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Oulhaj A, Aziz F, Suliman A, Eller K, Bentoumi R, Buse JB, Al Mahmeed W, von Lewinski D, Coleman RL, Holman RR, Sourij H. Estimated glomerular filtration rate slope and risk of primary and secondary major adverse cardiovascular events and heart failure hospitalization in people with type 2 diabetes: An analysis of the EXSCEL trial. Diabetes Obes Metab 2024; 26:4602-4612. [PMID: 39086032 DOI: 10.1111/dom.15817] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Revised: 07/02/2024] [Accepted: 07/06/2024] [Indexed: 08/02/2024]
Abstract
AIM The decline in estimated glomerular filtration rate (eGFR), a significant predictor of cardiovascular disease (CVD), occurs heterogeneously in people with diabetes because of various risk factors. We investigated the role of eGFR decline in predicting CVD events in people with type 2 diabetes in both primary and secondary CVD prevention settings. MATERIALS AND METHODS Bayesian joint modelling of repeated measures of eGFR and time to CVD event was applied to the Exenatide Study of Cardiovascular Event Lowering (EXSCEL) trial to examine the association between the eGFR slope and the incidence of major adverse CV event/hospitalization for heart failure (MACE/hHF) (non-fatal myocardial infarction, non-fatal stroke, CV death, or hospitalization for heart failure). The analysis was adjusted for age, sex, smoking, systolic blood pressure, baseline eGFR, antihypertensive and lipid-lowering medication, diabetes duration, atrial fibrillation, high-density cholesterol, total cholesterol, HbA1c and treatment allocation (once-weekly exenatide or placebo). RESULTS Data from 11 101 trial participants with (n = 7942) and without (n = 3159) previous history of CVD were analysed. The mean ± SD eGFR slope per year in participants without and with previous CVD was -0.68 ± 1.67 and -1.03 ± 2.13 mL/min/1.73 m2, respectively. The 5-year MACE/hHF incidences were 7.5% (95% CI 6.2, 8.8) and 20% (95% CI 19, 22), respectively. The 1-SD decrease in the eGFR slope was associated with increased MACE/hHF risks of 48% (HR 1.48, 95% CI 1.12, 1.98, p = 0.007) and 33% (HR 1.33, 95% CI 1.18,1.51, p < 0.001) in participants without and with previous CVD, respectively. CONCLUSIONS eGFR trajectories over time significantly predict incident MACE/hHF events in people with type 2 diabetes with and without existing CVD, with a higher hazard ratio for MACE/hHF in the latter group.
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Affiliation(s)
- Abderrahim Oulhaj
- Department of Public Health and Epidemiology, College of Medicine and Health Sciences, Khalifa University of Sciences and Technology, Abu Dhabi, United Arab Emirates
- Biotechnology Center, Khalifa University of Sciences and Technology, Abu Dhabi, United Arab Emirates
| | - Faisal Aziz
- Interdisciplinary Metabolic Medicine Trials Unit, Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria
| | - Abubaker Suliman
- Institute of Public Health, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
| | - Kathrin Eller
- Division of Nephrology, Medical University of Graz, Graz, Austria
| | - Rachid Bentoumi
- Mathematics and Statistics Department, Zayed University, Abu Dhabi, United Arab Emirates
| | - John B Buse
- University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA
| | - Wael Al Mahmeed
- Heart Vascular and Thoracic Institute, Cleveland Clinic, Abu Dhabi, United Arab Emirates
| | | | - Ruth L Coleman
- Diabetes Trials Unit, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Rury R Holman
- Diabetes Trials Unit, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Harald Sourij
- Interdisciplinary Metabolic Medicine Trials Unit, Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria
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Kanda E, Epureanu BI, Adachi T, Sasaki T, Kashihara N. Mathematical expansion and clinical application of chronic kidney disease stage as vector field. PLoS One 2024; 19:e0297389. [PMID: 38478478 PMCID: PMC10936765 DOI: 10.1371/journal.pone.0297389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Accepted: 01/04/2024] [Indexed: 11/02/2024] Open
Abstract
There are cases in which CKD progression is difficult to evaluate, because the changes in estimated glomerular filtration rate (eGFR) and proteinuria sometimes show opposite directions as CKD progresses. Indices and models that enable the easy and accurate risk prediction of end-stage-kidney disease (ESKD) are indispensable to CKD therapy. In this study, we investigated whether a CKD stage coordinate transformed into a vector field (CKD potential model) accurately predicts ESKD risk. Meta-analysis of large-scale cohort studies of CKD patients in PubMed was conducted to develop the model. The distance from CKD stage G2 A1 to a patient's data on eGFR and proteinuria was defined as r. We developed the CKD potential model on the basis of the data from the meta-analysis of three previous cohort studies: ESKD risk = exp(r). Then, the model was validated using data from a cohort study of CKD patients in Japan followed up for three years (n = 1,564). Moreover, the directional derivative of the model was developed as an index of CKD progression velocity. For ESKD prediction in three years, areas under the receiver operating characteristic curves (AUCs) were adjusted for baseline characteristics. Cox proportional hazards models with spline terms showed the exponential association between r and ESKD risk (p<0.0001). The CKD potential model more accurately predicted ESKD with an adjusted AUC of 0.81 (95% CI 0.76, 0.87) than eGFR (p<0.0001). Moreover, the directional derivative of the model showed a larger adjusted AUC for the prediction of ESKD than the percent eGFR change and eGFR slope (p<0.0001). Then, a chart of the transformed CKD stage was developed for implementation in clinical settings. This study indicated that the transformed CKD stage as a vector field enables the easy and accurate estimation of ESKD risk and CKD progression and suggested that vector analysis is a useful tool for clinical studies of CKD and its related diseases.
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Affiliation(s)
- Eiichiro Kanda
- Medical Science, Kawasaki Medical School, Kurashiki, Okayama, Japan
| | - Bogdan I. Epureanu
- College of Engineering, University of Michigan, Ann Arbor, Michigan, United states of America
| | - Taiji Adachi
- Institute for Life and Medical Sciences, Kyoto University, Sakyo, Kyoto, Japan
| | - Tamaki Sasaki
- Department of Nephrology and Hypertension, Kawasaki Medical School, Kurashiki, Okayama, Japan
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van der Burgh AC, Sedaghat S, Ikram MA, Hoorn EJ, Chaker L. Trajectories of kidney function and risk of mortality. Int J Epidemiol 2023; 52:1959-1967. [PMID: 37649343 PMCID: PMC10749765 DOI: 10.1093/ije/dyad111] [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: 09/01/2022] [Accepted: 08/09/2023] [Indexed: 09/01/2023] Open
Abstract
BACKGROUND We aimed to identify patterns within the rate of kidney function decline, determinants of these patterns and their association with all-cause mortality risk in the general population. METHODS Participants aged ≥ 45 years with at least one assessment of creatinine-based estimated glomerular filtration rate (eGFR) taken between 1997 and 2018 were selected from a population-based cohort study. Analyses were performed using several distinct latent class trajectory modelling methods. Cumulative incidences were calculated with 45 years of age as the starting point. RESULTS In 12 062 participants (85 922 eGFR assessments, mean age 67.0 years, 58.7% women, median follow-up 9.6 years), four trajectories of eGFR change with age were identified: slow eGFR decline [rate of change in mL/min/1.73 m2 per year (RC), -0.9; 95% CI, -0.9 to -0.9; reference group], intermediate eGFR decline (RC, -2.5; 95% CI, -2.7 to -2.5) and fast eGFR decline (RC, -4.3; 95% CI, -4.4 to -4.1), and an increase/stable eGFR (RC, 0.3; 95% CI, 0.3 to 0.4). Women were more likely to have an increase/stable eGFR [odds ratio (OR), 1.94; 95% CI, 1.53 to 2.46] whereas men were more likely to have a fast eGFR decline (OR, 1.86; 95% CI, 1.33 to 2.60). Participants with diabetes, cardiovascular disease (CVD) or hypertension were more likely to have an intermediate or fast eGFR decline. All-cause mortality risks (cumulative incidence at age of 70 years) were 32.3% (95% CI, 21.4 to 47.9, slow eGFR decline), 6.7% (95% CI, 3.5 to 12.4, intermediate eGFR decline), 68.8% (95% CI, 44.4 to 87.8, fast eGFR decline) and 9.5% (95% CI, 5.5 to 15.7, increase/stable eGFR). CONCLUSION Sex, hypertension, diabetes and CVD were identified as trajectory membership determinants. Having fast eGFR decline was associated with the highest risk of all-cause mortality, highlighting the need for extensive monitoring and prevention of kidney function decline in individuals at risk of having fast eGFR decline.
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Affiliation(s)
- Anna C van der Burgh
- Department of Internal Medicine, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Sanaz Sedaghat
- Department of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, Minnesota, USA
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Ewout J Hoorn
- Department of Internal Medicine, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Layal Chaker
- Department of Internal Medicine, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, The Netherlands
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Rahamimov R, Agur T, Zingerman B, Bielopolski D, Steinmetz T, Nesher E, Hanniel I, Rozen-Zvi B. Multi-phasic eGFR trajectory during follow up and long-term graft failure after kidney transplantation. Clin Transplant 2023; 37:e15129. [PMID: 37742094 DOI: 10.1111/ctr.15129] [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: 02/04/2023] [Revised: 08/25/2023] [Accepted: 09/01/2023] [Indexed: 09/25/2023]
Abstract
BACKGROUND The prevailing assumption is that following kidney transplantation the pattern of kidney function decline is consistent. Nevertheless, numerous factors leading to graft loss may emerge, altering the trajectory of kidney function. In this study, we aim to assess alterations in estimated glomerular filtration rate (eGFR) trajectory over an extended period of follow-up and examine its correlation with graft survival. METHODS We calculated eGFR using all creatinine values available from 1-year post transplantation to the end of follow-up. For pattern analysis, we used a piecewise linear model. RESULTS Nine hundred eighty-eight patients were included in the study. After a median follow-up of 5.2 years, 297 (30.1%) patients had a multi-phasic eGFR trajectory. Change in eGFR trajectory was associated with increased risk for graft failure (HR 7.15, 95% CI 5.17-9.89, p < .001), longer follow-up time, younger age, longer cold ischemia time, high prevalence of acute rejection, longer hospitalization and a lower initial eGFR. Of the 988 patients included in the study, 494 (50.0%) had a mono-phasic stable trajectory, 197 (19.9%) had a mono-phasic decreasing trajectory, 184 (18.6%) had bi-phasic decreasing trajectory (initial stability and then decline, 46(4.7%) had a bi-phasic stabilized (initial decline and then stabilization) and 67(6.8%) had a more complex trajectory (tri-phasic). Out of the total 144 patients who experienced graft loss, the predominant pattern was a bi-phasic decline characterized by a bi-linear trajectory (66 events, 45.8%). CONCLUSIONS Changes in eGFR trajectory during long-term follow-up can serve as a valuable tool for assessing the underlying mechanisms contributing to graft loss.
