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Dholariya S, Dutta S, Sonagra A, Kaliya M, Singh R, Parchwani D, Motiani A. Unveiling the utility of artificial intelligence for prediction, diagnosis, and progression of diabetic kidney disease: an evidence-based systematic review and meta-analysis. Curr Med Res Opin 2024; 40:2025-2055. [PMID: 39474800 DOI: 10.1080/03007995.2024.2423737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Revised: 10/25/2024] [Accepted: 10/28/2024] [Indexed: 11/14/2024]
Abstract
OBJECTIVE The purpose of this study was to conduct a systematic investigation of the potential of artificial intelligence (AI) models in the prediction, detection of diagnostic biomarkers, and progression of diabetic kidney disease (DKD). In addition, we compared the performance of non-logistic regression (LR) machine learning (ML) models to conventional LR prediction models. METHODS Until January 30, 2024, a comprehensive literature review was conducted by investigating databases such as Medline (via PubMed) and Cochrane. Research that is inclusive of AI or ML models for the prediction, diagnosis, and progression of DKD was incorporated. The area under the Receiver Operating Characteristic Curve (AUROC) served as the principal outcome metric for assessing model performance. A meta-analysis was performed utilizing MedCalc statistical software to calculate pooled AUROC and assess the performance differences between LR and non-LR models. RESULTS A total of 57 studies were included in the meta-analysis. The pooled AUROC of AI or ML model was 0.84 (95% CI = 0.81-0.86, p < 0.0001) for analyzing prediction of DKD, 0.88 (95%CI = 0.84-0.92, p < 0.0001) for detecting diagnostic biomarkers, and 0.80 (95% CI = 0.77-0.82, p < 0.0001) for analyzing progression of DKD. The pooled AUROC of LR and non-LR ML models exhibited no significant differences across all categories (p > 0.05), except for the random forest (RF) model, which displayed a statistically significant increase in predictive accuracy compared to LR for DKD occurrence (p < 0.04). CONCLUSION ML models showed solid DKD prediction effectiveness, with pooled AUROC values over 0.8, suggesting good performance. These data demonstrated that non-LR and LR models perform similarly in overall CKD management, but the RF model outperforms the LR model, particularly in predicting the occurrence of DKD. These findings highlight the promise of AI technologies for better DKD management. To improve model reliability, future study should include extended follow-up periods as well as external validation.
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Affiliation(s)
- Sagar Dholariya
- Department of Biochemistry, All India Institute of Medical Sciences, Rajkot, India
| | - Siddhartha Dutta
- Department of Pharmacology, All India Institute of Medical Sciences, Rajkot, India
| | - Amit Sonagra
- Department of Biochemistry, All India Institute of Medical Sciences, Rajkot, India
| | - Mehul Kaliya
- General Medicine, Department of General Medicine, All India Institute of Medical Sciences, Rajkot, India
| | - Ragini Singh
- Department of Biochemistry, All India Institute of Medical Sciences, Rajkot, India
| | - Deepak Parchwani
- Department of Biochemistry, All India Institute of Medical Sciences, Rajkot, India
| | - Anita Motiani
- Department of Biochemistry, All India Institute of Medical Sciences, Rajkot, India
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Porta DJ, Carrillo MN, Pérez HA, Rivoira MA, Ledesma GN, Muñoz SE, Aballay LR, Armando LJ, Schelling JR, Spence JD, García NH. Assessment of total carotid plaque area progression in patients with chronic kidney disease. Good practices for decision-making. J Nephrol 2024:10.1007/s40620-024-02146-9. [PMID: 39579328 DOI: 10.1007/s40620-024-02146-9] [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: 08/20/2024] [Accepted: 10/24/2024] [Indexed: 11/25/2024]
Abstract
BACKGROUND Chronic kidney disease (CKD) increases cardiovascular risk, however, traditional cardiovascular risk factors cannot entirely explain it. A real-world investigation examined the concept that renal function decline is linked to carotid total plaque area progression, which strongly confirms cardiovascular risk. We analyzed CKD patients in stages 1-3 to find risk factor relationships before the onset of severe CKD. METHODS We monitored 328 patients for 16 ± 5 months. Participants were classified at baseline by estimated glomerular filtration rate (eGFR) stage: G1 (≥ 90), G2 (60-89), and G3 (30-59 ml/min/1.73m2). Ultrasound-guided total plaque area tracked atherosclerosis. Age, sex, blood pressure, lipids, and HbA1c were covariates. Total plaque area and variables were measured on day 1 and at the conclusion of observation. We used a multilevel mixed effects model to assess biological and behavioral factors on total plaque area progression in the general population. For validation, this research was conducted on 73 CKD patients with optimal traditional cardiovascular risk factor management during 15 ± 5 months. RESULTS Multiple analyses showed an inverse relationship between eGFR decline and total plaque area progression [β-exponent = 0.99 (95% CI = 0.98-0.99)], regardless of age, lipid profile, blood pressure, smoking, diabetes, or hypertension. The correlation remained significant in the 73-patient sample with optimal traditional cardiovascular risk factor management (β-exponent = 0.99; 95% CI 0.97-0.99). Although traditional cardiovascular risk factor management was excellent, total plaque area increased considerably in G2-G3 patients compared to G1. CONCLUSIONS CKD, total plaque area, and eGFR are inversely correlated, independent of traditional cardiovascular risk factors, suggesting that non-traditional mechanisms are responsible for resistant atherosclerosis. The combination of eGFR and total plaque area may be useful in identifying high-risk patients.
