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Tran KN, Sutherland HG, Mallett AJ, Griffiths LR, Lea RA. New composite phenotypes enhance chronic kidney disease classification and genetic associations. PLoS Genet 2025; 21:e1011718. [PMID: 40408443 DOI: 10.1371/journal.pgen.1011718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2024] [Accepted: 05/09/2025] [Indexed: 05/25/2025] Open
Abstract
Chronic kidney disease (CKD) is a multifactorial condition driven by diverse etiologies that lead to a gradual loss of kidney function. Although genome-wide association studies (GWAS) have identified numerous genetic loci linked to CKD, a large portion of its genetic basis remains unexplained. This knowledge gap may partly arise from the reliance on single biomarkers, such as estimated glomerular filtration rate (eGFR), to assess kidney function. To address this limitation, we developed and applied a novel multi-phenotype approach, combinatorial Principal Component Analysis (cPCA), to better understand the complex genetic architecture of CKD. Using UK Biobank dataset (n = 337,112), we analyzed 21 CKD-related phenotypes, generating over 2 million composite phenotypes (CPs) through cPCA. Nearly 50,000 of these CPs demonstrated significantly higher classification power for clinical CKD compared to individual biomarkers. The top-ranked CP-a combination of albumin, cystatin C, eGFR, gamma-glutamyltransferase, HbA1c, low-density lipoprotein, and microalbuminuria, achieved an AUC of 0.878 (95% CI: 0.873-0.882), significantly outperforming eGFR alone (AUC: 0.830, 95% CI: 0.825-0.835). Genetic association analysis of the ~ 50,000 high-performing CPs identified all major eGFR-associated loci, except for the SH2B3 locus rs3184504, a loss-of-function variant, which was uniquely identified in CPs (p = 3.1[Formula: see text]10-56) but not in eGFR within the same sample size. In addition, SH2B3 locus showed strong evidence of colocalization with eGFR, supporting its role in kidney function. These results highlight the power of the multi-phenotype cPCA approach in understanding the genetic basis of CKD, with potential applications to other complex diseases.
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Affiliation(s)
- Kim Ngan Tran
- Centre for Genomics and Personalised Health, Queensland University of Technology, Kelvin Grove, Queensland, Australia
| | - Heidi G Sutherland
- Centre for Genomics and Personalised Health, Queensland University of Technology, Kelvin Grove, Queensland, Australia
| | - Andrew J Mallett
- Institute for Molecular Bioscience & Faculty of Medicine, The University of Queensland, St Lucia, Queensland, Australia
- Department of Renal Medicine, Townsville University Hospital, Townsville, Queensland, Australia
- College of Medicine & Dentistry, James Cook University, Townsville, Queensland, Australia
| | - Lyn R Griffiths
- Centre for Genomics and Personalised Health, Queensland University of Technology, Kelvin Grove, Queensland, Australia
| | - Rodney A Lea
- Centre for Genomics and Personalised Health, Queensland University of Technology, Kelvin Grove, Queensland, Australia
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Wang H, Wu S, Pan D, Ning Y, Fu Y, Feng C, Guo J, Liu Z, Gu Y. Association between Apolipoprotein B and diabetic nephropathy: insights from the National Health and Nutrition Examination Survey 2007-2016 and Mendelian randomization analysis. Nutr Diabetes 2025; 15:20. [PMID: 40379620 PMCID: PMC12084323 DOI: 10.1038/s41387-025-00370-1] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 03/14/2025] [Accepted: 03/25/2025] [Indexed: 05/19/2025] Open
Abstract
BACKGROUND This study aimed to investigate the role of Apolipoprotein B (Apo B) in diabetic nephropathy (DN) from epidemiological and genetic perspectives. METHODS We employed weighted multivariable-adjusted logistic regression to assess the relationship between ApoB and DN risk, utilizing data from the National Health and Nutrition Examination Survey spanning 2007-2016. Then, we used restricted cubic splines (RCS) to flexibly model and visualize the relation of predicted ApoB levels with DN risk. Subsequently, a bidirectional two-sample Mendelian randomization study using genome-wide association study summary statistics was performed. The primary Inverse Variance Weighted method, along with supplementary MR approaches, was employed to verify the causal