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De Matteis C, Novielli F, Di Buduo E, Arconzo M, Gadaleta RM, Cariello M, Moschetta A, Crudele L. Atherogenic index of plasma identifies subjects with severe liver steatosis. Sci Rep 2025; 15:9136. [PMID: 40097487 PMCID: PMC11914574 DOI: 10.1038/s41598-025-93141-y] [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: 12/03/2024] [Accepted: 03/05/2025] [Indexed: 03/19/2025] Open
Abstract
The Atherogenic Index of Plasma (AIP), calculated by log (Triglycerides/HDL-C), has been proposed as a marker of atherogenic and cardiovascular risk. Atherosclerosis and Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD) share some pathogenic features and may be considered clinical manifestations of Metabolic Syndrome. In this study, we aimed to investigate the role of increased AIP as a putative metabolic biomarker for MASLD. 1,496 individuals (49% males and 51% females) underwent clinical examination for Metabolic Syndrome at Internal Medicine Division "C. Frugoni" of University Hospital of Bari, Italy in the period between January 2016 and April 2024. Clinical history was recorded, and physical examination, anthropometric measures, biochemical assessment, and abdomen ultrasound were performed. In the overall population, AIP significantly correlated with fasting glycemia (FPG, r = 0.26, p < 0.0001), HbA1c (r = 0.20, p < 0.0001), LDL (r = 0.11, p < 0.0001) and total cholesterol (r = 0.09; p < 0.0001), and anthropometric measures of obesity BMI (r = 0.37, p < 0.0001) and Waist Circumference (r = 0.44; p < 0.001). We then investigated AIP values in patients with and without dysmetabolic conditions, finding that AIP significantly increased as steatosis worsened (p < 0.001). ROC curves identified an optimal cut-off of 0.31 for accurately diagnosing severe steatosis and AIP values above this cut-off discriminated patients with significantly increased (p < 0.0001) fasting glycemia, LDL, and waist circumference, and were strongly associated (p < 0.0001) with MASLD (LLR 85.3), type 2 diabetes (LLR 85.5), abdominal obesity (LLR 72.9), overweight (LLR 151.8), and systemic obesity (LLR 178.4). The risk for being diagnosed with such conditions was found to be even higher in the subpopulation of patients with severe liver steatosis. To validate our findings, we considered another cohort of patients with and without biopsy-proven liver steatosis (public dataset GSE89632), confirming that a significant increase (p < 0.001) in AIP values could be found in patients with liver steatosis compared to healthy controls. AIP can be considered a specific biomarker of fatty liver disease with high sensitivity for the diagnosis of the severe form of liver steatosis. Considering AIP in the evaluation of patients with liver steatosis may augment the accuracy for diagnosing metabolic impairment and MASLD.
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Affiliation(s)
- Carlo De Matteis
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", Piazza Giulio Cesare N. 11, 70124, Bari, Italy
| | - Fabio Novielli
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", Piazza Giulio Cesare N. 11, 70124, Bari, Italy
| | - Ersilia Di Buduo
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", Piazza Giulio Cesare N. 11, 70124, Bari, Italy
| | - Maria Arconzo
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", Piazza Giulio Cesare N. 11, 70124, Bari, Italy
| | - Raffaella Maria Gadaleta
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", Piazza Giulio Cesare N. 11, 70124, Bari, Italy
- INBB National Institute for Biostructure and Biosystems, Via Dei Carpegna, 19 - 00165, Roma, Italia
| | - Marica Cariello
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", Piazza Giulio Cesare N. 11, 70124, Bari, Italy
- INBB National Institute for Biostructure and Biosystems, Via Dei Carpegna, 19 - 00165, Roma, Italia
| | - Antonio Moschetta
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", Piazza Giulio Cesare N. 11, 70124, Bari, Italy.
- INBB National Institute for Biostructure and Biosystems, Via Dei Carpegna, 19 - 00165, Roma, Italia.
| | - Lucilla Crudele
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", Piazza Giulio Cesare N. 11, 70124, Bari, Italy.
- INBB National Institute for Biostructure and Biosystems, Via Dei Carpegna, 19 - 00165, Roma, Italia.