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Affiliation(s)
- Daniela J Porta
- Institute of Research in Health Sciences and National Research Council Scientific and Technical (INICSA-CONICET), Ciudad Universitaria, Córdoba, X5016, Argentina
| | - Mariana N Carrillo
- Institute of Research in Health Sciences and National Research Council Scientific and Technical (INICSA-CONICET), Ciudad Universitaria, Córdoba, X5016, Argentina
| | - Hernán A Pérez
- Facultad de Medicina, Universidad Católica de Córdoba, Ciudad de Córdoba, Córdoba, X5004FHP, Argentina
- Blossom DMO, Ciudad de Córdoba, Córdoba, X5000JHA, Argentina
| | - María A Rivoira
- Institute of Research in Health Sciences and National Research Council Scientific and Technical (INICSA-CONICET), Ciudad Universitaria, Córdoba, X5016, Argentina
| | - Grisel N Ledesma
- Institute of Research in Health Sciences and National Research Council Scientific and Technical (INICSA-CONICET), Ciudad Universitaria, Córdoba, X5016, Argentina
| | - Sonia E Muñoz
- Institute of Research in Health Sciences and National Research Council Scientific and Technical (INICSA-CONICET), Ciudad Universitaria, Córdoba, X5016, Argentina
| | - Laura R Aballay
- Institute of Research in Health Sciences and National Research Council Scientific and Technical (INICSA-CONICET), Ciudad Universitaria, Córdoba, X5016, Argentina
| | - Luis J Armando
- Blossom DMO, Ciudad de Córdoba, Córdoba, X5000JHA, Argentina
| | - Jeffrey R Schelling
- Department of Physiology and Biophysics, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106-4921, USA
| | - J David Spence
- Stroke Prevention & Atherosclerosis Research Centre, Robarts Research Institute, Western University, London, ON, N6G 2V4, Canada
| | - Néstor H García
- Institute of Research in Health Sciences and National Research Council Scientific and Technical (INICSA-CONICET), Ciudad Universitaria, Córdoba, X5016, Argentina.
- Department of Physiology and Biophysics, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106-4921, USA.
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Stepanova N. Dyslipidemia in Peritoneal Dialysis: Implications for Peritoneal Membrane Function and Patient Outcomes. Biomedicines 2024; 12:2377. [PMID: 39457689 PMCID: PMC11505255 DOI: 10.3390/biomedicines12102377] [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: 09/21/2024] [Accepted: 10/16/2024] [Indexed: 10/28/2024] Open
Abstract
Dyslipidemia is a common metabolic complication in patients undergoing peritoneal dialysis (PD) and has traditionally been viewed primarily in terms of cardiovascular risk. Current guidelines do not recommend initiating lipid-lowering therapy in dialysis patients due to insufficient evidence of its benefits on cardiovascular mortality. However, the impact of dyslipidemia in PD patients may extend beyond cardiovascular concerns, influencing PD-related outcomes such as the peritoneal ultrafiltration rate, residual kidney function, PD technique survival, and overall mortality. This review challenges the traditional perspective by discussing dyslipidemia's potential role in PD-related complications, which may account for the observed link between dyslipidemia and increased all-cause mortality in PD patients. It explores the pathophysiology of dyslipidemia in PD, the molecular mechanisms linking dyslipidemia to peritoneal membrane dysfunction, and summarizes clinical evidence supporting this hypothesis. In addition, this paper examines the potential for therapeutic strategies to manage dyslipidemia to improve peritoneal membrane function and patient outcomes. The review calls for future research to investigate dyslipidemia as a potential contributor to peritoneal membrane dysfunction and to develop targeted interventions for PD patients.
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Affiliation(s)
- Natalia Stepanova
- State Institution “O.O. Shalimov National Scientific Center of Surgery and Transplantology, National Academy of Medical Science of Ukraine”, 03126 Kyiv, Ukraine;
- Medical Center “Nephrocenter”, 03057 Kyiv, Ukraine
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Zhang Y, Jing L, Xu X, Ma T, Dong J. Dietary fatty acids intake and all-cause and cardiovascular mortality in patients on peritoneal dialysis. Clin Nutr 2023; 42:2188-2197. [PMID: 37797355 DOI: 10.1016/j.clnu.2023.09.002] [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: 02/06/2023] [Revised: 08/18/2023] [Accepted: 09/04/2023] [Indexed: 10/07/2023]
Abstract
BACKGROUND & AIMS The relationship between dietary fatty acids (FA) and clinical outcomes are relatively lacking in non-dialyzed and dialyzed chronic kidney disease (CKD) population, resulting in insufficient guide about the dietary FA intake in this population. In this study, we aimed to observe the association between the intake of total or different types of FA and all-cause and cardiovascular (CV) mortality in patients undergoing peritoneal dialysis (PD). METHODS This is a prospective cohort study with data retrospectively analyzed in 881 patients undergoing PD. Dietary FA intake measured by 3-day dietary records. The outcomes were defined as all-cause and CV death. Baseline FA intake and time-averaged FA intake were categorized by tertiles based on the distribution among the study population. We used univariate and multivariate Cox proportional regression models to determine the association between amounts and types of FA and all-cause and CV mortality. RESULTS During a median follow up of 45 months, 93 patients were still being maintained on PD, 467 had died, including 189 (40.5%) attributable to CV death. Compared to patients in the low tertile of total FA (TFA) intake at baseline group, the middle or/and high tertile groups were more likely to be male, younger, well-educated and better nutritional status (P < 0.05). At the baseline, no association was found between all-cause and CV death in either total or different types of FA after adjusting for nutritional variables. As for time-averaged analyses, the associations of TFA, saturated FA (SFA), monounsaturated FA (MUFA), ω-3 and ω-6 polyunsaturated FA (PUFA) and all-cause mortality were weakened after adjustment for laboratory and nutrients variables. However, PUFA independently reduced 5% of mortality even after adjustment for laboratory and nutrients variables [HR 0.95 (0.91, 0.99), P = 0.023], and the ratio of MUFA/PUFA was positively associated with the risk for all-cause mortality [HR 1.05 (1.01, 1.09), P = 0.008]. Furthermore, each 10% increase of the ratio of ω-6/ω-3 was only weakly associated with the risk for all-cause mortality [HR 1.02 (1.00, 1.04), P = 0.034]. As for CVD mortality, the impacts of total and each type of FA disappeared after adjustment for laboratory or nutrients variables. CONCLUSIONS Time-averaged PUFA intake was independently associated with a lower risk for all-cause mortality in our PD cohort, while the higher ratio of MUFA/PUFA and ω-6/ω-3 increased all-cause mortality. More observational and interventional researches are needed to determine these associations.