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Affiliation(s)
- Ruth Rahamimov
- Department of Nephrology and Hypertension, Rabin Medical Center, Beilinson Campus, Petah-Tikva, Israel
- Department of Transplantation, Rabin Medical Center, Beilinson Campus, Petah-Tikva, Israel
- Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Timna Agur
- Department of Nephrology and Hypertension, Rabin Medical Center, Beilinson Campus, Petah-Tikva, Israel
- Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Boris Zingerman
- Department of Nephrology and Hypertension, Rabin Medical Center, Beilinson Campus, Petah-Tikva, Israel
- Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Dana Bielopolski
- Department of Nephrology and Hypertension, Rabin Medical Center, Beilinson Campus, Petah-Tikva, Israel
- Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Tali Steinmetz
- Department of Nephrology and Hypertension, Rabin Medical Center, Beilinson Campus, Petah-Tikva, Israel
- Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Eviatar Nesher
- Department of Transplantation, Rabin Medical Center, Beilinson Campus, Petah-Tikva, Israel
- Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Iddo Hanniel
- MobilEye Vision Technologies INC, Petah-Tikva, Israel
| | - Benaya Rozen-Zvi
- Department of Nephrology and Hypertension, Rabin Medical Center, Beilinson Campus, Petah-Tikva, Israel
- Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
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Reis AO, Rocco Suassuna JH, Cunha CB, Portela EN, Veloso VG, Grinszteijn B, Cardoso SW. Evaluation of Glomerular Filtration Rate Trends in People Living With HIV Corrected by the Baseline Glomerular Filtration Rate. J Acquir Immune Defic Syndr 2023; 94:82-90. [PMID: 37276245 DOI: 10.1097/qai.0000000000003232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 05/03/2023] [Indexed: 06/07/2023]
Abstract
BACKGROUND Chronic kidney disease, for which estimated glomerular filtration rate (eGFR) trajectories are early markers, is frequent in people living with HIV. SETTING Identify eGFR trajectory patterns according to kidney function and assess associated factors over a 13-year follow-up period. METHODS We evaluated longitudinal changes and its associated factors in eGFR of 3366 participants according to kidney function with a 2-level, linear, mixed model. RESULTS Participants with initial kidney dysfunction experienced a slight eGFR increase, whereas others showed a slight decrease. A weak relationship was observed between baseline eGFR and its variation over time. Baseline eGFR was affected by age, CD4 + count, viral load, hypertension, hyperlipidemia, AIDS-defining illness and tenofovir (TDF) with integrase inhibitor (INSTI) or efavirenz. Significant factors for eGFR change included the following: in kidney dysfunction, CD4 + cell count of >350 cells per cubic millimeter and undetectable viral load increased eGFR, whereas TDF + protease inhibitor decreased eGFR; in mildly decreased kidney function, CD4 + cell count of >350 cells per cubic millimeter, AIDS-defining illness, and TDF + efavirenz increased eGFR, whereas age, hypertension, hyperlipidemia, and TDF + INSTI decreased eGFR; in normal kidney function, age, CD4 + cell count of > 350 cells per cubic millimeter, undetectable viral load, hypertension, hyperlipidemia, and TDF + INSTI decreased eGFR, whereas TDF + efavirenz increased eGFR (all P value for interaction < 0.05). CONCLUSION Our findings suggest that eGFR trajectories varied widely between individuals in people living with HIV. In the lower eGFR group, virus-related factors were more relevant, whereas traditional risk factors for renal dysfunction were more prominent in the highest eGFR group.
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Affiliation(s)
- Amanda Orlando Reis
- SDT/AIDS Clinical Research Laboratory, Instituto de Pesquisa Clínica Evandro Chagas-Fundação Oswaldo Cruz, Rio de Janeiro Brazil; and
- Clínical and Academic Unit of Nephrology, Hospital Universitário Pedro Ernesto, Faculdade de Ciências Médicas, Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil
| | - José H Rocco Suassuna
- Clínical and Academic Unit of Nephrology, Hospital Universitário Pedro Ernesto, Faculdade de Ciências Médicas, Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Cynthia B Cunha
- SDT/AIDS Clinical Research Laboratory, Instituto de Pesquisa Clínica Evandro Chagas-Fundação Oswaldo Cruz, Rio de Janeiro Brazil; and
| | - Estevão N Portela
- SDT/AIDS Clinical Research Laboratory, Instituto de Pesquisa Clínica Evandro Chagas-Fundação Oswaldo Cruz, Rio de Janeiro Brazil; and
| | - Valdilea G Veloso
- SDT/AIDS Clinical Research Laboratory, Instituto de Pesquisa Clínica Evandro Chagas-Fundação Oswaldo Cruz, Rio de Janeiro Brazil; and
| | - Beatriz Grinszteijn
- SDT/AIDS Clinical Research Laboratory, Instituto de Pesquisa Clínica Evandro Chagas-Fundação Oswaldo Cruz, Rio de Janeiro Brazil; and
| | - Sandra Wagner Cardoso
- SDT/AIDS Clinical Research Laboratory, Instituto de Pesquisa Clínica Evandro Chagas-Fundação Oswaldo Cruz, Rio de Janeiro Brazil; and
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Han M, Moon S, Lee S, Kim K, An WJ, Ryu H, Kang E, Ahn JH, Sung HY, Park YS, Lee SE, Lee SH, Jeong KH, Ahn C, Kelly TN, Hsu JY, Feldman HI, Park SK, Oh KH. Novel Genetic Variants Associated with Chronic Kidney Disease Progression. J Am Soc Nephrol 2023; 34:857-875. [PMID: 36720675 PMCID: PMC10125649 DOI: 10.1681/asn.0000000000000066] [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: 03/16/2022] [Accepted: 12/11/2022] [Indexed: 02/02/2023] Open
Abstract
SIGNIFICANCE STATEMENT eGFR slope has been used as a surrogate outcome for progression of CKD. However, genetic markers associated with eGFR slope among patients with CKD were unknown. We aimed to identify genetic susceptibility loci associated with eGFR slope. A two-phase genome-wide association study identified single nucleotide polymorphisms (SNPs) in TPPP and FAT1-LINC02374 , and 22 of them were used to derive polygenic risk scores that mark the decline of eGFR by disrupting binding of nearby transcription factors. This work is the first to identify the impact of TPPP and FAT1-LINC02374 on CKD progression, providing predictive markers for the decline of eGFR in patients with CKD. BACKGROUND The incidence of CKD is associated with genetic factors. However, genetic markers associated with the progression of CKD have not been fully elucidated. METHODS We conducted a genome-wide association study among 1738 patients with CKD, mainly from the KoreaN cohort study for Outcomes in patients With CKD. The outcome was eGFR slope. We performed a replication study for discovered single nucleotide polymorphisms (SNPs) with P <10 -6 in 2498 patients with CKD from the Chronic Renal Insufficiency Cohort study. Several expression quantitative trait loci (eQTL) studies, pathway enrichment analyses, exploration of epigenetic architecture, and predicting disruption of transcription factor (TF) binding sites explored potential biological implications of the loci. We developed and evaluated the effect of polygenic risk scores (PRS) on incident CKD outcomes. RESULTS SNPs in two novel loci, TPPP and FAT1-LINC02374 , were replicated (rs59402340 in TPPP , Pdiscovery =7.11×10 -7 , PCRIC =8.13×10 -4 , Pmeta =7.23×10 -8 ; rs28629773 in FAT1-LINC02374 , Pdiscovery =6.08×10 -7 , PCRIC =4.33×10 -2 , Pmeta =1.87×10 -7 ). The eQTL studies revealed that the replicated SNPs regulated the expression level of nearby genes associated with kidney function. Furthermore, these SNPs were near gene enhancer regions and predicted to disrupt the binding of TFs. PRS based on the independently significant top 22 SNPs were significantly associated with CKD outcomes. CONCLUSIONS This study demonstrates that SNP markers in the TPPP and FAT1-LINC02374 loci could be predictive markers for the decline of eGFR in patients with CKD.
