-HCV co-infected patients (ANRS CO13 HEPAVIH cohort), we analyzed the relationship between cannabis use and FLI using mixed-effects multivariable logistic (outcome: elevated FLI yes/no) and linear (outcome: continuous FLI) regression models.Results: At the last follow-up visit, 27.4% of patients reported regular or daily cannabis use and 27.8% had elevated FLI. After multivariable adjustment, regular or daily cannabis use was associated with a 55% lower risk of elevated FLI (adjusted odds ratio [95% confidence interval]: 0.45 [0.22; 0.94]; p = 0.033) and lower FLI values (adjusted model coefficient: -4.24 [-6.57; -1.91], p < 0.0001).Conclusions: Cannabis use is associated with a reduced risk of elevated fatty liver index in HIV-HCV co-infected patients. Further research is needed to confirm whether and how cannabinoids may inhibit the development of hepatic steatosis or other metabolic disorders in high-risk populations.
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Affiliation(s)
- Tangui Barré
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales De La Santé & Traitement De l'Information Médicale, Marseille, France.,Ors Paca, Observatoire Régional De La Santé Provence-Alpes-Côte d'Azur, Marseille, France
| | - Teresa Rojas Rojas
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales De La Santé & Traitement De l'Information Médicale, Marseille, France.,Ors Paca, Observatoire Régional De La Santé Provence-Alpes-Côte d'Azur, Marseille, France.,APHM Sainte-Marguerite, Clinical Immunohematology Unit, Aix Marseille University, Marseille, France
| | - Karine Lacombe
- Infectious and Tropical Disease Unit, Paris Public Hospitals, Saint-Antoine Hospital, Paris, France.,UMR S1136, Pierre Louis Epidemiology and Public Health Institute, Pierre and Marie Curie University, Paris, France
| | - Camelia Protopopescu
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales De La Santé & Traitement De l'Information Médicale, Marseille, France.,Ors Paca, Observatoire Régional De La Santé Provence-Alpes-Côte d'Azur, Marseille, France
| | - Isabelle Poizot-Martin
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales De La Santé & Traitement De l'Information Médicale, Marseille, France.,APHM Sainte-Marguerite, Clinical Immunohematology Unit, Aix Marseille University, Marseille, France
| | - Marie Libérée Nishimwe
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales De La Santé & Traitement De l'Information Médicale, Marseille, France.,Ors Paca, Observatoire Régional De La Santé Provence-Alpes-Côte d'Azur, Marseille, France
| | - David Zucman
- Department of Internal Medicine, Réseau Ville Hôpital Val De Seine, Foch Hospital, Suresnes, France
| | - Laure Esterle
- Univ. Bordeaux, ISPED, Inserm, Bordeaux Population Health Research Center, Team MORPH3EUS, UMR 1219, Bordeaux, France
| | - Eric Billaud
- Department of Infectious Disease, CHU Hôtel-Dieu, Nantes, France.,COREVIH Pays De La Loire, CHU Hôtel-Dieu, Nantes, France
| | - Hugues Aumaitre
- Infectious and Tropical Disease Unit, Perpignan Hospital Center, Perpignan, France
| | - Olivier Bouchaud
- Infectious and Tropical Disease Unit, Paris Public Hospitals, Avicenne Hospital, Bobigny, France.,Laboratoire d'Educations et Pratiques en Santé EA 3412, Université Sorbonne Paris Nord, Bobigny, France
| | - David Rey
- Le Trait d'Union, HIV-Infection Care Center, Hôpitaux Universitaires De Strasbourg, Strasbourg, France
| | - Lionel Piroth
- Department of Infectiology, Dijon University Hospital Center, Dijon, France.,INSERM-CIC 1342, Bourgogne University, Dijon, France
| | - Dominique Salmon-Ceron
- Service Maladies Infectieuses Et Tropicales, AP-HP, Hôpital Cochin, Paris, France.,Université Paris Descartes, Paris, France
| | - Linda Wittkop
- Univ. Bordeaux, ISPED, Inserm, Bordeaux Population Health Research Center, Team MORPH3EUS, UMR 1219, Bordeaux, France.,Pole De Sante Publique, CHU De Bordeaux, Bordeaux, France
| | - Philippe Sogni
- Université Paris Descartes, Paris, France.,INSERM U-1223, Institut Pasteur, Paris, France.,Service d'Hépatologie, Hôpital Cochin, Assistance Publique - Hôpitaux De Paris, France
| | - Maria Patrizia Carrieri
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales De La Santé & Traitement De l'Information Médicale, Marseille, France.,Ors Paca, Observatoire Régional De La Santé Provence-Alpes-Côte d'Azur, Marseille, France
| | - Lawrence Serfaty
- Service d'Hépato-gastroentérologie, Hôpital Hautepierre, Hôpitaux Universitaires De Strasbourg, France.,INSERM UMR 938, Université Paris Sorbonne, Paris, France
| | - Fabienne Marcellin
- Aix Marseille Univ, INSERM, IRD, SESSTIM, Sciences Économiques & Sociales De La Santé & Traitement De l'Information Médicale, Marseille, France.,Ors Paca, Observatoire Régional De La Santé Provence-Alpes-Côte d'Azur, Marseille, France
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