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Affiliation(s)
- Yaling Zhang
- Renal Division, Department of Medicine, Peking University First Hospital, Institute of Nephrology, Peking University, Key Laboratory of Renal Disease, Ministry of Health, Ministry of Education, Beijing, China; Department of Nephrology, Taiyuan Central Hospital, Taiyuan, China
| | - Lulu Jing
- Department of Clinical Nutrition, Peking University First Hospital, Beijing, China
| | - Xiao Xu
- Renal Division, Department of Medicine, Peking University First Hospital, Institute of Nephrology, Peking University, Key Laboratory of Renal Disease, Ministry of Health, Ministry of Education, Beijing, China
| | - Tiantian Ma
- Renal Division, Department of Medicine, Peking University First Hospital, Institute of Nephrology, Peking University, Key Laboratory of Renal Disease, Ministry of Health, Ministry of Education, Beijing, China
| | - Jie Dong
- Renal Division, Department of Medicine, Peking University First Hospital, Institute of Nephrology, Peking University, Key Laboratory of Renal Disease, Ministry of Health, Ministry of Education, Beijing, China.
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Non-High-Density Lipoprotein Cholesterol and Progression of Chronic Kidney Disease: Results from the KNOW-CKD Study. Nutrients 2022; 14:nu14214704. [PMID: 36364966 PMCID: PMC9656579 DOI: 10.3390/nu14214704] [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: 10/11/2022] [Revised: 11/01/2022] [Accepted: 11/04/2022] [Indexed: 11/11/2022] Open
Abstract
As the relation between serum non-high-density lipoprotein cholesterol (nHDL) level and renal outcomes has never been investigated in patients with non-dialysis chronic kidney disease (CKD) yet, we here aimed to unveil the association of nHDL with CKD progression. A total of 2152 patients with non-dialysis CKD at stages 1 to 5 from the KNOW-CKD study were categorized into the tertile (i.e., 1st (T1), 2nd (T2), and 3rd (T3) tertiles) by nHDL, and were prospectively analyzed. The primary outcome was the composite renal event, defined as a composite of decline of kidney function or onset of end-stage renal disease. Kaplan–Meier survival curves analysis demonstrated that the cumulative incidence of the composite renal event was significantly increased in T1 and T3, compared to T2 (p = 0.028, by Log-rank test). Cox regression analysis revealed that both T1 (adjusted hazard ratio 1.309, 95% confidence interval 1.074–1.595) and T3 (adjusted hazard ratio 1.272, 95% confidence interval 1.040–1.556) are associated with significantly increased risk of a composite renal event, compared to T2. The restricted cubic spline plot demonstrated a non-linear, U-shaped association between nHDL and the risk of a composite renal event. In conclusion, both low and high serum nHDL levels are associated with increased risk of CKD progression.
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Non-High-Density Lipoprotein Cholesterol and Cardiovascular Outcomes in Chronic Kidney Disease: Results from KNOW-CKD Study. Nutrients 2022; 14:nu14183792. [PMID: 36145167 PMCID: PMC9505887 DOI: 10.3390/nu14183792] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 09/09/2022] [Accepted: 09/11/2022] [Indexed: 02/07/2023] Open
Abstract
As non-high-density lipoprotein cholesterol (non-HDL-C) levels account for all atherogenic lipoproteins, serum non-HDL-C level has been suggested to be a marker for cardiovascular (CV) risk stratification. Therefore, to unveil the association of serum non-HDL-C levels with CV outcomes in patients with non-dialysis chronic kidney disease (ND-CKD), the patients at stages 1 to 5 (n = 2152) from the Korean Cohort Study for Outcomes in Patients with Chronic Kidney Disease (KNOW-CKD) were prospectively analyzed. The subjects were divided into quintiles by serum non-HDL-C level. The primary outcome was a composite of all-cause death or non-fatal CV events. The median duration of follow-up was 6.940 years. The analysis using the Cox proportional hazard model unveiled that the composite CV event was significantly increased in the 5th quintile (adjusted hazard ratio 2.162, 95% confidence interval 1.174 to 3.981), compared to that of the 3rd quintile. A fully adjusted cubic spline model depicted a non-linear, J-shaped association between non-HDL-C and the risk of a composite CV event. The association remained robust in a series of sensitivity analyses, including the analysis of a cause-specific hazard model. Subgroup analyses reveled that the association is not significantly altered by clinical conditions, including age, gender, body mass index, estimated glomerular filtration rate, and albuminuria. In conclusion, high serum non-HDL-C level increased the risk of adverse CV outcomes among the patients with ND-CKD. Further studies are warranted to define the optimal target range of non-HDL-C levels in this population.