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Affiliation(s)
- Miyeun Han
- Department of Internal Medicine, National Medical Center, Seoul, Korea
| | - Sungji Moon
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, Korea
- Cancer Research Institute, Seoul National University, Seoul, Korea
- Interdisciplinary Program in Cancer Biology, Seoul National University College of Medicine, Seoul, Korea
- Genomic Medicine Institute, Seoul National University College of Medicine, Seoul, Korea
| | - Sangjun Lee
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, Korea
- Cancer Research Institute, Seoul National University, Seoul, Korea
- Department of Biomedical Science, Seoul National University Graduate School, Seoul, Korea
| | - Kyungsik Kim
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, Korea
- Cancer Research Institute, Seoul National University, Seoul, Korea
- Department of Biomedical Science, Seoul National University Graduate School, Seoul, Korea
| | - Woo Ju An
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, Korea
- Cancer Research Institute, Seoul National University, Seoul, Korea
- Integrated Major in Innovative Medical Science, Seoul National University College of Medicine, Seoul, Korea
| | - Hyunjin Ryu
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea
| | - Eunjeong Kang
- Department of Internal Medicine, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, Korea
| | - Jung-Hyuck Ahn
- Department of Biochemistry, Ewha Womans University College of Medicine, Seoul, Korea
| | - Hye Youn Sung
- Department of Biochemistry, Ewha Womans University College of Medicine, Seoul, Korea
| | - Yong Seek Park
- Department of Microbiology, School of Medicine, Kyung Hee University, Seoul, Korea
| | - Seung Eun Lee
- Department of Microbiology, School of Medicine, Kyung Hee University, Seoul, Korea
| | - Sang-Ho Lee
- Department of Internal Medicine, Kyung Hee University School of Medicine, Seoul, Korea
| | - Kyung Hwan Jeong
- Department of Internal Medicine, Kyung Hee University School of Medicine, Seoul, Korea
| | - Curie Ahn
- Department of Internal Medicine, National Medical Center, Seoul, Korea
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea
| | - Tanika N. Kelly
- Department of Epidemiology, Tulane University, New Orleans, Louisiana
| | - Jesse Y. Hsu
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania
| | - Harold I. Feldman
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania
| | - Sue K. Park
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, Korea
- Cancer Research Institute, Seoul National University, Seoul, Korea
- Integrated Major in Innovative Medical Science, Seoul National University College of Medicine, Seoul, Korea
| | - Kook-Hwan Oh
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea
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Chang YS, Li YH, Lee IT. A synergistic effect of variability in estimated glomerular filtration rate with chronic kidney disease on all-cause mortality prediction in patients with type 2 diabetes: a retrospective cohort study. Cardiovasc Diabetol 2021; 20:209. [PMID: 34663321 PMCID: PMC8524871 DOI: 10.1186/s12933-021-01399-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Accepted: 10/08/2021] [Indexed: 12/28/2022] Open
Abstract
Background The combination of diabetes mellitus (DM) and chronic kidney disease (CKD) is associated with a high risk of mortality. Annual assessment of the estimated glomerular filtration rate (eGFR) is recommended for patients with DM. We investigated the effect of variability in annual eGFR values on all-cause mortality in patients with type 2 DM. Methods In this retrospective cohort study, we enrolled patients with eGFR data between 01 Aug 2017 and 31 July 2018. We defined the index eGFR as the first available eGFR value within the enrollment year and collected additional annual eGFR data from the previous three years. A total of 3592 patients with type 2 DM were enrolled, including 959 patients with CKD (index eGFR < 60 mL/min/1.73 m2) and 2633 patients without CKD. We assessed eGFR variability by using the standard deviation (SD) of the three annual eGFR and index eGFR values. We divided patients into subgroups according to the median SD of their annual eGFR (7.62 mL/min/1.73 m2). The primary endpoint was all-cause mortality after the index eGFR was assessed. Results During a median follow-up of 19 months (interquartile range: 18‒20 months), 127 (3.5%) deaths occurred among all 3592 enrolled patients. The highest mortality risk was observed in the high SD with CKD group, with a hazard ratio (HR) of 2.382 [95% confidence interval (CI) 1.346‒4.215] in comparison to the low SD without CKD group after adjusting for the associated factors. In patients without CKD, a high SD was an independent risk factor for mortality (HR = 2.105, 95% CI 1.256‒3.528). According to the C-index, the mortality prediction ability was better for the index eGFR + SD model than for the index eGFR alone model (0.671 vs. 0.629, P < 0.001). Conclusion There was a synergistic effect of eGFR variability with single-measured eGFR for the prediction of mortality in patients with type 2 DM. The SD of the annual eGFR values was also an independent predictor of mortality in patients with an eGFR > 60 mL/min/1.73 m2. Supplementary Information The online version contains supplementary material available at 10.1186/s12933-021-01399-z.
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Affiliation(s)
- Yu-Shan Chang
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, No. 1650, Section 4, Taiwan Boulevard, Taichung, 40705, Taiwan.,School of Medicine, Chung Shan Medical University, Taichung City, 40201, Taiwan
| | - Yu-Hsuan Li
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, No. 1650, Section 4, Taiwan Boulevard, Taichung, 40705, Taiwan.,Department of Computer Science and Information Engineering, National Taiwan University, Taipei, 10617, Taiwan
| | - I-Te Lee
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, No. 1650, Section 4, Taiwan Boulevard, Taichung, 40705, Taiwan. .,School of Medicine, Chung Shan Medical University, Taichung City, 40201, Taiwan. .,School of Medicine, National Yang Ming Chiao Tung University, Taipei, 11221, Taiwan.
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8
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King EK, Hsieh MH, Chang DR, Lu CT, Ting IW, Wang CCN, Chen PS, Yeh HC, Chiang HY, Kuo CC. Prediction of non-responsiveness to pre-dialysis care program in patients with chronic kidney disease: a retrospective cohort analysis. Sci Rep 2021; 11:13938. [PMID: 34230524 PMCID: PMC8260802 DOI: 10.1038/s41598-021-93254-0] [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: 01/22/2021] [Accepted: 06/16/2021] [Indexed: 12/29/2022] Open
Abstract
The responsiveness of patients with chronic kidney disease (CKD) to nephrologists’ care is unpredictable. We defined the longitudinal stages (LSs) 1–5 of estimated glomerular filtration rate (eGFR) by group-based trajectory modeling for repeated eGFR measurements of 7135 patients with CKD aged 20–90 years from a 13-year pre-end-stage renal disease (ESRD) care registry. Patients were considered nonresponsive to the pre-dialysis care if they had a more advanced eGFR LS compared with the baseline. Conversely, those with improved or stable eGFR LS were considered responsive. The proportion of patients with CKD stage progression increased with the increase in the baseline CKD stage (stages 1–2: 29.2%; stage 4: 45.8%). The adjusted times to ESRD and all-cause mortality in patients with eGFR LS-5 were 92% (95% confidence interval [CI] 86–96%) and 57% (95% CI 48–65%) shorter, respectively, than in patients with eGFR LS-3A. Among patients with baseline CKD stages 3 and 4, the adjusted times to ESRD and all-cause death in the nonresponsive patients were 39% (95% CI 33–44%) and 20% (95% CI 14–26%) shorter, respectively, than in the responsive patients. Our proposed Renal Care Responsiveness Prediction (RCRP) model performed significantly better than the conventional Kidney Failure Risk Equation in discrimination, calibration, and net benefit according to decision curve analysis. Non-responsiveness to nephrologists’ care is associated with rapid progression to ESRD and all-cause mortality. The RCRP model improves early identification of responsiveness based on variables collected during enrollment in a pre-ESRD program. Urgent attention should be given to characterize the underlying heterogeneous responsiveness to pre-dialysis care.
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Affiliation(s)
- Emily K King
- Department of Medical Media Design and Application, Interpedia Incorporated, Taichung, Taiwan.,Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, 2, Yude Rd., North Dist., Taichung City, 404, Taiwan
| | - Ming-Han Hsieh
- Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - David R Chang
- Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Cheng-Ting Lu
- Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - I-Wen Ting
- Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan.,Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, 2, Yude Rd., North Dist., Taichung City, 404, Taiwan
| | - Charles C N Wang
- Department of Bioinformatics and Medical Engineering, Asia University, Taichung, Taiwan.,Center for Artificial Intelligence and Precision Medicine Research, Asia University, Taichung, Taiwan
| | - Pei-Shan Chen
- Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, 2, Yude Rd., North Dist., Taichung City, 404, Taiwan
| | - Hung-Chieh Yeh
- Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan.,Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, 2, Yude Rd., North Dist., Taichung City, 404, Taiwan.,AKI-CARE (Clinical Advancement, Research and Education) Center, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan
| | - Hsiu-Yin Chiang
- Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, 2, Yude Rd., North Dist., Taichung City, 404, Taiwan
| | - Chin-Chi Kuo
- Division of Nephrology, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan. .,Big Data Center, China Medical University Hospital and College of Medicine, China Medical University, 2, Yude Rd., North Dist., Taichung City, 404, Taiwan. .,AKI-CARE (Clinical Advancement, Research and Education) Center, Department of Internal Medicine, China Medical University Hospital and College of Medicine, China Medical University, Taichung, Taiwan.
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Bramlage P, Lanzinger S, Hess E, Fahrner S, Heyer CHJ, Friebe M, Buschmann I, Danne T, Holl RW, Seufert J. Renal function deterioration in adult patients with type-2 diabetes. BMC Nephrol 2020; 21:312. [PMID: 32727401 PMCID: PMC7391505 DOI: 10.1186/s12882-020-01952-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2020] [Accepted: 07/15/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND To explore, in a large group of patients with type-2 diabetes (T2DM), renal function decline in terms of the slope of the estimated glomerular filtration rate (eGFR) over time, and to find out how classical risk factors, such as the presence of hypertension, dyslipidemia and microalbuminuria, affect the renal function. METHODS The analysis included 32,492 adult T2DM patients from the DIVE/DPV registries who had serial eGFR determinations and information on the presence of microalbuminuria, hypertension and dyslipidemia available. RESULTS Patients had a mean age of 66.3 years, 52.6% were male with a mean BMI of 31.7 kg/m2. The mean eGFR was 78.4 ± 21.4 mL/min/1.73m2. The results showed that the prevalence of renal function impairment understood as chronic kidney disease (CKD) is considerable (53.0%) in a population of patients with T2DM and has a high incidence rate of 6.6% within a year. Serial determinations of the eGFR are, however, infrequent (7.8% of all patients) and these patients are characterised by the presence of a high-risk profile for CKD, such as hypertension (88.1%) and dyslipidemia (66.1%). Over a three-year time period, 30.9% of the patients had an eGFR slope of -12 mL/min/1.73m2 or more; and more than a doubled proportion of patients with an eGFR < 30 mL/min/1.73 m2 (3.8% vs. 1.8%; p < 0.001). Hypertension and albuminuria contributed to renal function decline while dyslipidemia did not negatively affect the slope. CONCLUSION CKD is highly prevalent in patients with T2DM. Serial surveillance of the glomerular filtration rate is, however, not established in clinical practice, which would be necessary as indicated by a doubling of patients with an eGFR < 30 mL/min/1.73 m2 within 3 years. Moreover, the use of renin-angiotensin blocking agents was low, pointing at considerable room for improvement. Taken together we conclude that a closer surveillance of patients with diabetes based on the presence of further risk factors is mandatory combined with a mandatory prescription of RAS blocking agents once microalbuminuria and / or renal function deterioration develops.