link between ApoB and DN. Sensitivity analyses were conducted to confirm the robustness of the results. RESULTS Our observational study enrolled 2242 participants with diabetes mellitus from NHANES. The multivariable logistic regression model indicated that elevated ApoB levels (>1.2 g/L), compared to low levels (<0.8 g/L), were significantly associated with DN risk (P < 0.05). The RCS model revealed a positive linear association with the risk of DN when ApoB levels exceeded 1.12 g/L (OR = 1.29, 95% CI: 1.07-1.57, P = 0.008). However, the MR IVW method did not reveal a direct causal effect of DN on ApoB (OR: 0.976; 95% CI: 0.950-1.004; P = 0.095), nor a direct causal effect of ApoB on DN (OR: 0.837; 95% CI: 0.950-1.078; P = 0.428). CONCLUSION The evidence from observational studies indicates a positive correlation between ApoB levels exceeding 1.12 g/L and the onset of DN. However, the causal effects of ApoB on DN and vice versa were not supported by the MR analysis.
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Affiliation(s)
- Hui Wang
- Department of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China
| | - Sensen Wu
- Department of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China
| | - Dikang Pan
- Department of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China
| | - Yachan Ning
- Department of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China
| | - Yanhong Fu
- School of Pharmaceutical Science and Technology, Tianjin University, Tianjin, 300072, China
| | - Chunjing Feng
- Tianjin University and Health-Biotech United Group Joint Laboratory of Innovative Drug Development and Translational Medicine, Tianjin University, Tianjin, 300072, China
| | - Jianming Guo
- Department of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China.
| | - Zichuan Liu
- School of Pharmaceutical Science and Technology, Tianjin University, Tianjin, 300072, China.
| | - Yongquan Gu
- Department of Vascular Surgery, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China.
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Wang Y, Liu Y, Zhang X, Wu Q. Sex-Based Differences and Risk Factors for Comorbid Nonalcoholic Fatty Liver Disease in Patients with Bipolar Disorder: A Cross-Sectional Retrospective Study. Diabetes Metab Syndr Obes 2023; 16:3533-3545. [PMID: 37954889 PMCID: PMC10637207 DOI: 10.2147/dmso.s428523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Accepted: 10/31/2023] [Indexed: 11/14/2023] Open
Abstract
Purpose Sex-based differences in patients with bipolar disorders (BD) are well recognized, and it is well known that the prevalence and severity of nonalcoholic fatty liver disease (NAFLD) are both higher in men than in women. Although metabolic disorders such as NAFLD are common in patients with BD, sex differences and risk factors for NAFLD comorbidity in these patients have not been thoroughly explored. This study aimed to investigate sex differences in patients with comorbid NAFLD and BD and associated risk factors. Methods This retrospective cross-sectional study included 710 patients with BD. Clinical data of patients with BD, including information on fasting glucose, liver function-related enzymes, relevant lipid data, uric acid, the triglyceride-glucose index (TyG), and demographics, were derived from the hospital electronic medical record system from June 2020 to July 2022. We performed logistic regression analysis and calculated the odds ratios with 95% confidence intervals of factors using t-tests, χ²-tests, and receiver operating characteristic. NAFLD was diagnosed using liver ultrasonography. Results The prevalence of NAFLD was higher in male patients with BD than in female patients (50.9% vs 38.5%), and there were significant differences in the years of education and marital status (all P<0.05). Regression analysis showed that the risk factors for comorbidities were the body mass index (BMI), fasting glucose, and apolipoprotein B levels in male patients and the BMI, bipolar disease course, glutamine transpeptidase levels, and the TyG in female patients. Conclusion Sex-based differences exist in risk factors and in the prevalence of comorbid NAFLD among patients with BD. BMI is a sex-independent risk factor, and clinical attention should be targeted to risk factors associated with comorbid NAFLD related to sex, especially in female patients with BD who presenting a high TyG index.