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Russo E, Viazzi F, Pontremoli R, Angeli F, Barbagallo CM, Berardino B, Bombelli M, Cappelli F, Casiglia E, Cianci R, Ciccarelli M, Cicero AFG, Cirillo M, Cirillo P, D'Elia L, Desideri G, Ferri C, Galletti F, Gesualdo L, Giannattasio C, Grassi G, Iaccarino G, Imbalzano E, Lippa L, Mallamaci F, Maloberti A, Masi S, Masulli M, Mazza A, Mengozzi A, Muiesan ML, Nazzaro P, Palatini P, Parati G, Quarti-Trevano F, Rattazzi M, Reboldi G, Rivasi G, Salvetti M, Tikhonoff V, Tocci G, Ungar A, Verdecchia P, Virdis A, Volpe M, Borghi C. Predictive value of TG/HDL-C and GFR-adjusted uric acid levels on cardiovascular mortality: the URRAH study. Lipids Health Dis 2025; 24:21. [PMID: 39856749 PMCID: PMC11760098 DOI: 10.1186/s12944-025-02440-w] [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: 11/13/2024] [Accepted: 01/13/2025] [Indexed: 01/27/2025] Open
Abstract
BACKGROUND Insulin resistance (IR) and serum uric acid (SUA) are closely interconnected: SUA contributes to adversely affects the insulin signaling pathway and contributes to IR, while IR is a known predictor for the development of hyperuricemia. The triglyceride (TG) to high-density lipoprotein cholesterol (HDL-C) ratio has been proposed as an easily obtainable marker for IR. This research aimed to investigate the interaction between IR and glomerular filtration rate (GFR)-adjusted uricemia (SUA/GFR ratio) in determining CV risk in a large population cohort study. METHODS Data from 18,694 subjects were analyzed from Uric acid Right foR heArt Healt (URRAH) database. The study evaluated the association between TG/HDL-C ratio and SUA/GFR ratio, as well as their impact on the development of outcomes during the follow-up study period. The primary endpoint was CV mortality. RESULTS After a mean follow-up of 124 ± 64 months, 2,665 (14.2%) CV deaths occurred. The incidence of fatal and non-fatal CV events increased in parallel with the increase of TG/HDL-C quintiles. TG/HDL-C ratio showed a positive association with increasing of SUA/GFR ratio, even in non-diabetic patients. Multivariate analysis showed that the TG/HDL-C ratio increases the mortality risk even after adjustment for potential confounding factors. Finally, IR and GFR-adjusted hyperuricemia showed an additive effect on CV mortality. CONCLUSIONS Both IR and SUA/GFR ratio independently predict CV mortality, regardless of age, gender, BMI, diabetes, hypertension and statin use. The joint effect of the TG/HDL-C ratio and the elevated SUA/GFR ratio was greater than the presence of each single risk factor on CV mortality. This highlights the importance of monitoring these markers to better assess cardiovascular risk.
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Affiliation(s)
- Elisa Russo
- Dipartimento Di Medicina Interna E Specialita Mediche, Università Degli Studi Di Genova, Genoa, Liguria, Italy
- IRCCS Ospedale Policlinico San Martino, Genoa, Liguria, Italy
| | - Francesca Viazzi
- Dipartimento Di Medicina Interna E Specialita Mediche, Università Degli Studi Di Genova, Genoa, Liguria, Italy.
- IRCCS Ospedale Policlinico San Martino, Genoa, Liguria, Italy.