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Affiliation(s)
- Peter Bramlage
- Institute for Pharmacology and Preventive Medicine, Bahnhofstrasse 20, 49661 Cloppenburg, Germany
| | - Stefanie Lanzinger
- Institut für Epidemiologie und medizinische Biometrie, ZIBMT, Universität Ulm, Ulm, Germany
- Deutsches Zentrum für Diabetesforschung e.V, München-Neuherberg, Germany
| | - Eva Hess
- Diabetologische Schwerpunktpraxis Dres, Hess, Worms, Germany
| | - Simon Fahrner
- Medizinische Klinik, SRH Klinik Sigmaringen, Pfullendorf, Germany
| | | | | | - Ivo Buschmann
- Department of Angiology, Medical University of Brandenburg, Brandenburg, Germany
| | - Thomas Danne
- Kinderkrankenhaus auf der Bult, Diabeteszentrum für Kinder und Jugendliche, Hannover, Germany
| | - Reinhard W. Holl
- Institut für Epidemiologie und medizinische Biometrie, ZIBMT, Universität Ulm, Ulm, Germany
- Deutsches Zentrum für Diabetesforschung e.V, München-Neuherberg, Germany
| | - Jochen Seufert
- Universitätsklinikum Freiburg, Medizinische Fakultät, Freiburg, Germany
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Bowe B, Artimovich E, Xie Y, Yan Y, Cai M, Al-Aly Z. The global and national burden of chronic kidney disease attributable to ambient fine particulate matter air pollution: a modelling study. BMJ Glob Health 2020; 5:e002063. [PMID: 32341805 PMCID: PMC7173767 DOI: 10.1136/bmjgh-2019-002063] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2019] [Revised: 02/10/2020] [Accepted: 02/15/2020] [Indexed: 12/31/2022] Open
Abstract
Introduction We aimed to integrate all available epidemiological evidence to characterise an exposure-response model of ambient fine particulate matter (PM2.5) and the risk of chronic kidney disease (CKD) across the spectrum of PM2.5 concentrations experienced by humans. We then estimated the global and national burden of CKD attributable to PM2.5. Methods We collected data from prior studies on the association of PM2.5 with CKD and used an integrative meta-regression approach to build non-linear exposure-response models of the risk of CKD associated with PM2.5 exposure. We then estimated the 2017 global and national incidence, prevalence, disability-adjusted life-years (DALYs) and deaths due to CKD attributable to PM2.5 in 194 countries and territories. Burden estimates were generated by linkage of risk estimates to Global Burden of Disease study datasets. Results The exposure-response function exhibited evidence of an increase in risk with increasing PM2.5 concentrations, where the rate of risk increase gradually attenuated at higher PM2.5 concentrations. Globally, in 2017, there were 3 284 358.2 (95% UI 2 800 710.5 to 3 747 046.1) incident and 122 409 460.2 (108 142 312.2 to 136 424 137.9) prevalent cases of CKD attributable to PM2.5, and 6 593 134.6 (5 705 180.4 to 7 479 818.4) DALYs and 211 019.2 (184 292.5 to 236 520.4) deaths due to CKD attributable to PM2.5. The burden was disproportionately borne by low income and lower middle income countries and exhibited substantial geographic variability, even among countries with similar levels of sociodemographic development. Globally, 72.8% of prevalent cases of CKD attributable to PM2.5 and 74.2% of DALYs due to CKD attributable to PM2.5 were due to concentrations above 10 µg/m3, the WHO air quality guidelines. Conclusion The global burden of CKD attributable to PM2.5 is substantial, varies by geography and is disproportionally borne by disadvantaged countries. Most of the burden is associated with PM2.5 levels above the WHO guidelines, suggesting that achieving those targets may yield reduction in CKD burden.
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Affiliation(s)
- Benjamin Bowe
- Clinical Epidemiology Center, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Department of Epidemiology and Biostatistics, College for Public Health and Social Justice, Saint Louis University, Saint Louis, Missouri, USA
| | - Elena Artimovich
- Clinical Epidemiology Center, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
| | - Yan Xie
- Clinical Epidemiology Center, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Department of Epidemiology and Biostatistics, College for Public Health and Social Justice, Saint Louis University, Saint Louis, Missouri, USA
| | - Yan Yan
- Clinical Epidemiology Center, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Division of Public Health Sciences, Department of Surgery, Washington University in Saint Louis School of Medicine, Saint Louis, Missouri, USA
| | - Miao Cai
- Clinical Epidemiology Center, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Department of Epidemiology and Biostatistics, College for Public Health and Social Justice, Saint Louis University, Saint Louis, Missouri, USA
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Department of Medicine, Washington University in Saint Louis School of Medicine, Saint Louis, Missouri, USA
- Nephrology Section, Medicine Service, VA Saint Louis Helath Care System, Saint Louis, Missouri, USA
- Institute for Public Health, Washington University in Saint Louis, Saint Louis, Missouri, USA
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11
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Diabetes Minimally Mediated the Association Between PM 2.5 Air Pollution and Kidney Outcomes. Sci Rep 2020; 10:4586. [PMID: 32165691 PMCID: PMC7067761 DOI: 10.1038/s41598-020-61115-x] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2019] [Accepted: 02/05/2020] [Indexed: 12/22/2022] Open
Abstract
Epidemiologic observations suggest that exposure to ambient fine particulate matter (PM2.5) is associated with increased risk of chronic kidney disease (CKD) and diabetes, a causal driver of CKD. We evaluated whether diabetes mediates the association between PM2.5 and CKD. A cohort of 2,444,157 United States veterans were followed over a median 8.5 years. Environmental Protection Agency data provided PM2.5 exposure levels. Regression models assessed associations and their proportion mediated. A 10 µg/m3 increase in PM2.5 was associated with increased odds of having a diabetes diagnosis (odds ratio: 1.18, 95% CI: 1.06–1.32), use of diabetes medication (1.22, 1.07–1.39), and increased risk of incident eGFR <60 ml/min/1.73 m2 (hazard ratio:1.20, 95% CI: 1.13–1.29), incident CKD (1.28, 1.18–1.39), ≥30% decline in eGFR (1.23, 1.15–1.33), and end-stage renal disease (ESRD) or ≥50% decline in eGFR (1.17, 1.05–1.30). Diabetes mediated 4.7% (4.3–5.7%) of the association of PM2.5 with incident eGFR <60 ml/min/1.73 m2, 4.8% (4.2–5.8%) with incident CKD, 5.8% (5.0–7.0%) with ≥30% decline in eGFR, and 17.0% (13.1–20.4%) with ESRD or ≥50% decline in eGFR. Diabetes minimally mediated the association between PM2.5 and kidney outcomes. The findings will help inform more accurate estimates of the burden of diabetes and burden of kidney disease attributable to PM2.5 pollution.
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Xie Y, Bowe B, Yan Y, Xian H, Li T, Al-Aly Z. Estimates of all cause mortality and cause specific mortality associated with proton pump inhibitors among US veterans: cohort study. BMJ 2019; 365:l1580. [PMID: 31147311 PMCID: PMC6538974 DOI: 10.1136/bmj.l1580] [Citation(s) in RCA: 124] [Impact Index Per Article: 24.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
OBJECTIVE To estimate all cause mortality and cause specific mortality among patients taking proton pump inhibitors (PPIs). DESIGN Longitudinal observational cohort study. SETTING US Department of Veterans Affairs. PARTICIPANTS New users of PPIs (n=157 625) or H2 blockers (n=56 842). MAIN OUTCOME MEASURES All cause mortality and cause specific mortality associated with taking PPIs (values reported as number of attributable deaths per 1000 patients taking PPIs). RESULTS There were 45.20 excess deaths (95% confidence interval 28.20 to 61.40) per 1000 patients taking PPIs. Circulatory system diseases (number of attributable deaths per 1000 patients taking PPIs 17.47, 95% confidence interval 5.47 to 28.80), neoplasms (12.94, 1.24 to 24.28), infectious and parasitic diseases (4.20, 1.57 to 7.02), and genitourinary system diseases (6.25, 3.22 to 9.24) were associated with taking PPIs. There was a graded relation between cumulative duration of PPI exposure and the risk of all cause mortality and death due to circulatory system diseases, neoplasms, and genitourinary system diseases. Analyses of subcauses of death suggested that taking PPIs was associated with an excess mortality due to cardiovascular disease (15.48, 5.02 to 25.19) and chronic kidney disease (4.19, 1.56 to 6.58). Among patients without documented indication for acid suppression drugs (n=116 377), taking PPIs was associated with an excess mortality due to cardiovascular disease (22.91, 11.89 to 33.57), chronic kidney disease (4.74, 1.53 to 8.05), and upper gastrointestinal cancer (3.12, 0.91 to 5.44). Formal interaction analyses suggested that the risk of death due to these subcauses was not modified by a history of cardiovascular disease, chronic kidney disease, or upper gastrointestinal cancer. Taking PPIs was not associated with an excess burden of transportation related mortality and death due to peptic ulcer disease (as negative outcome controls). CONCLUSIONS Taking PPIs is associated with a small excess of cause specific mortality including death due to cardiovascular disease, chronic kidney disease, and upper gastrointestinal cancer. The burden was also observed in patients without an indication for PPI use. Heightened vigilance in the use of PPI may be warranted.