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Affiliation(s)
- Ying Wang
- Department of Psychiatry, Affiliated Psychological Hospital of Anhui Medical University, Hefei, People’s Republic of China
- Anhui Mental Health Center, Hefei Fourth People’s Hospital, Hefei, People’s Republic of China
| | - Yiyi Liu
- Department of Psychiatry, Affiliated Psychological Hospital of Anhui Medical University, Hefei, People’s Republic of China
- Anhui Mental Health Center, Hefei Fourth People’s Hospital, Hefei, People’s Republic of China
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, People’s Republic of China
| | - Xun Zhang
- Department of Psychiatry, Affiliated Psychological Hospital of Anhui Medical University, Hefei, People’s Republic of China
- Anhui Mental Health Center, Hefei Fourth People’s Hospital, Hefei, People’s Republic of China
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, People’s Republic of China
| | - Qing Wu
- Department of Psychiatry, Affiliated Psychological Hospital of Anhui Medical University, Hefei, People’s Republic of China
- Anhui Mental Health Center, Hefei Fourth People’s Hospital, Hefei, People’s Republic of China
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, People’s Republic of China
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Xu Y, Liu B, Lin L, Lei F, Sun T, Zhang X, Song X, Huang X, Zeng Q, Cai J, Wang Z, Li H. The association of apolipoprotein B with chronic kidney disease in the Chinese population. Front Endocrinol (Lausanne) 2023; 14:1083614. [PMID: 37124758 PMCID: PMC10132458 DOI: 10.3389/fendo.2023.1083614] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Accepted: 03/27/2023] [Indexed: 05/02/2023] Open
Abstract
Background Whether serum apolipoprotein B (ApoB) is a risk factor for the development of Chronic kidney disease (CKD) has not been fully established in the general population. Therefore, our study evaluated the correlation between serum ApoB level and CKD to look for an alternative approach for CKD prevention and treatment in the general population. Methods There were 146,533 participants in this cross-sectional study. 3,325 participants with more than 2 measurements were enrolled in the retrospective longitudinal study with at least a 3-year follow-up. ApoB was measured by the immunoturbidimetric method in 6 centers. Our study defined CKD as an estimated glomerular filtration rate (eGFR) < 90 mL/min/1.73 m2. The Spearman rank correlation analysis and the Random Forest algorithm were applied to rank the importance of variables determining the levels of eGFR. We used the logistic regression model to explain the correlation between serum ApoB and CKD. We used the Cox model to detect the correlation between baseline serum ApoB and the subsequent occurrence of CKD. Results Based on a cross-sectional study, 66.5% of the participants were males, with a median age of 49 (interquartile range [IQR] 43-55). Compared to the non-CKD group, the CKD group has higher levels of lipid profile and fasting glucose as well as the proportion of hypertension and hyperuricemia. The Spearman rank correlation analysis and the Random Forest algorithm revealed that ApoB has the highest correlation with eGFR decline among lipid profiles. The logistic regression analysis revealed that ApoB had a positive correlation with the prevalence of CKD after fully controlling confounders (odds ratio [OR], 1.07; 95% confidence interval [CI]: 1.02-1.11). Moreover, baseline ApoB level was correlated with a new-onset CKD in the longitudinal cohort after full adjustment for confounding factors (hazard ratio [HR], 1.61; 95% CI: 1.02-2.54). The correlation between ApoB level and the new-onset CKD was consistently observed in all sensitivity analyses. Conclusion Serum ApoB had the strongest correlation with CKD among all lipid variables. Moreover, high serum ApoB levels might precede the occurrence of CKD, suggesting that monitoring and reducing serum ApoB levels may provide an alternative method to prevent and treat CKD.