| | - Roberto Pontremoli
- Dipartimento Di Medicina Interna E Specialita Mediche, Università Degli Studi Di Genova, Genoa, Liguria, Italy
- IRCCS Ospedale Policlinico San Martino, Genoa, Liguria, Italy
| | - Fabio Angeli
- Università Degli Studi Dell'Insubria, Varese, Lombardy, Italy
- Istituti Clinici Scientifici Maugeri SpA IRCCS Tradate, Tradate, Lombardy, Italy
| | - Carlo Maria Barbagallo
- Dipartimento Di Promozione Della Salute, Materno-Infantile, Di Medicina Interna E Specialistica "G. D'Alessandro" (PROMISE), Università Degli Studi Di Palermo, Palermo, Sicily, Italy
| | - Bruno Berardino
- Università Degli Studi Dell'Aquila Dipartimento Di Medicina Clinica Sanità Pubblica Scienze Della Vita E Dell'Ambiente, L'Aquila, Abruzzo, Italy
| | - Michele Bombelli
- Dipartimento Di Medicina E Chirurgia, Università Milano-Bicocca, Milano, Lombardy, Italy
| | - Federica Cappelli
- Dipartimento Di Medicina Clinica E Sperimentale, Università Degli Studi Di Pisa, Pisa, Tuscany, Italy
| | - Edoardo Casiglia
- Dipartimento Di Medicina, Università Degli Studi Di Padova, Padua, Veneto, Italy
| | - Rosario Cianci
- Dipartimento Di Medicina Traslazionale E Di Precisione, Università Degli Studi Di Roma La Sapienza, Rome, Lazio, Italy
| | - Michele Ciccarelli
- Dipartimento Di Medicina Chirurgia E Odontoiatria Scuola Medica Salernitana, Università Degli Studi Di Salerno, Baronissi, Campania, Italy
| | - Arrigo F G Cicero
- Dipartimento Di Scienze Mediche E Chirurgiche, Università Degli Studi Di Bologna, Bologna, Emilia-Romagna, Italy
| | - Massimo Cirillo
- Dipartimento Di Medicina Chirurgia E Odontoiatria - Scuola Medica Salernitana, Università Degli Studi Di Salerno, Baronissi, Salerno, Campania, Italy
| | - Pietro Cirillo
- Dipartimento Dell'Emergenza E Dei Trapianti Di Organi, Università Degli Studi Di Bari Aldo Moro, Bari, Apulia, Italy
| | - Lanfranco D'Elia
- Dipartimento Di Medicina Clinica E Chirurgia, Università Degli Studi Di Napoli Federico II, Naples, Campania, Italy
| | - Giovambattista Desideri
- Dipartimento Di Scienze Cliniche Internistiche Anestesiologiche E Cardiovascolari, Università Degli Studi Di Roma La Sapienza, Rome, Lazio, Italy
| | - Claudio Ferri
- Università Degli Studi Dell'Aquila Dipartimento Di Medicina Clinica Sanità Pubblica Scienze Della Vita E Dell'Ambiente, L'Aquila, Abruzzo, Italy
| | - Ferruccio Galletti
- Dipartimento Di Medicina Clinica E Chirurgia, Università Degli Studi Di Napoli Federico II, Naples, Campania, Italy
| | - Loreto Gesualdo
- Dipartimento Dell'Emergenza E Dei Trapianti Di Organi, Università Degli Studi Di Bari Aldo Moro, Bari, Apulia, Italy
| | - Cristina Giannattasio
- ASST Grande Ospedale Metropolitano Niguarda De Gasperis Cardio Center, Milan, Lombardy, Italy
- Scuola Di Medicina E Chirurgia, Università Degli Studi Di Milano-Bicocca, Monza, Lombardy, Italy
| | - Guido Grassi
- Scuola Di Medicina E Chirurgia, Università Degli Studi Di Milano-Bicocca, Monza, Lombardy, Italy
| | - Guido Iaccarino
- Dipartimento Di Medicina Clinica E Chirurgia, Università Degli Studi Di Napoli Federico II, Naples, Campania, Italy
| | - Egidio Imbalzano
- Dipartimento Di Medicina Clinica E Sperimentale, Università Degli Studi Di Messina, Messina, Sicily, Italy
| | - Luciano Lippa
- Società Italiana Medici Di Medicina Generale, Avezzano, Abruzzo, Italy
| | - Francesca Mallamaci
- Azienda Ospedaliera Bianchi-Melacrino-Morelli, Reggio Calabria, Calabria, Italy
- Istituto Di Fisiologia Clinica Consiglio Nazionale Delle Ricerche Sezione Di Reggio Calabria, Reggio Calabria, Calabria, Italy
| | - Alessandro Maloberti
- ASST Grande Ospedale Metropolitano Niguarda De Gasperis Cardio Center, Milan, Lombardy, Italy
- Scuola Di Medicina E Chirurgia, Università Degli Studi Di Milano-Bicocca, Monza, Lombardy, Italy
| | - Stefano Masi
- Dipartimento Di Medicina Clinica E Sperimentale, Università Degli Studi Di Pisa, Pisa, Tuscany, Italy
| | - Maria Masulli
- Dipartimento Di Medicina Clinica E Chirurgia, Università Degli Studi Di Napoli Federico II, Naples, Campania, Italy
| | - Alberto Mazza
- Ospedale Santa Maria Della Misericordia, Rovigo, Veneto, Italy
| | - Alessandro Mengozzi
- Dipartimento Di Medicina Clinica E Sperimentale, Università Degli Studi Di Pisa, Pisa, Tuscany, Italy
| | - Maria Lorenza Muiesan