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Affiliation(s)
- Yan Xie
- Clinical Epidemiology Center, Department of Veterans Affairs St Louis Health Care System, 915 North Grand Boulevard, St Louis, MO 63106, USA
- Veterans Research and Education Foundation of St Louis, St Louis, MO, USA
| | - Benjamin Bowe
- Clinical Epidemiology Center, Department of Veterans Affairs St Louis Health Care System, 915 North Grand Boulevard, St Louis, MO 63106, USA
- Department of Biostatistics, College for Public Health and Social Justice, Saint Louis University, St Louis, MO, USA
| | - Yan Yan
- Clinical Epidemiology Center, Department of Veterans Affairs St Louis Health Care System, 915 North Grand Boulevard, St Louis, MO 63106, USA
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, St Louis, MO, USA
| | - Hong Xian
- Clinical Epidemiology Center, Department of Veterans Affairs St Louis Health Care System, 915 North Grand Boulevard, St Louis, MO 63106, USA
- Department of Biostatistics, College for Public Health and Social Justice, Saint Louis University, St Louis, MO, USA
| | - Tingting Li
- Clinical Epidemiology Center, Department of Veterans Affairs St Louis Health Care System, 915 North Grand Boulevard, St Louis, MO 63106, USA
- Department of Medicine, Washington University School of Medicine, St Louis, MO, USA
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Department of Veterans Affairs St Louis Health Care System, 915 North Grand Boulevard, St Louis, MO 63106, USA
- Veterans Research and Education Foundation of St Louis, St Louis, MO, USA
- Department of Medicine, Washington University School of Medicine, St Louis, MO, USA
- Renal Section, Medicine Service, Department of Veterans Affairs Saint Louis Health Care System, St Louis, MO, USA
- Institute for Public Health, Washington University School of Medicine, St Louis, MO, USA
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Xie Y, Bowe B, Li T, Xian H, Al-Aly Z. Blood urea nitrogen and risk of insulin use among people with diabetes. Diab Vasc Dis Res 2018; 15:409-416. [PMID: 29974791 DOI: 10.1177/1479164118785050] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Laboratory evidence suggests that urea suppresses insulin secretion and sensitivity. Emerging epidemiologic evidence suggests that higher levels of urea are associated with increased risk of incident diabetes mellitus. However, whether elevated levels of blood urea nitrogen are associated with increased risk of insulin use among people with diabetes is unknown. We used the Department of Veterans Affairs databases to assemble a cohort of 197,994 incident users of non-insulin hypoglycaemic agents with an estimated glomerular filtration rate > 60 mL/min per 1.73 m2 and followed them for a median of 4.93 years. Spline analyses suggested that the relationship between blood urea nitrogen and the risk of insulin use was neutral below blood urea nitrogen level of 25 mg/dL and increased exponentially with blood urea nitrogen levels above 25 mg/dL. In survival models, compared to those with blood urea nitrogen ⩽ 25 mg/dL, those with blood urea nitrogen > 25 mg/dL had an increased risk of insulin use (hazard ratio = 1.40; confidence interval = 1.30-1.50). The risk of insulin use was increased in models which accounted for haemoglobin A1c at time zero (hazard ratio = 1.39; confidence interval = 1.28-1.50) and as a time-varying variable (hazard ratio = 1.38; confidence interval = 1.28-1.50). Two-step residual estimation analyses showed that, independent of the impact of estimated glomerular filtration rate, every 10-mg/dL increase in blood urea nitrogen concentration was associated with increased risk of insulin use (hazard ratio = 1.16; confidence interval = 1.12-1.20). Our results suggest that, among people with diabetes, higher levels of blood urea nitrogen are associated with an increased risk of insulin use.
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Affiliation(s)
- Yan Xie
- 1 Clinical Epidemiology Center, Research and Education Service, VA St Louis Health Care System, St Louis, MO, USA
| | - Benjamin Bowe
- 1 Clinical Epidemiology Center, Research and Education Service, VA St Louis Health Care System, St Louis, MO, USA
| | - Tingting Li
- 1 Clinical Epidemiology Center, Research and Education Service, VA St Louis Health Care System, St Louis, MO, USA
- 2 Department of Medicine, Washington University School of Medicine, St Louis, MO, USA
| | - Hong Xian
- 1 Clinical Epidemiology Center, Research and Education Service, VA St Louis Health Care System, St Louis, MO, USA
- 3 Department of Epidemiology and Biostatistics, College for Public Health and Social Justice, Saint Louis University, St Louis, MO, USA
| | - Ziyad Al-Aly
- 1 Clinical Epidemiology Center, Research and Education Service, VA St Louis Health Care System, St Louis, MO, USA
- 2 Department of Medicine, Washington University School of Medicine, St Louis, MO, USA
- 4 Renal Section, Medicine Service, VA St Louis Health Care System, St Louis, MO, USA
- 5 Institute for Public Health, Washington University School of Medicine, St Louis, MO, USA
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Xie Y, Bowe B, Mokdad AH, Xian H, Yan Y, Li T, Maddukuri G, Tsai CY, Floyd T, Al-Aly Z. Analysis of the Global Burden of Disease study highlights the global, regional, and national trends of chronic kidney disease epidemiology from 1990 to 2016. Kidney Int 2018; 94:567-581. [DOI: 10.1016/j.kint.2018.04.011] [Citation(s) in RCA: 354] [Impact Index Per Article: 59.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2018] [Revised: 04/11/2018] [Accepted: 04/12/2018] [Indexed: 12/24/2022]
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Bowe B, Xie Y, Li T, Yan Y, Xian H, Al-Aly Z. The 2016 global and national burden of diabetes mellitus attributable to PM 2·5 air pollution. Lancet Planet Health 2018; 2:e301-e312. [PMID: 30074893 DOI: 10.1016/s2542-5196(18)30140-2] [Citation(s) in RCA: 195] [Impact Index Per Article: 32.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Revised: 05/22/2018] [Accepted: 06/05/2018] [Indexed: 05/22/2023]
Abstract
BACKGROUND PM2·5 air pollution is associated with increased risk of diabetes; however, a knowledge gap exists to further define and quantify the burden of diabetes attributable to PM2·5 air pollution. Therefore, we aimed to define the relationship between PM2·5 and diabetes. We also aimed to characterise an integrated exposure response function and to provide a quantitative estimate of the global and national burden of diabetes attributable to PM2·5. METHODS We did a longitudinal cohort study of the association of PM2·5 with diabetes. We built a cohort of US veterans with no previous history of diabetes from various databases. Participants were followed up for a median of 8·5 years, we and used survival models to examine the association between PM2·5 and the risk of diabetes. All models were adjusted for sociodemographic and health characteristics. We tested a positive outcome control (ie, risk of all-cause mortality), negative exposure control (ie, ambient air sodium concentrations), and a negative outcome control (ie, risk of lower limb fracture). Data for the models were reported as hazard ratios (HRs) and 95% CIs. Additionally, we reviewed studies of PM2·5 and the risk of diabetes, and used the estimates to build a non-linear integrated exposure response function to characterise the relationship across all concentrations of PM2·5 exposure. We included studies into the building of the integrated exposure response function if they scored at least a four on the Newcastle-Ottawa Quality Assessment Scale and were only included if the outcome was type 2 diabetes or all types of diabetes. Finally, we used the Global Burden of Disease study data and methodologies to estimate the attributable burden of disease (ABD) and disability-adjusted life-years (DALYs) of diabetes attributable to PM2·5 air pollution globally and in 194 countries and territories. FINDINGS We examined the relationship of PM2·5 and the risk of incident diabetes in a longitudinal cohort of 1 729 108 participants followed up for a median of 8·5 years (IQR 8·1-8·8). In adjusted models, a 10 μg/m3 increase in PM2·5 was associated with increased risk of diabetes (HR 1·15, 95% CI 1·08-1·22). PM2·5 was associated with increased risk of death as the positive outcome control (HR 1·08, 95% CI 1·03-1·13), but not with lower limb fracture as the negative outcome control (1·00, 0·91-1·09). An IQR increase (0·045 μg/m3) in ambient air sodium concentration as the negative exposure control exhibited no significant association with the risk of diabetes (HR 1·00, 95% CI 0·99-1·00). An integrated exposure response function showed that the risk of diabetes increased substantially above 2·4 μg/m3, and then exhibited a more moderate increase at concentrations above 10 μg/m3. Globally, ambient PM2·5 contributed to about 3·2 million (95% uncertainty interval [UI] 2·2-3·8) incident cases of diabetes, about 8·2 million (95% UI 5·8-11·0) DALYs caused by diabetes, and 206 105 (95% UI 153 408-259 119) deaths from diabetes attributable to PM2·5 exposure. The burden varied substantially among geographies and was more heavily skewed towards low-income and lower-to-middle-income countries. INTERPRETATION The global toll of diabetes attributable to PM2·5 air pollution is significant. Reduction in exposure will yield substantial health benefits. FUNDING US Department of Veterans Affairs.
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Affiliation(s)
- Benjamin Bowe
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, MO, USA; Department of Epidemiology and Biostatistics, Saint Louis University, Saint Louis, MO, USA
| | - Yan Xie
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, MO, USA
| | - Tingting Li
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, MO, USA; Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Yan Yan
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, MO, USA; Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, Saint Louis, MO, USA
| | - Hong Xian
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, MO, USA; Department of Epidemiology and Biostatistics, Saint Louis University, Saint Louis, MO, USA
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, MO, USA; Nephrology Section, Medicine Service, VA Saint Louis Health Care System, Saint Louis, Missouri, MO, USA; Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA; Institute for Public Health, Washington University in Saint Louis, Saint Louis, MO, USA.