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Alcocer LM, Medina-Escobedo CE, Salcedo-Parra MA, Madera-Poo GJ, Gil-Contreras JA, Aguilar-Castillejos LF. Supervivencia del injerto y pacientes postrasplante renal de un hospital de Yucatán, México. ENFERMERÍA NEFROLÓGICA 2022. [DOI: 10.37551/52254-28842022018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Abstract
Introducción: El trasplante de órganos es considerado como uno de los mayores avances de la medicina, no solo por recuperar la salud, sino por mejorar la calidad de vida de las personas con enfermedades crónicas o terminales.Objetivo: Identificar la supervivencia del injerto y pacientes sometidos a trasplante renal, así como los factores asociados en un Hospital de Alta Especialidad de Mérida, Yucatán, México.Material y Método: Estudio epidemiológico, observacional, longitudinal y retrospectivo donde se analizó el 100% de los expedientes disponibles de pacientes con trasplante renal, cuyo procedimiento se realizó a partir de enero de 2010 a diciembre de 2018.Resultados: La supervivencia global de los pacientes, fue de 96,7% a 1 año (IC:95%: 0,92-0,99) y 90,7% a 5 años (IC:95%: 0,75-0,97). La administración de terapia inmunosupresora previa al trasplante es un factor independiente de protección frente al desenlace de mortalidad o fallo del injerto (p=0,02). La supervivencia del injerto fue de 79,2% a 1 año (IC:95%: 0,71-0,85), y 41,37% a 5 años (IC:95%: 0,27-0,54). La dislipidemia (p=0,01), la Diabetes Tipo 2 (p=0,09), la isquemia fría (p=0,01), la isquemia caliente (p=0,02), la edad (p=0,03), y el Índice de Masa Corporal (p=0,01) fueron determinantes de la supervivencia del injerto.Conclusiones: La supervivencia del paciente y del injerto son distintas. La administración de inmunosupresor previo al trasplante afecta la supervivencia del paciente; mientras que factores de riesgo cardiovascular y los tiempos de isquemia estuvieron ligados a la supervivencia del injerto.
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Affiliation(s)
- Ligia Maria Alcocer
- Facultad de Enfermería. Universidad Autónoma de Yucatán. Mérida. Yucantán. México
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[Usefulness of a nutritional strategy on dyslipidemia in pediatric patients with terminal chronic kidney disease]. NUTR HOSP 2022; 39:530-536. [PMID: 35227067 DOI: 10.20960/nh.03921] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022] Open
Abstract
BACKGROUND AND OBJECTIVE in chronic kidney disease (CKD) there are several factors that increase the presence of dyslipidemia. The aim of this study was to identify the usefulness of a nutritional intervention, in children with terminal CKD, on dyslipidemia 6 months after intervention start. MATERIALS AND METHODS a quasi-experiment study (before and after) was performed. End-stage CKD patients on peritoneal dialysis and hemodialysis were included. Each child underwent a determination somatometry, and lipid profile at the beginning and at 6 months of follow-up. A nutritional guide was made with food traffic lights, turning the food that should be consumed in the least amount possible in red. In addition to including life-size food using educational models. To compare the quantitative variables before and after the intervention, the variables were transformed to their logarithm and a paired Student's t-test was applied. RESULTS a total of 41 patients were analyzed. After the intervention, the parameters in the lipid profile were modified; meanwhile HDL concentrations increased (41.0 mg/dL vs 44.4 mg/dL, p = 0.048), triglyceride concentrations decreased (227.1 mg/dL vs 185.9 mg/dL, p = 0.007), and these changes persist even after excluding patients who were under lipid-lowering treatment (195 mg/dL vs 171.6, p = 0.049). Regarding the state of dyslipidemia, hypertriglyceridemia decreased, without reaching significance (80.5 % vs 62.5 %, p = 0.073). CONCLUSIONS the nutritional intervention improved HDL and triglyceride concentrations 6 months afterwards in children with terminal CKD.
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Kochan Z, Szupryczynska N, Malgorzewicz S, Karbowska J. Dietary Lipids and Dyslipidemia in Chronic Kidney Disease. Nutrients 2021; 13:3138. [PMID: 34579015 PMCID: PMC8472557 DOI: 10.3390/nu13093138] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 09/01/2021] [Accepted: 09/07/2021] [Indexed: 12/18/2022] Open
Abstract
The progression of chronic kidney disease (CKD) leads to altered lipid metabolism. CKD patients exhibit high blood triglyceride (TG) levels, reduced concentrations and functionality of high-density lipoproteins (HDL), and elevated levels of atherogenic small, dense, low-density lipoproteins (sdLDL). Disorders of lipid metabolism and other metabolic disturbances place CKD patients at high risk for cardiovascular disease (CVD). Extensive evidence supports the cardioprotective effects of unsaturated fatty acids, including their beneficial effect on serum cholesterol and TG levels. Dietary lipids might therefore be especially important in the nutritional management of CKD. We review current dietary recommendations for fat intake by CKD patients and suggest potential nutritional interventions by emphasizing dietary lipids that might improve the blood lipid profile and reduce cardiovascular risk in CKD.
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Affiliation(s)
- Zdzislaw Kochan
- Laboratory of Nutritional Biochemistry, Department of Clinical Nutrition, Faculty of Health Sciences, Medical University of Gdansk, 80-210 Gdansk, Poland; (Z.K.); (N.S.)
| | - Natalia Szupryczynska
- Laboratory of Nutritional Biochemistry, Department of Clinical Nutrition, Faculty of Health Sciences, Medical University of Gdansk, 80-210 Gdansk, Poland; (Z.K.); (N.S.)