- Dipartimento Di Scienze Cliniche E Sperimentali, Università Degli Studi Di Brescia, Brescia, Lombardy, Italy
| | - Pietro Nazzaro
- Dipartimento Di Medicina Di Precisione E Rigenerativa E Area Jonica, Università Degli Studi Di Bari Aldo Moro, Bari, Apulia, Italy
| | - Paolo Palatini
- Dipartimento Di Medicina, Università Degli Studi Di Padova, Padua, Veneto, Italy
| | - Gianfranco Parati
- Istituto Auxologico Italiano Istituto Scientifico San Luca, Milan, Lombardy, Italy
- Università Milano-Bicocca, Milan, Lombardy, Italy
| | - Fosca Quarti-Trevano
- Scuola Di Medicina E Chirurgia, Università Degli Studi Di Milano-Bicocca, Monza, Lombardy, Italy
| | - Marcello Rattazzi
- Department of Medicine-DIMED, Medicina Interna 1°, Ca' Foncello, Università Di Padova, Treviso, Veneto, Italy
| | - Gianpaolo Reboldi
- Dipartimento Di Medicina E Chirurgia, Università Degli Studi Di Perugia, Perugia, Umbria, Italy
| | - Giulia Rivasi
- Azienda Ospedaliero Universitària Careggi, Florence, Tuscany, Italy
| | - Massimo Salvetti
- Dipartimento Di Scienze Cliniche E Sperimentali, Università Degli Studi Di Brescia, Brescia, Lombardy, Italy
| | - Valerie Tikhonoff
- Dipartimento Di Medicina, Università Degli Studi Di Padova, Padua, Veneto, Italy
| | - Giuliano Tocci
- Dipartimento Di Medicina Clinica E Molecolare, Università Degli Studi Di Roma La Sapienza, Rome, Lazio, Italy
- Dipartimento Di Scienze Mediche, Azienda Ospedaliera Sant'Andrea, Rome, Lazio, Italy
| | - Andrea Ungar
- Azienda Ospedaliero Universitària Careggi, Florence, Tuscany, Italy
| | | | - Agostino Virdis
- Dipartimento Di Medicina Clinica E Sperimentale, Università Degli Studi Di Pisa, Pisa, Tuscany, Italy
| | - Massimo Volpe
- Dipartimento Di Medicina Clinica E Molecolare, Università Degli Studi Di Roma La Sapienza, Rome, Lazio, Italy
- IRCCS San Raffaele, Roma, Lazio, Italy
| | - Claudio Borghi
- Dipartimento Di Scienze Mediche E Chirurgiche, Università Degli Studi Di Bologna, Bologna, Emilia-Romagna, Italy
- Dipartimento Malattie Cardio-Toraco-Vascolare, IRCCS Azienda Ospedaliero-Universitaria di Bologna Policlinico di Sant'Orsola, Bologna, Emilia-Romagna, Italy
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Huang J, Chen C, Jie C, Li R, Chen C. L-shaped relationship between atherogenic index of plasma with uric acid levels and hyperuricemia risk. Front Endocrinol (Lausanne) 2024; 15:1461599. [PMID: 39717100 PMCID: PMC11663671 DOI: 10.3389/fendo.2024.1461599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Accepted: 11/20/2024] [Indexed: 12/25/2024] Open
Abstract
Background Hyperuricemia is a major risk factor for cardiovascular disease. This study aimed to investigate the relationship between the atherogenic index of plasma (AIP) and serum uric acid (SUA) levels, as well as the risk of hyperuricemia. Methods Utilizing data from the National Health and Nutrition Examination Survey (NHANES), we conducted a cross-sectional study involving 9,439 participants aged 18 years and above with complete triglyceride (TG) and high-density lipoprotein cholesterol (HDL-C) data. AIP was calculated as the logarithm of the ratio of TG to HDL-C. Weighted linear regression, weighted logistic regression, subgroup analysis, generalized additive model, restricted cubic spline and two-part linear and logistic regression were utilized to examine the relationships between AIP and SUA levels and hyperuricemia risk. Results We identified a non-linear and L-shaped relationship between AIP and both SUA levels and hyperuricemia prevalence, with significant increasing observed up to a saturation point (0.588 for uric acid levels and 0.573 for hyperuricemia prevalence). Below these thresholds, the odds ratios (OR) for increased SUA and hyperuricemia were 0.854 (95% confidence interval [CI]: 0.762, 0.946) and 4.4 (95% CI: 3.528, 5.488), respectively (P<0.001). Beyond these points, the associations were not statistically significant. Conclusion Our findings suggest that AIP is significantly and non-linear associated with SUA levels and hyperuricemia risk, with a saturation effect observed beyond specific thresholds. These insights could inform clinical strategies for managing cardiovascular and metabolic risks associated with elevated AIP. Further longitudinal studies are warranted to confirm these associations and elucidate the underlying mechanisms.