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Xie Y, Bowe B, Li T, Xian H, Yan Y, Al-Aly Z. Higher blood urea nitrogen is associated with increased risk of incident diabetes mellitus. Kidney Int 2017; 93:741-752. [PMID: 29241622 DOI: 10.1016/j.kint.2017.08.033] [Citation(s) in RCA: 101] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2017] [Revised: 08/26/2017] [Accepted: 08/31/2017] [Indexed: 01/05/2023]
Abstract
Experimental evidence suggests that higher levels of urea may increase insulin resistance and suppress insulin secretion. However, whether higher levels of blood urea nitrogen (BUN) are associated with increased risk of incident diabetes mellitus in humans is not known. To study this, we built a national cohort of 1,337,452 United States Veterans without diabetes to characterize the association of BUN and risk of incident diabetes. Over a median follow-up of 4.93 years, there were 172,913 cases of incident diabetes. In joint risk models of estimated glomerular filtration rate (eGFR) and BUN. there was no association between eGFR and the risk of incident diabetes in those with a BUN of 25 mg/dl or less. However, the risk was significantly increased in those with a BUN over 25 mg/dl at all eGFR levels, even in those with an eGFR of 60 ml/min/1.73m2 or more (hazard ratio 1.27; confidence interval 1.24-1.31). The risk of incident diabetes was highest in those with BUN over 25 mg/dL and an eGFR under 15 ml/min/1.73m2 (1.68; 1.51-1.87). Spline analyses of the relationship between BUN and risk of incident diabetes showed that risk was progressively higher as BUN increased. In models where eGFR was included as a continuous covariate, compared to a BUN of 25 mg/dl or less, a BUN over 25 mg/dl was associated with increased risk of incident diabetes (1.23; 1.21-1.25). Every 10 ml/min/1.73m2 decrease in eGFR was not associated with risk of incident diabetes (1.00; 1.00-1.01). Two-stage residual inclusion analyses showed that, independent of the impact of eGFR, every 10 mg/dL increase in BUN concentration was associated with increased risk of incident diabetes (1.15; 1.14-1.16). Thus, higher levels of BUN are associated with increased risk of incident diabetes mellitus.
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Affiliation(s)
- Yan Xie
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA
| | - Benjamin Bowe
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA
| | - Tingting Li
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA; Department of Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Hong Xian
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA; Department of Epidemiology and Biostatistics, College for Public Health and Social Justice, Saint Louis University, St. Louis, Missouri, USA
| | - Yan Yan
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA; Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA; Department of Medicine, Washington University School of Medicine, St. Louis, Missouri, USA; Renal Section, Medicine Service, VA St. Louis Health Care System, St. Louis, Missouri, USA; Institute for Public Health, Washington University in St. Louis, St. Louis, Missouri, USA.
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Bowe B, Xie Y, Li T, Yan Y, Xian H, Al-Aly Z. Associations of ambient coarse particulate matter, nitrogen dioxide, and carbon monoxide with the risk of kidney disease: a cohort study. Lancet Planet Health 2017; 1:e267-e276. [PMID: 29851625 DOI: 10.1016/s2542-5196(17)30117-1] [Citation(s) in RCA: 124] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2017] [Revised: 09/02/2017] [Accepted: 09/11/2017] [Indexed: 05/24/2023]
Abstract
BACKGROUND Experimental evidence and preliminary clinical evidence suggest that environmental air pollution adversely effects kidney health. Previous work has examined the association between fine particulate matter and risk of kidney disease; however, the association between ambient coarse particulate matter (PM10; ≤10 μm in aerodynamic diameter), nitrogen dioxide (NO2), and carbon monoxide (CO) and risk of incident chronic kidney disease, chronic kidney disease progression, and end-stage renal disease is not clear. METHODS We merged multiple large databases, including those of the Environmental Protection Agency and the Department of Veterans Affairs, to build a cohort of US veterans, and used survival models to evaluate the association between PM10, NO2, and CO concentrations and risk of incident estimated glomerular filtration rate (eGFR) of less than 60 mL/min per 1·73 m2, incident chronic kidney disease, eGFR decline of 30% or more, and end-stage renal disease. We treated exposure as time-varying when it was updated annually and as cohort participants moved. FINDINGS Between Oct 1, 2003, and Sept 30, 2012, 2 010 398 cohort participants were followed up over a median of 8·52 years (IQR 8·05-8·80). An increased risk of eGFR of less than 60 mL/min per 1·73 m2 was associated with an IQR increase in concentrations of PM10 (hazard ratio 1·07, 95% CI 1·06-1·08), NO2 (1·09, 1·08-1·10), and CO (1·09, 1·08-1·10). An increased risk of incident chronic kidney disease was associated with an IQR increase in concentrations of PM10 (1·07, 1·05-1·08), NO2 (1·09, 1·08-1·11), and CO (1·10, 1·08-1·11). An increased risk of an eGFR decline of 30% or more was associated with an IQR increase in concentrations of PM10 (1·08, 1·07-1·09), NO2 (1·12, 1·10-1·13), and CO (1·09, 1·08-1·10). An increased risk of end-stage renal disease was associated with an IQR increase in concentrations of PM10 (1·09, 1·06-1·12), NO2 (1·09, 1·06-1·12), and CO (1·05, 1·02-1·08). Spline analyses suggested a monotonic increasing association between PM10, NO2, and CO concentrations and risk of kidney outcomes. INTERPRETATION Environmental exposure to higher concentrations of PM10, NO2, and CO is associated with increased risk of incident chronic kidney disease, eGFR decline, and end-stage renal disease. FUNDING US Department of Veterans Affairs.
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Affiliation(s)
- Benjamin Bowe
- Clinical Epidemiology Center, Research and Education Service, Veterans Affairs Saint Louis Health Care System, Saint Louis, MO, USA
| | - Yan Xie
- Clinical Epidemiology Center, Research and Education Service, Veterans Affairs Saint Louis Health Care System, Saint Louis, MO, USA
| | - Tingting Li
- Clinical Epidemiology Center, Research and Education Service, Veterans Affairs Saint Louis Health Care System, Saint Louis, MO, USA; Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Yan Yan
- Clinical Epidemiology Center, Research and Education Service, Veterans Affairs Saint Louis Health Care System, Saint Louis, MO, USA; Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, Saint Louis, MO, USA
| | - Hong Xian
- Clinical Epidemiology Center, Research and Education Service, Veterans Affairs Saint Louis Health Care System, Saint Louis, MO, USA; Department of Biostatistics, College for Public Health and Social Justice, Saint Louis University, Saint Louis, MO, USA
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Education Service, Veterans Affairs Saint Louis Health Care System, Saint Louis, MO, USA; Nephrology Section, Medicine Service, Veterans Affairs Saint Louis Health Care System, Saint Louis, MO, USA; Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA; Institute for Public Health, Washington University School of Medicine, Saint Louis, MO, USA.
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Bowe B, Xie Y, Li T, Yan Y, Xian H, Al-Aly Z. Particulate Matter Air Pollution and the Risk of Incident CKD and Progression to ESRD. J Am Soc Nephrol 2017; 29:218-230. [PMID: 28935655 DOI: 10.1681/asn.2017030253] [Citation(s) in RCA: 212] [Impact Index Per Article: 30.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2017] [Accepted: 06/17/2017] [Indexed: 12/25/2022] Open
Abstract
Elevated levels of fine particulate matter <2.5 µm in aerodynamic diameter (PM2.5) are associated with increased risk of cardiovascular outcomes and death, but their association with risk of CKD and ESRD is unknown. We linked the Environmental Protection Agency and the Department of Veterans Affairs databases to build an observational cohort of 2,482,737 United States veterans, and used survival models to evaluate the association of PM2.5 concentrations and risk of incident eGFR <60 ml/min per 1.73 m2, incident CKD, eGFR decline ≥30%, and ESRD over a median follow-up of 8.52 years. County-level exposure was defined at baseline as the annual average PM2.5 concentrations in 2004, and separately as time-varying where it was updated annually and as cohort participants moved. In analyses of baseline exposure (median, 11.8 [interquartile range, 10.1-13.7] µg/m3), a 10-µg/m3 increase in PM2.5 concentration was associated with increased risk of eGFR<60 ml/min per 1.73 m2 (hazard ratio [HR], 1.21; 95% confidence interval [95% CI], 1.14 to 1.29), CKD (HR, 1.27; 95% CI, 1.17 to 1.38), eGFR decline ≥30% (HR, 1.28; 95% CI, 1.18 to 1.39), and ESRD (HR, 1.26; 95% CI, 1.17 to 1.35). In time-varying analyses, a 10-µg/m3 increase in PM2.5 concentration was associated with similarly increased risk of eGFR<60 ml/min per 1.73 m2, CKD, eGFR decline ≥30%, and ESRD. Spline analyses showed a linear relationship between PM2.5 concentrations and risk of kidney outcomes. Exposure estimates derived from National Aeronautics and Space Administration satellite data yielded consistent results. Our findings demonstrate a significant association between exposure to PM2.5 and risk of incident CKD, eGFR decline, and ESRD.