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Affiliation(s)
- Yu Xu
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Department of Anesthesiology, Changsha Central Hospital, Changsha, China
- Institute of Model Animal, Wuhan University, Wuhan, China
| | - Bo Liu
- Medical Science Research Center, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Lijin Lin
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Institute of Model Animal, Wuhan University, Wuhan, China
| | - Fang Lei
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Institute of Model Animal, Wuhan University, Wuhan, China
| | - Tao Sun
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Institute of Model Animal, Wuhan University, Wuhan, China
| | - Xingyuan Zhang
- Institute of Model Animal, Wuhan University, Wuhan, China
- School of Basic Medical Science, Wuhan University, Wuhan, China
| | - Xiaohui Song
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Institute of Model Animal, Wuhan University, Wuhan, China
| | - Xuewei Huang
- Department of Cardiology, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Qiang Zeng
- Health Management Institute, The Second Medical Center & National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, Beijing, China
| | - Jingjing Cai
- Institute of Model Animal, Wuhan University, Wuhan, China
- Department of Cardiology, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Zhifang Wang
- Department of Nephrology Huanggang Central Hospital of Yangtze University, Huanggang, China
- *Correspondence: Hongliang Li, ; Zhifang Wang,
| | - Hongliang Li
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Institute of Model Animal, Wuhan University, Wuhan, China
- Medical Science Research Center, Zhongnan Hospital of Wuhan University, Wuhan, China
- Huanggang Institute of Translational Medicine, Huanggang Central Hospital of Yangtze University, Huanggang, China
- *Correspondence: Hongliang Li, ; Zhifang Wang,
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Nurtazina A, Kozhakhmetova D, Dautov D, Khaidarova N, Chattu VK. Association of Early Renal Dysfunction with Lipid Profile Parameters among Hypertensives in Kazakhstan. Diagnostics (Basel) 2021; 11:diagnostics11050871. [PMID: 34066182 PMCID: PMC8151416 DOI: 10.3390/diagnostics11050871] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2021] [Revised: 04/21/2021] [Accepted: 05/07/2021] [Indexed: 11/16/2022] Open
Abstract
Dyslipidemia plays an essential role in chronic kidney disease (CKD). The role of lipids and lipoproteins in the early pre-disease state of CKD in hypertensive patients is still unclear. The study aimed to evaluate the relationship between early renal dysfunction and lipid profile parameters among hypertensive patients in Kazakhstan. From April 2015 to December 2016, 800 Kazakh males and females with primary hypertension who met the inclusion criteria were included in this cross-sectional study. Data were collected on socio-demographics, lifestyle parameters, family history of cardiovascular disease, and hypertension. Additionally, Dietary Quality Score (DQS), anthropometric data, and blood pressure were recorded. Laboratory blood measurements included eGFR (estimated glomerular filtration rate), lipid profile parameters such as Apolipoprotein B, A1, HDL-C, LDL-C, and TG. We found a linear relationship between early renal dysfunction and LDL-C, Apolipoprotein B, and Apolipoprotein B/A1 ratio, which was in all cases negative and small (r = -0.27, -0.23 and -0.16, respectively). Apolipoprotein A1, HDL-C and TG have not revealed a linear relationship with GFR (r = -0.06, r = -0.06, and ρ = -0.045, respectively). The multicollinearity test restricted the linear model to Apolipoprotein B only. Further linear regression analysis confirmed an inverse significant linear association between eGFR and Apolipoprotein B. Age, DQS, and income appear to be positive confounding factors, significantly fitted the final model. ROC analysis had proven the predictive power of Apolipoprotein B in pre-CKD eGFR decline before and after adjustment for age, DQS and income (AUC = 0.62 and AUC = 0.77, respectively). For differentiating non-diabetic subjects with and without pre-CKD eGFR decrease, 1.05 g/L and 0.98 g/L are likely to be optimal cutoff points in males and females, respectively. These findings will help early prediction of renal dysfunction and contribute to a more accurate estimation of CVD risk.