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Affiliation(s)
- Jingjing Huang
- Cardiac Intensive Care Unit, the First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Chunhong Chen
- Department of Endocrinology and Metabolism, National Hospital of Guangxi Zhuang Autonomous Region, Nanning, Guangxi, China
| | - Chunxiao Jie
- Department of Neurology, the First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Ruying Li
- Department of Neurology, the First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Chunyong Chen
- Department of Neurology, the First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
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Du W, Yan C, Wang Y, Song C, Li Y, Tian Z, Liu Y, Shen W. Association between dietary magnesium intake and gallstones: the mediating role of atherogenic index of plasma. Lipids Health Dis 2024; 23:82. [PMID: 38509591 PMCID: PMC10953275 DOI: 10.1186/s12944-024-02074-4] [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: 01/10/2024] [Accepted: 03/07/2024] [Indexed: 03/22/2024] Open
Abstract
BACKGROUND Dyslipidemia and abnormalities in cholesterol metabolism are commonly observed in individuals with gallstone disease. Previous research has demonstrated that dietary magnesium can influence lipid metabolism. The atherogenic index of plasma (AIP) has emerged as a novel lipid marker. This study aimed to examine the possible correlation between dietary magnesium intake and gallstones and the potential mediating role of AIP in US adults. METHODS A total of 4,841 adults were included in this study from the National Health and Nutrition Examination Survey (NHANES) conducted from 2017 to 2020. A variety of statistical techniques such as logistic regression, subgroup analysis, smoothed curve fitting, and causal mediation analysis were utilized to analyze the information collected from the participants. RESULTS In the fully adjusted model, a statistically noteworthy inverse relationship was observed between dietary magnesium intake and the presence of gallstones, as indicated by an odds ratio (OR) of 0.58 and a 95% confidence interval (CI) of (0.42, 0.81). Causal intermediary analysis revealed that the association between magnesium intake and gallstones was partially mediated by AIP, with a mediation ratio of 3.2%. CONCLUSION According to this study, dietary magnesium intake had a significant linear negative association with the prevalence of gallstones, in which AIP played a mediating role. This discovery offers novel perspectives on the prevention and management of gallstones.
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Affiliation(s)
- Wenyi Du
- Department of General Surgery, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, China
- Wuxi Medical Center of Nanjing Medical University, Wuxi, China
| | - Chen Yan
- Medical Imaging Centre, Tengzhou Central People's Hospital, Jining Medical College, Shandong, China
| | - Yinkang Wang
- Department of General Surgery, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, China
- Wuxi Medical Center of Nanjing Medical University, Wuxi, China
| | - Chen Song
- Department of General Surgery, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, China
- Wuxi Medical Center of Nanjing Medical University, Wuxi, China
| | - Yunfan Li
- Department of General Surgery, Affiliated Hospital of Jiangsu University, Zhenjiang, China
| | - Zhiqiang Tian
- Department of General Surgery, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, China
- Wuxi Medical Center of Nanjing Medical University, Wuxi, China
| | - Yuan Liu
- Department of General Surgery, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, China.
- Wuxi Medical Center of Nanjing Medical University, Wuxi, China.
| | - Wei Shen
- Department of General Surgery, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, China.
- Wuxi Medical Center of Nanjing Medical University, Wuxi, China.
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