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Affiliation(s)
- Benjamin Bowe
- Clinical Epidemiology Center, Research and Education Service and
| | - Yan Xie
- Clinical Epidemiology Center, Research and Education Service and
| | - Tingting Li
- Clinical Epidemiology Center, Research and Education Service and.,Department of Medicine
| | - Yan Yan
- Clinical Epidemiology Center, Research and Education Service and.,Division of Public Health Sciences, Department of Surgery, and
| | - Hong Xian
- Clinical Epidemiology Center, Research and Education Service and.,Department of Biostatistics, College for Public Health and Social Justice, Saint Louis University, Saint Louis, Missouri
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Education Service and .,Department of Medicine.,Nephrology Section, Medicine Service, Veterans Affairs Saint Louis Health Care System, Saint Louis, Missouri.,Institute for Public Health, Washington University School of Medicine, Saint Louis, Missouri; and
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Xie Y, Bowe B, Li T, Xian H, Yan Y, Al-Aly Z. Risk of death among users of Proton Pump Inhibitors: a longitudinal observational cohort study of United States veterans. BMJ Open 2017; 7:e015735. [PMID: 28676480 PMCID: PMC5642790 DOI: 10.1136/bmjopen-2016-015735] [Citation(s) in RCA: 167] [Impact Index Per Article: 23.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
OBJECTIVE Proton pump inhibitors (PPIs) are widely used, and their use is associated with increased risk of adverse events. However, whether PPI use is associated with excess risk of death is unknown. We aimed to examine the association between PPI use and risk of all-cause mortality. DESIGN Longitudinal observational cohort study. SETTING US Department of Veterans Affairs. PARTICIPANTS Primary cohort of new users of PPI or histamine H2 receptor antagonists (H2 blockers) (n=349 312); additional cohorts included PPI versus no PPI (n=3 288 092) and PPI versus no PPI and no H2 blockers (n=2 887 030). MAIN OUTCOME MEASURES Risk of death. RESULTS Over a median follow-up of 5.71 years (IQR 5.11-6.37), PPI use was associated with increased risk of death compared with H2 blockers use (HR 1.25, CI 1.23 to 1.28). Risk of death associated with PPI use was higher in analyses adjusted for high-dimensional propensity score (HR 1.16, CI 1.13 to 1.18), in two-stage residual inclusion estimation (HR 1.21, CI 1.16 to 1.26) and in 1:1 time-dependent propensity score-matched cohort (HR 1.34, CI 1.29 to 1.39). The risk of death was increased when considering PPI use versus no PPI (HR 1.15, CI 1.14 to 1.15), and PPI use versus no PPI and no H2 blockers (HR 1.23, CI 1.22 to 1.24). Risk of death associated with PPI use was increased among participants without gastrointestinal conditions: PPI versus H2 blockers (HR 1.24, CI 1.21 to 1.27), PPI use versus no PPI (HR 1.19, CI 1.18 to 1.20) and PPI use versus no PPI and no H2 blockers (HR 1.22, CI 1.21 to 1.23). Among new PPI users, there was a graded association between the duration of exposure and the risk of death. CONCLUSIONS The results suggest excess risk of death among PPI users; risk is also increased among those without gastrointestinal conditions and with prolonged duration of use. Limiting PPI use and duration to instances where it is medically indicated may be warranted.
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Affiliation(s)
- Yan Xie
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
| | - Benjamin Bowe
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
| | - Tingting Li
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri, USA
| | - Hong Xian
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Department of Biostatistics, College for Public Health and Social Justice, Saint Louis University, Saint Louis, Missouri, USA
| | - Yan Yan
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, Saint Louis, Missouri, USA
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri, USA
- Renal Section, Medicine Service, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Institute for Public Health, Washington University in Saint Louis, Saint Louis, Missouri, USA
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Bowe B, Xie Y, Xian H, Li T, Al-Aly Z. Association between Monocyte Count and Risk of Incident CKD and Progression to ESRD. Clin J Am Soc Nephrol 2017; 12:603-613. [PMID: 28348030 PMCID: PMC5383390 DOI: 10.2215/cjn.09710916] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2016] [Accepted: 01/18/2017] [Indexed: 12/26/2022]
Abstract
BACKGROUND AND OBJECTIVES Experimental evidence suggests a role for monocytes in the biology of kidney disease progression; however, whether monocyte count is associated with risk of incident CKD, CKD progression, and ESRD has not been examined in large epidemiologic studies. DESIGN, SETTINGS, PARTICIPANTS, & MEASUREMENTS We built a longitudinal observational cohort of 1,594,700 United States veterans with at least one eGFR during fiscal year 2004 (date of last eGFR during this period designated time zero) and no prior history of ESRD, dialysis, or kidney transplant. Cohort participants were followed until September 30, 2013 or death. Monocyte count closest to and before time zero was categorized in quartiles: quartile 1, >0.00 to ≤0.40 thousand cells per cubic millimeter (k/cmm); quartile 2, >0.40 to ≤0.55 k/cmm; quartile 3, >0.55 to ≤0.70 k/cmm; and quartile 4, >0.70 k/cmm. Survival models were built to examine the association between monocyte count and risk of incident eGFR<60 ml/min per 1.73 m2, risk of incident CKD, and risk of CKD progression defined as doubling of serum creatinine, eGFR decline ≥30%, or the composite outcome of ESRD, dialysis, or renal transplantation. RESULTS Over a median follow-up of 9.2 years (interquartile range, 8.3-9.4); in adjusted survival models, there was a graded association between monocyte counts and risk of renal outcomes. Compared with quartile 1, quartile 4 was associated with higher risk of incident eGFR<60 ml/min per 1.73 m2 (hazard ratio, 1.13; 95% confidence interval, 1.12 to 1.14) and risk of incident CKD (hazard ratio, 1.15; 95% confidence interval, 1.13 to 1.16). Quartile 4 was associated with higher risk of doubling of serum creatinine (hazard ratio, 1.22; 95% confidence interval, 1.20 to 1.24), ≥30% eGFR decline (hazard ratio, 1.18; 95% confidence interval, 1.17 to 1.19), and the composite renal end point (hazard ratio, 1.19; 95% confidence interval, 1.16 to 1.22). Cubic spline analyses of the relationship between monocyte count levels and renal outcomes showed a linear relationship, in which risk was higher with higher monocyte count. Results were robust to changes in sensitivity analyses. CONCLUSIONS Our results show a significant association between higher monocyte count and risks of incident CKD and CKD progression to ESRD.
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Affiliation(s)
- Benjamin Bowe
- Clinical Epidemiology Center, Research and Education Service and
| | - Yan Xie
- Clinical Epidemiology Center, Research and Education Service and
| | - Hong Xian
- Clinical Epidemiology Center, Research and Education Service and
- Department of Biostatistics, College for Public Health and Social Justice, St. Louis University, St. Louis, Missouri; and
| | - Tingting Li
- Clinical Epidemiology Center, Research and Education Service and
- Department of Medicine and
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Education Service and
- Division of Nephrology, Department of Medicine, US Department of Veterans Affairs St. Louis Health Care System, St. Louis, Missouri
- Department of Medicine and
- Institute for Public Health, Washington University School of Medicine, St. Louis, Missouri
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Xie Y, Bowe B, Li T, Xian H, Yan Y, Al-Aly Z. Long-term kidney outcomes among users of proton pump inhibitors without intervening acute kidney injury. Kidney Int 2017; 91:1482-1494. [PMID: 28237709 DOI: 10.1016/j.kint.2016.12.021] [Citation(s) in RCA: 119] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2016] [Revised: 12/15/2016] [Accepted: 12/22/2016] [Indexed: 12/13/2022]
Abstract
Proton pump inhibitor (PPI) use is associated with an increased risk of acute kidney injury (AKI), incident chronic kidney disease (CKD), and progression to end-stage renal disease (ESRD). PPI-associated CKD is presumed to be mediated by intervening AKI. However, whether PPI use is associated with an increased risk of chronic renal outcomes in the absence of intervening AKI is unknown. To evaluate this we used the Department of Veterans Affairs national databases to build a cohort of 144,032 incident users of acid suppression therapy that included 125,596 PPI and 18,436 Histamine H2 receptor antagonist (H2 blockers) consumers. Over 5 years of follow-up in survival models, cohort participants were censored at the time of AKI occurrence. Compared with incident users of H2 blockers, incident users of PPIs had an increased risk of an estimated glomerular filtration rate (eGFR) under 60 ml/min/1.73m2 (hazard ratio 1.19; 95% confidence interval 1.15-1.24), incident CKD (1.26; 1.20-1.33), eGFR decline over 30% (1.22; 1.16-1.28), and ESRD or eGFR decline over 50% (1.30; 1.15-1.48). Results were consistent in models that excluded participants with AKI either before chronic renal outcomes, during the time in the cohort, or before cohort entry. The proportion of PPI effect mediated by AKI was 44.7%, 45.47%, 46.00%, and 46.72% for incident eGFR under 60 ml/min/1.73m2, incident CKD, eGFR decline over 30%, and ESRD or over 50% decline in eGFR, respectively. Thus, PPI use is associated with increased risk of chronic renal outcomes in the absence of intervening AKI. Hence, reliance on antecedent AKI as warning sign to guard against the risk of CKD among PPI users is not sufficient as a sole mitigation strategy.
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Affiliation(s)
- Yan Xie
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA
| | - Benjamin Bowe
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA
| | - Tingting Li
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA; Department of Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Hong Xian
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA; Department of Biostatistics, College for Public Health and Social Justice, Saint Louis University, St. Louis, Missouri, USA
| | - Yan Yan
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA; Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA; Department of Medicine, Washington University School of Medicine, St. Louis, Missouri, USA; Nephrology Section, Medicine Service, VA Saint Louis Health Care System, St. Louis, Missouri, USA; Institute for Public Health, Washington University in St. Louis, St. Louis, Missouri, USA.
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Li T, Xie Y, Bowe B, Xian H, Al-Aly Z. Serum phosphorus levels and risk of incident dementia. PLoS One 2017; 12:e0171377. [PMID: 28152028 PMCID: PMC5289565 DOI: 10.1371/journal.pone.0171377] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2016] [Accepted: 01/17/2017] [Indexed: 01/13/2023] Open
Abstract
Higher serum phosphorous is associated with cerebral small vessel disease, an important driver of cognitive decline and dementia. Whether serum phosphorous, a potentially modifiable parameter, associates with risk of incident dementia is not known. We aimed to examine the association between serum phosphorous and risk of incident dementia and to determine if the association is modified by age. We used the United States Department of Veterans Affairs national databases to build a longitudinal observational cohort of US veterans without prior history of dementia and with at least one outpatient serum phosphorus between October 2008 and September 2010 and followed them until September 2014. Serum phosphorus was categorized into quintiles: ≤2.9, >2.9 to ≤3.2, >3.2 to ≤3.5, >3.5 to ≤3.9, >3.9 mg/dL. There were 744,235 participants in the overall cohort. Over a median follow-up of 5.07 years (Interquartile range [IQR]: 4.28, 5.63), adjusted Cox models show that compared to quintile 2, the risk of incident dementia was increased in quintile 4 (Hazard Ratio [HR] = 1.05; CI = 1.01–1.10) and quintile 5 (HR = 1.14; CI = 1.09–1.20). In cohort participants ≤60 years old, the risk of incident dementia was increased in quintile 4 (HR = 1.29; CI = 1.12–1.49) and 5 (HR = 1.45; CI = 1.26–1.68). In participants > 60 years old, the risk was not significant in quintile 4, and was attenuated in quintile 5 (HR = 1.10; CI = 1.05–1.16). Formal interaction analyses showed that the association between phosphorous and dementia was more pronounced in those younger than 60, and attenuated in those older than 60 (P for interaction was 0.004 and <0.0001 in quintiles 4 and 5; respectively). We conclude that higher serum phosphorous is associated with increased risk of incident dementia. This association is stronger in younger cohort participants. The identification of serum phosphorous as a risk factor for incident dementia has public health relevance and might inform the design and implementation of risk reduction strategies.