| | - Sylwia Malgorzewicz
- Department of Clinical Nutrition, Division of Clinical Nutrition and Dietetics, Faculty of Health Sciences, Medical University of Gdansk, 80-210 Gdansk, Poland;
- Department of Nephrology, Transplantology and Internal Medicine, Faculty of Medicine, Medical University of Gdansk, 80-210 Gdansk, Poland
| | - Joanna Karbowska
- Department of Biochemistry, Faculty of Medicine, Medical University of Gdansk, 80-210 Gdansk, Poland
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Kaesler N, Baid-Agrawal S, Grams S, Nadal J, Schmid M, Schneider MP, Eckardt KU, Floege J, Bergmann MM, Schlieper G, Saritas T. Low adherence to CKD-specific dietary recommendations associates with impaired kidney function, dyslipidemia, and inflammation. Eur J Clin Nutr 2021; 75:1389-1397. [PMID: 33531632 PMCID: PMC8416654 DOI: 10.1038/s41430-020-00849-3] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2020] [Revised: 12/14/2020] [Accepted: 12/15/2020] [Indexed: 11/25/2022]
Abstract
BACKGROUND/OBJECTIVES A diet following chronic kidney disease (CKD)-specific recommendations is considered essential for optimal management of patients with CKD. However, data on the adherence to these recommendations and its implications for health-relevant biomarkers are lacking. The objectives were to estimate adherence to CKD-specific dietary recommendations, to identify characteristics and lifestyle variables associated with poor adherence, and to investigate the relationship of adherence with biomarkers. METHODS In this cross-sectional analysis, average dietary intake was estimated in 3193 participants with moderately severe CKD enrolled into the observational multicenter German CKD study using a food frequency questionnaire. A CKD diet score was developed to assess adherence to CKD-specific dietary recommendations based on intake of sodium, potassium, fiber, protein, sugar, and cholesterol. The associations of dietary adherence with characteristics, lifestyle variables, and biomarker levels were determined. RESULTS Logistic regression analysis revealed younger age, higher body mass index, male gender, lower educational attainment, various lifestyle variables (cigarette smoking, infrequent alcohol consumption, low physical activity), and lower estimated glomerular filtrate rate associated with lower adherence to dietary recommendations. Low adherence to dietary recommendations was further associated with dyslipidemia, higher uric acid, and C-reactive protein levels. Associations between low dietary adherence and biomarkers were mostly driven by low intake of fiber and potassium, and high intake of sugar and cholesterol. CONCLUSIONS This study revealed differential characteristics and biomarkers associated with lower adherence to CKD-specific dietary recommendations. Promotion of CKD-specific dietary recommendations may help to mitigate the adverse prognosis in CKD patients.
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Affiliation(s)
- Nadine Kaesler
- Division of Nephrology and Clinical Immunology, University Hospital RWTH Aachen, Aachen, Germany
| | - Seema Baid-Agrawal
- Department of Nephrology and Transplant Center, Sahlgrenska University Hospital, University of Gothenburg, Gothenburg, Sweden
| | - Sabine Grams
- German Institute of Human Nutrition Potsdam-Rehbruecke (DIfE), Nuthetal, Germany
| | - Jennifer Nadal
- Institute for Medical Biometry, Informatics and Epidemiology, University Hospital Bonn, Bonn, Germany
| | - Matthias Schmid
- Institute for Medical Biometry, Informatics and Epidemiology, University Hospital Bonn, Bonn, Germany
| | - Markus P Schneider
- Department of Nephrology and Hypertension, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
- Department of Nephrology and Hypertension, Klinikum Nürnberg, Paracelsus Private Medical University, Nürnberg, Germany
| | - Kai-Uwe Eckardt
- Department of Nephrology and Hypertension, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
- Department of Nephrology and Medical Intensive Care Medicine, Charité Universitätsmedizin Berlin, Berlin, Germany
| | - Jürgen Floege
- Division of Nephrology and Clinical Immunology, University Hospital RWTH Aachen, Aachen, Germany
| | - Manuela M Bergmann
- German Institute of Human Nutrition Potsdam-Rehbruecke (DIfE), Nuthetal, Germany
| | - Georg Schlieper
- Division of Nephrology and Clinical Immunology, University Hospital RWTH Aachen, Aachen, Germany
- Center for Nephrology, Hypertension, and Metabolic Diseases, Hannover, Germany
| | - Turgay Saritas
- Division of Nephrology and Clinical Immunology, University Hospital RWTH Aachen, Aachen, Germany.
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Sharma I, Liao Y, Zheng X, Kanwar YS. New Pandemic: Obesity and Associated Nephropathy. Front Med (Lausanne) 2021; 8:673556. [PMID: 34268323 PMCID: PMC8275856 DOI: 10.3389/fmed.2021.673556] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Accepted: 05/28/2021] [Indexed: 12/12/2022] Open
Abstract
Incidence of obesity related renal disorders have increased 10-folds in recent years. One of the consequences of obesity is an increased glomerular filtration rate (GFR) that leads to the enlargement of the renal glomerulus, i.e., glomerulomegaly. This heightened hyper-filtration in the setting of type 2 diabetes irreparably damages the kidney and leads to progression of end stage renal disease (ESRD). The patients suffering from type 2 diabetes have progressive proteinuria, and eventually one third of them develop chronic kidney disease (CKD) and ESRD. For ameliorating the progression of CKD, inhibitors of renin angiotensin aldosterone system (RAAS) seemed to be effective, but on a short-term basis only. Long term and stable treatment strategies like weight loss via restricted or hypo-caloric diet or bariatric surgery have yielded better promising results in terms of amelioration of proteinuria and maintenance of normal GFR. Body mass index (BMI) is considered as a traditional marker for the onset of obesity, but apparently, it is not a reliable indicator, and thus there is a need for more precise evaluation of regional fat distribution and amount of muscle mass. With respect to the pathogenesis, recent investigations have suggested perturbation in fatty acid and cholesterol metabolism as the critical mediators in ectopic renal lipid accumulation associated with inflammation, increased generation of ROS, RAAS activation and consequential tubulo-interstitial injury. This review summarizes the renewed approaches for the obesity assessment and evaluation of the pathogenesis of CKD, altered renal hemodynamics and potential therapeutic targets.