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Affiliation(s)
- Alma Nurtazina
- Department of Epidemiology and Biostatistics, Semey Medical University, Semey 071400, Kazakhstan
- Correspondence: (A.N.); (V.K.C.); Tel.: +1-(416)-864-6060 (V.K.C.)
| | - Dana Kozhakhmetova
- Department of Quality Assurance in Medical Education, Semey Medical University, Semey 071400, Kazakhstan;
| | - Daulet Dautov
- Department of Propaedeutics of Internal Diseases, Kazakh Medical University, Almaty 050010, Kazakhstan;
| | - Nurzhanat Khaidarova
- Department of Therapeutic Dentistry, Semey Medical University, Semey 071400, Kazakhstan;
| | - Vijay Kumar Chattu
- Department of Medicine, Temerty Faculty of Medicine, University of Toronto, Toronto, ON M5G 2C4, Canada
- Division of Occupational Medicine, Occupational Medicine Clinic, St. Michael’s Hospital, Toronto, ON M5C 2C5, Canada
- Correspondence: (A.N.); (V.K.C.); Tel.: +1-(416)-864-6060 (V.K.C.)
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Prikryl P, Satrapova V, Frydlova J, Hruskova Z, Zima T, Tesar V, Vokurka M. Mass spectrometry-based proteomic exploration of the small urinary extracellular vesicles in ANCA-associated vasculitis in comparison with total urine. J Proteomics 2020; 233:104067. [PMID: 33307252 DOI: 10.1016/j.jprot.2020.104067] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 09/11/2020] [Accepted: 11/29/2020] [Indexed: 01/07/2023]
Abstract
ANCA-associated vasculitis (AAV) is a rare, but potentially severe autoimmune disease, even nowadays displaying increased mortality and morbidity. Finding early biomarkers of activity and prognosis is thus very important. Small extracellular vesicles (EVs) isolated from urine can be considered as a non-invasive source of biomarkers. We evaluated several protocols for urinary EV isolation. To eliminate contaminating non-vesicular proteins due to AAV associated proteinuria we used proteinase K treatment. We investigated the differences in proteomes of small EVs of patients with AAV compared to healthy controls by label-free LC-MS/MS. In parallel, we performed an analogous proteomic analysis of urine samples from identical patients. The study results showed significant differences and similarities in both EV and urine proteome, the latter one being highly affected by proteinuria. Using bioinformatics tools we explored differentially changed proteins and their related pathways with a focus on the pathophysiology of AAV. Our findings indicate significant regulation of Golgi enzymes, such as MAN1A1, which can be involved in T cell activation by N-glycans glycosylation and may thus play a key role in pathogenesis and diagnosis of AAV. SIGNIFICANCE: The present study explores for the first time the changes in proteomes of small extracellular vesicles and urine of patients with renal ANCA-associated vasculitis compared to healthy controls by label-free LC-MS/MS. Isolation of vesicles from proteinuric urine samples has been modified to minimize contamination by plasma proteins and to reduce co-isolation of extraluminal proteins. Differentially changed proteins and their related pathways with a role in the pathophysiology of AAV were described and discussed. The results could be helpful for the research of potential biomarkers in renal vasculitis associated with ANCA.
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Affiliation(s)
- Petr Prikryl
- Institute of Pathological Physiology, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Veronika Satrapova
- Department of Nephrology, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Jana Frydlova
- Institute of Pathological Physiology, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Zdenka Hruskova
- Department of Nephrology, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Tomas Zima
- Institute of Clinical Biochemistry and Laboratory Diagnostics, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Vladimir Tesar
- Department of Nephrology, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic
| | - Martin Vokurka
- Institute of Pathological Physiology, First Faculty of Medicine, Charles University, Prague, Czech Republic.
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