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Affiliation(s)
- Isha Sharma
- Departments of Pathology and Medicine, Northwestern University, Chicago, IL, United States
| | - Yingjun Liao
- Departments of Pathology and Medicine, Northwestern University, Chicago, IL, United States.,Department of Nephrology, Second Xiangya Hospital, Central South University, Changsha, China
| | - Xiaoping Zheng
- Departments of Pathology and Medicine, Northwestern University, Chicago, IL, United States.,Department of Urology, Third Xiangya Hospital, Central South University, Changsha, China
| | - Yashpal S Kanwar
- Departments of Pathology and Medicine, Northwestern University, Chicago, IL, United States
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12
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Kuropka P, Zwyrzykowska-Wodzińska A, Kupczyński R, Włodarczyk M, Szumny A, Nowaczyk RM. The Effect of Ilex × meserveae S. Y. Hu Extract and Its Fractions on Renal Morphology in Rats Fed with Normal and High-Cholesterol Diet. Foods 2021; 10:foods10040818. [PMID: 33918905 PMCID: PMC8069847 DOI: 10.3390/foods10040818] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 04/01/2021] [Accepted: 04/06/2021] [Indexed: 01/21/2023] Open
Abstract
Therapeutic properties of Ilex species are widely used in natural medicine. Ilex × meserveae may become a potential substitute for Ilex paraguariensis (Yerba Mate). As a part of the preliminary safety verification of this European Ilex hybrid vs. Yerba Mate, an eight-week study concerning the impact of regular administration of leaves of both species on kidneys was conducted. The standard water infusion and three dominant fractions of Ilex × meserveae leaves’ constituents (polyphenols, saponins and less polar terpenoids) were separately tried on 96 male Wistar rats divided into 8-member groups. Animals were divided into two basic nutritional groups: the first one was rats fed standard feed and the second on was rats fed with high-cholesterol diet (20 g of cholesterol per kg of standard feed). Postmortem morphometric evaluation of stained kidney samples concerned the filtration barrier elements, which are crucial in proper diuresis. The results showed that saponins present in the hydroalcoholic dry extract (administered in a dose of 10 mg/kg of body weight/day) as well as in water infusions (1:20) from Ilex × meserveae and Ilex paraguariensis do not demonstrate nephrotoxicity but conversely, have a protective role on kidney status in animals fed with a normal diet and in a high-cholesterol diet.
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Affiliation(s)
- Piotr Kuropka
- Department of Biostructure and Animal Physiology, Division of Histology and Embryology, Wroclaw University of Environmental and Life Sciences, Norwida 25, 50-375 Wroclaw, Poland;
| | - Anna Zwyrzykowska-Wodzińska
- Department of Environment Hygiene and Animal Welfare, Wroclaw University of Environmental and Life Sciences, Chelmońskiego 38C, 51-631 Wroclaw, Poland; (A.Z.-W.); (R.K.)
| | - Robert Kupczyński
- Department of Environment Hygiene and Animal Welfare, Wroclaw University of Environmental and Life Sciences, Chelmońskiego 38C, 51-631 Wroclaw, Poland; (A.Z.-W.); (R.K.)
| | - Maciej Włodarczyk
- Department of Pharmacognosy and Herbal Medicines, Faculty of Pharmacy, Wroclaw Medical University, Borowska 211a, 50-556 Wroclaw, Poland;
| | - Antoni Szumny
- Department of Chemistry, Wroclaw University of Environmental and Life Sciences, Norwida 25, 50-375 Wroclaw, Poland;
| | - Renata M. Nowaczyk
- Department of Biostructure and Animal Physiology, Division of Histology and Embryology, Wroclaw University of Environmental and Life Sciences, Norwida 25, 50-375 Wroclaw, Poland;
- Correspondence:
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13
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Asghar MS, Hassan M, Rasheed U, Haider Kazmi SJ, Khan NA, Khalid F, Anum A, Anwar S. Impact of Fasting Lipid Profile on Chronic Kidney Disease Patients Having Fatty Liver Disease. Cureus 2020; 12:e11146. [PMID: 33251056 PMCID: PMC7685813 DOI: 10.7759/cureus.11146] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/25/2020] [Indexed: 01/21/2023] Open
Abstract
Background and objectives Chronic kidney disease (CKD) share a common pathophysiology with non-alcoholic fatty liver disease (NAFLD). This study aims to identify the lipid derangements in patients of CKD and to associate them with radiological evidence of NAFLD. Material and methods A cross-sectional observational study was performed in a tertiary care hospital, to include all chronic kidney disease patients (n=238) through non-probability consecutive sampling. The criteria for inclusion were baseline estimated Glomerular filtration rate (eGFR) below 60 ml/min/1.73m2 for at least three months and chronic renal parenchymal changes on ultrasound. Two study groups were identified based on ongoing hemodialysis, while two further study groups were identified based on radiological evidence of fatty liver disease. Results The mean age of the study population was 48.52 ± 9.44 years with no difference amongst hemodialysis status, females elder than males (p= 0.027), those with fatty liver were much younger (p=0.014), and the most common age group below 50 years (p=0.005) among the fatty liver group. Radiological evidence of NAFLD was found amongst two-third of the study group with the status of hemodialysis indifferent among the study population (p=0.436). The mean values amongst fatty liver versus non-fatty liver groups revealed high creatinine, alanine transaminase (ALT), high-density lipoprotein (HDL), triglycerides (TG), and very-low-density lipoprotein (VLDL) in the fatty liver group, low-density lipoprotein (LDL) and total cholesterol (TC) were indifferent amongst the groups, while LDL/HDL ratio was higher in the non-fatty liver group. Conclusion A significantly higher HDL was found in fatty liver associated with CKD as compared to the non-fatty liver group.
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Affiliation(s)
- Muhammad Sohaib Asghar
- Internal Medicine, Dow International Medical College, Dow University Hospital, Dow University of Health Sciences, Karachi, PAK
| | - Maira Hassan
- Internal Medicine, Liaquat National Hospital, Karachi, PAK
| | - Uzma Rasheed
- Internal Medicine, Liaquat National Hospital, Karachi, PAK
| | | | - Noman A Khan
- General Surgery, Liaquat National Hospital, Karachi, PAK
| | - Faran Khalid
- Internal Medicine, Dow International Medical College, Dow University Hospital, Dow University of Health Sciences, Karachi, PAK
| | - Ayesha Anum
- Internal Medicine, Dow International Medical College, Dow University Hospital, Dow University of Health Sciences, Karachi, PAK
| | - Saira Anwar
- Internal Medicine, Dow International Medical College, Dow University Hospital, Dow University of Health Sciences, Karachi, PAK
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14
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Chiu H, Wu PY, Huang JC, Tu HP, Lin MY, Chen SC, Chang JM. There is a U shaped association between non high density lipoprotein cholesterol with overall and cardiovascular mortality in chronic kidney disease stage 3-5. Sci Rep 2020; 10:12749. [PMID: 32728174 PMCID: PMC7392750 DOI: 10.1038/s41598-020-69794-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 07/20/2020] [Indexed: 01/30/2023] Open
Abstract
Dyslipidemia is common in patients with chronic kidney disease (CKD), however the relationship between dyslipidemia and mortality in patients with moderate to severe CKD remains controversial. Non-high-density lipoprotein (HDL) cholesterol has been reported to be a more accurate predictor of clinical outcomes than conventional lipid measurements. Hence, the aim of this study was to investigate associations between non-HDL cholesterol and the risk of overall and cardiovascular mortality in patients with CKD stage 3–5. We enrolled 429 pre-dialysis patients with stage 3 to 5 CKD from May 2006 to January 2010. The patients were divided into four groups according to quartiles of non-HDL cholesterol. The patients were followed until death or until January 2020. During a median 11.6 years of follow-up, there were 78 (18.2%) deaths overall and 32 (7.5%) cardiovascular deaths. In adjusted models, the patients in quartile 1 (hazard ratio [HR] 3.368; 95% confidence interval [CI] 1.388–8.176; p = 0.007), quartile 3 (HR 3.666; 95% CI 1.486–9.044; p = 0.005), and quartile 4 (HR 2.868; 95% CI 1.136–7.240; p = 0.026) of non-HDL cholesterol had a higher risk of overall mortality (vs. quartile 2). In addition, the patients in quartile 1 (HR 19.503; 95% CI 2.185–174.0925 p = 0.008), quartile 3 (HR 28.702; 95% CI 2.990–275.559; p = 0.004), and quartile 4 (HR 11.136; 95% CI 1.126–110.108; p = 0.039) had a higher risk of cardiovascular mortality (vs. quartile 2). Our study showed a U-shaped relationship between non-HDL cholesterol and the risk of overall and cardiovascular mortality in patients with CKD stage 3–5. Assessing non-HDL cholesterol may help to identify subjects at high-risk of adverse outcomes.
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Affiliation(s)
- Hsuan Chiu
- Department of General Medicine, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan
| | - Pei-Yu Wu
- Division of Nephrology, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.,Department of Internal Medicine, Kaohsiung Municipal Siaogang Hospital, Kaohsiung Medical University, 482, Shan-Ming Rd., Hsiao-Kang Dist., Kaohsiung, 812, Taiwan, ROC.,Faculty of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Jiun-Chi Huang
- Division of Nephrology, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.,Department of Internal Medicine, Kaohsiung Municipal Siaogang Hospital, Kaohsiung Medical University, 482, Shan-Ming Rd., Hsiao-Kang Dist., Kaohsiung, 812, Taiwan, ROC.,Faculty of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Hung-Pin Tu
- Department of Public Health and Environmental Medicine, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Ming-Yen Lin
- Division of Nephrology, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan
| | - Szu-Chia Chen
- Division of Nephrology, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan. .,Department of Internal Medicine, Kaohsiung Municipal Siaogang Hospital, Kaohsiung Medical University, 482, Shan-Ming Rd., Hsiao-Kang Dist., Kaohsiung, 812, Taiwan, ROC. .,Faculty of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan. .,Research Center for Environmental Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.
| | - Jer-Ming Chang
- Division of Nephrology, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan.,Faculty of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan
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15
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Shih CC, Lu CJ, Chen GD, Chang CC. Risk Prediction for Early Chronic Kidney Disease: Results from an Adult Health Examination Program of 19,270 Individuals. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17144973. [PMID: 32664271 PMCID: PMC7399976 DOI: 10.3390/ijerph17144973] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/30/2020] [Revised: 07/06/2020] [Accepted: 07/07/2020] [Indexed: 12/13/2022]
Abstract
Developing effective risk prediction models is a cost-effective approach to predicting complications of chronic kidney disease (CKD) and mortality rates; however, there is inadequate evidence to support screening for CKD. In this study, four data mining algorithms, including a classification and regression tree, a C4.5 decision tree, a linear discriminant analysis, and an extreme learning machine, are used to predict early CKD. The study includes datasets from 19,270 patients, provided by an adult health examination program from 32 chain clinics and three special physical examination centers, between 2015 and 2019. There were 11 independent variables, and the glomerular filtration rate (GFR) was used as the predictive variable. The C4.5 decision tree algorithm outperformed the three comparison models for predicting early CKD based on accuracy, sensitivity, specificity, and area under the curve metrics. It is, therefore, a promising method for early CKD prediction. The experimental results showed that Urine protein and creatinine ratio (UPCR), Proteinuria (PRO), Red blood cells (RBC), Glucose Fasting (GLU), Triglycerides (TG), Total Cholesterol (T-CHO), age, and gender are important risk factors. CKD care is closely related to primary care level and is recognized as a healthcare priority in national strategy. The proposed risk prediction models can support the important influence of personality and health examination representations in predicting early CKD.
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Affiliation(s)
- Chin-Chuan Shih
- Institute of Medicine, Chung Shan Medical University, Taichung 40201, Taiwan; (C.-C.S.); (G.-D.C.)
- General Administrative Department, United Safety Medical Group, New Taipei City 24205, Taiwan
- Deputy Chairman, Taiwan Association of Family Medicine, Taipei 24200, Taiwan
| | - Chi-Jie Lu
- Graduate Institute of Business Administration, Fu Jen Catholic University, New Taipei 24205, Taiwan;
- Artificial Intelligence Development Center, Fu Jen Catholic University, New Taipei 24205, Taiwan
| | - Gin-Den Chen
- Institute of Medicine, Chung Shan Medical University, Taichung 40201, Taiwan; (C.-C.S.); (G.-D.C.)
- Department of Obstetrics and Gynecology, Chung Shan Medical University Hospital, Taichung 40201, Taiwan
| | - Chi-Chang Chang
- School of Medical Informatics, Chung Shan Medical University & IT office, Chung Shan Medical University Hospital, Taichung 40201, Taiwan
- Correspondence: ; Tel.: +886-4-24730022
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16
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Hu Y, Feng Y, Ding Z, Lv L, Sui Y, Sun Q, Abobaker H, Cai D, Zhao R. Maternal betaine supplementation decreases hepatic cholesterol deposition in chicken offspring with epigenetic modulation of SREBP2 and CYP7A1 genes. Poult Sci 2020; 99:3111-3120. [PMID: 32475448 PMCID: PMC7597551 DOI: 10.1016/j.psj.2019.12.058] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2019] [Revised: 12/06/2019] [Accepted: 12/16/2019] [Indexed: 12/20/2022] Open
Abstract
Maternal betaine was reported to regulate offspring hepatic cholesterol metabolism in mammals. However, it is unclear whether and how feeding betaine to laying hens affects hepatic cholesterol metabolism in offspring chickens. Rugao yellow-feathered laying hens (n = 120) were fed basal or 0.5% betaine-supplemented diet for 28 D before the eggs were collected for incubation. Maternal betaine significantly decreased the hepatic cholesterol content (P < 0.05) in offspring chickens. Accordingly, the cholesterol biosynthetic enzymes, sterol regulator element-binding protein 2 (SREBP2) and 3-hydroxy-3-methylglutaryl coenzyme A reductase, were decreased, while cholesterol-7alpha-hydroxylase (CYP7A1), which converts cholesterol to bile acids, was increased at both mRNA and protein levels in betaine-treated offspring chickens. Hepatic mRNA and protein expression of low-density lipoprotein receptor was significantly (P < 0.05) increased, while the mRNA abundance of cholesterol acyltransferase 1 (ACAT1) that mediates cholesterol esterification was significantly (P < 0.05) decreased in the betaine group. Meanwhile, hepatic protein contents of DNA methyltransferases 1 and betaine homocysteine methyltransferase were increased (P < 0.05), which was associated with modifications of CpG methylation on affected cholesterol metabolic genes. Furthermore, the level of CpG methylation on gene promoters was increased (P < 0.05) for sterol regulator element-binding protein 2 and abundance of cholesterol acyltransferase 1 yet decreased (P < 0.05) for cholesterol-7alpha-hydroxylase. These results indicate that maternal betaine supplementation significantly decreases hepatic cholesterol deposition through epigenetic regulation of cholesterol metabolic genes in offspring juvenile chickens.
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Affiliation(s)
- Yun Hu
- MOE Joint International Research Laboratory of Animal Health & Food Safety, Key Laboratory of Animal Physiology & Biochemistry, Nanjing Agricultural University, Nanjing 210095, P. R. China; College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, P. R. China
| | - Yue Feng
- MOE Joint International Research Laboratory of Animal Health & Food Safety, Key Laboratory of Animal Physiology & Biochemistry, Nanjing Agricultural University, Nanjing 210095, P. R. China
| | - Zequn Ding
- MOE Joint International Research Laboratory of Animal Health & Food Safety, Key Laboratory of Animal Physiology & Biochemistry, Nanjing Agricultural University, Nanjing 210095, P. R. China
| | - Lilei Lv
- MOE Joint International Research Laboratory of Animal Health & Food Safety, Key Laboratory of Animal Physiology & Biochemistry, Nanjing Agricultural University, Nanjing 210095, P. R. China
| | - Yi Sui
- MOE Joint International Research Laboratory of Animal Health & Food Safety, Key Laboratory of Animal Physiology & Biochemistry, Nanjing Agricultural University, Nanjing 210095, P. R. China
| | - Qinwei Sun
- MOE Joint International Research Laboratory of Animal Health & Food Safety, Key Laboratory of Animal Physiology & Biochemistry, Nanjing Agricultural University, Nanjing 210095, P. R. China
| | - Halima Abobaker
- MOE Joint International Research Laboratory of Animal Health & Food Safety, Key Laboratory of Animal Physiology & Biochemistry, Nanjing Agricultural University, Nanjing 210095, P. R. China
| | - Demin Cai
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, P. R. China
| | - Ruqian Zhao
- MOE Joint International Research Laboratory of Animal Health & Food Safety, Key Laboratory of Animal Physiology & Biochemistry, Nanjing Agricultural University, Nanjing 210095, P. R. China.
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