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Affiliation(s)
- Tingting Li
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, United States of America.,Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri, United States of America
| | - Yan Xie
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, United States of America
| | - Benjamin Bowe
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, United States of America
| | - Hong Xian
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, United States of America.,Department of Biostatistics, College for Public Health and Social Justice, Saint Louis University, Saint Louis, Missouri, United States of America
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, United States of America.,Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri, United States of America.,Department of Medicine, Division of Nephrology, VA Saint Louis Health Care System, Saint Louis, Missouri, United States of America
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Bowe B, Xie Y, Xian H, Balasubramanian S, Zayed MA, Al-Aly Z. High Density Lipoprotein Cholesterol and the Risk of All-Cause Mortality among U.S. Veterans. Clin J Am Soc Nephrol 2016; 11:1784-1793. [PMID: 27515591 PMCID: PMC5053782 DOI: 10.2215/cjn.00730116] [Citation(s) in RCA: 146] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2016] [Accepted: 06/08/2016] [Indexed: 12/29/2022]
Abstract
BACKGROUND AND OBJECTIVES The relationship between HDL cholesterol and all-cause mortality in patients with kidney disease is not clear. We sought to characterize the relationship of HDL cholesterol and risk of death and examine the association by eGFR levels. DESIGN, SETTING, PARTICIPANTS, & MEASUREMENTS We built a cohort of 1,764,986 men who were United States veterans with at least one eGFR between October of 2003 and September of 2004 and followed them until September of 2013 or death. RESULTS Patients with low HDL cholesterol and low eGFR had a higher burden of comorbid illnesses. Over a median of 9.1 years (interquartile range, 7.7-9.4 years), 26,247 (40.1%), 109,222 (32.3%), 152,625 (29.2%), 113,785 (28.5%), and 139,803 (31.8%) participants with HDL cholesterol ≤25, >25 to <34, ≥34 to ≤42, >42 to <50, and ≥50 mg/dl died. In adjusted survival models, compared with the referent group of patients with low HDL cholesterol (≤25 mg/dl), intermediate HDL cholesterol levels (>25 to <34, ≥34 to ≤42, and >42 to <50 mg/dl) were associated with lower risk of death across all levels of eGFR. The lower risk was partially abrogated in those with high HDL cholesterol (≥50 mg/dl), and the risk of death was similar to the referent category among those with eGFR<30 or ≥90 ml/min per 1.73 m2. Analysis by HDL cholesterol deciles and spline analyses suggest that the relationship between HDL cholesterol and death follows a U-shaped curve. There was a significant interaction between eGFR and HDL cholesterol in that lower eGFR attenuated the salutary association of HDL cholesterol and risk of death (P for interaction <0.01). Presence of coronary artery disease attenuated the lower risk of high HDL cholesterol and all-cause mortality in those with eGFR≥60 ml/min per 1.73 m2 (P for interaction <0.05). CONCLUSIONS Our results show a U-shaped relationship between HDL cholesterol and risk of all-cause mortality across all eGFR categories. The risk is modified by eGFR and cardiovascular disease.
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Affiliation(s)
- Benjamin Bowe
- Clinical Epidemiology Center, Research and Education Service
| | - Yan Xie
- Clinical Epidemiology Center, Research and Education Service
| | - Hong Xian
- Clinical Epidemiology Center, Research and Education Service
- Department of Biostatistics, College for Public Health and Social Justice, St. Louis University, St. Louis, Missouri; and
| | | | - Mohamed A. Zayed
- Clinical Epidemiology Center, Research and Education Service
- Section of Vascular Surgery, Surgery Service, and
- Division of Vascular and Endovascular Surgery, Department of Surgery and
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Education Service
- Division of Nephrology, Department of Medicine, Veterans Affairs St. Louis Health Care System, St. Louis, Missouri
- Department of Medicine, Washington University School of Medicine, St. Louis, Missouri
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Bowe B, Xie Y, Xian H, Lian M, Al-Aly Z. Geographic Variation and US County Characteristics Associated With Rapid Kidney Function Decline. Kidney Int Rep 2016; 2:5-17. [PMID: 29142937 PMCID: PMC5678675 DOI: 10.1016/j.ekir.2016.08.016] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2016] [Revised: 08/20/2016] [Accepted: 08/22/2016] [Indexed: 12/12/2022] Open
Abstract
Introduction Geographic variation in the prevalence of chronic kidney disease and incidence of end-stage renal disease has been previously reported. However, the geographic epidemiology of rapid estimated glomerular filtration rate (eGFR) decline has not been examined. Methods We built a longitudinal cohort of 2,107,570 US veterans to characterize the spatial epidemiology of and examine the associations between US county characteristics and rapid eGFR decline. Results There were 169,029 (8.02%) with rapid eGFR decline (defined as eGFR slope < –5 ml/min per 1.73 m2/year). The prevalence of rapid eGFR decline adjusted for age, race, gender, diabetes, and hypertension varied by county from 4.10%–6.72% in the lowest prevalence quintile to 8.41%–22.04% in the highest prevalence quintile (P for heterogeneity < 0.001). Examination of adjusted prevalence showed substantial geographic variation in those with and without diabetes and those with and without hypertension (P for heterogeneity < 0.001). Cohort participants had higher odds of rapid eGFR decline when living in counties with unfavorable characteristics in domains including health outcomes (odds ratio [OR] = 1.15; confidence interval [CI] = 1.09–1.22), health behaviors (OR = 1.08; CI = 1.03–1.13), clinical care (OR = 1.11; CI = 1.06–1.16), socioeconomic conditions (OR = 1.15; CI = 1.09–1.22), and physical environment (OR = 1.15; CI = 1.01–1.20); living in counties with high percentage of minorities and immigrants was associated with rapid eGFR decline (OR = 1.25; CI = 1.20–1.31). Spatial analyses suggest the presence of cluster of counties with high prevalence of rapid eGFR decline. Discussion Our findings show substantial geographic variation in rapid eGFR decline among US veterans; the variation persists in analyses stratified by diabetes and hypertension status; results show associations between US county characteristics in domains capturing health, socioeconomic, environmental, and diversity conditions, and rapid eGFR decline.
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Affiliation(s)
- Benjamin Bowe
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
| | - Yan Xie
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
| | - Hong Xian
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Department of Biostatistics, College for Public Health and Social Justice, Saint Louis University, Saint Louis, Missouri, USA
| | - Min Lian
- Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri, USA
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri, USA
- Department of Medicine, Division of Nephrology, VA Saint Louis Health Care System, Saint Louis, Missouri, USA
- Correspondence: Ziyad Al-Aly, Clinical Epidemiology Center, Research and Education Service, VA Saint Louis Health Care System, 915 North Grand Boulevard, 151-JC Saint Louis, Missouri 63106, USA.Clinical Epidemiology CenterResearch and Education ServiceVA Saint Louis Health Care System915 North Grand Boulevard, 151-JC Saint LouisMissouri 63106USA
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Xie Y, Bowe B, Li T, Xian H, Balasubramanian S, Al-Aly Z. Proton Pump Inhibitors and Risk of Incident CKD and Progression to ESRD. J Am Soc Nephrol 2016; 27:3153-3163. [PMID: 27080976 DOI: 10.1681/asn.2015121377] [Citation(s) in RCA: 224] [Impact Index Per Article: 28.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2015] [Accepted: 02/23/2016] [Indexed: 12/13/2022] Open
Abstract
The association between proton pump inhibitors (PPI) use and risk of acute interstitial nephritis has been described. However, whether exposure to PPI associates with incident CKD, CKD progression, or ESRD is not known. We used Department of Veterans Affairs national databases to build a primary cohort of new users of PPI (n=173,321) and new users of histamine H2-receptor antagonists (H2 blockers; n=20,270) and followed these patients over 5 years to ascertain renal outcomes. In adjusted Cox survival models, the PPI group, compared with the H2 blockers group, had an increased risk of incident eGFR<60 ml/min per 1.73 m2 and of incident CKD (hazard ratio [HR], 1.22; 95% confidence interval [95% CI], 1.18 to 1.26; and HR, 1.28; 95% CI, 1.23 to 1.34, respectively). Patients treated with PPI also had a significantly elevated risk of doubling of serum creatinine level (HR, 1.53; 95% CI, 1.42 to 1.65), of eGFR decline >30% (HR, 1.32; 95% CI, 1.28 to 1.37), and of ESRD (HR, 1.96; 95% CI, 1.21 to 3.18). Furthermore, we detected a graded association between duration of PPI exposure and risk of renal outcomes among those exposed to PPI for 31-90, 91-180, 181-360, and 361-720 days compared with those exposed for ≤30 days. Examination of risk of renal outcomes in 1:1 propensity score-matched cohorts of patients taking H2 blockers versus patients taking PPI and patients taking PPI versus controls yielded consistent results. Our results suggest that PPI exposure associates with increased risk of incident CKD, CKD progression, and ESRD.
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Affiliation(s)
- Yan Xie
- Clinical Epidemiology Center, Veterans Affairs Saint Louis Health Care System
| | - Benjamin Bowe
- Clinical Epidemiology Center, Veterans Affairs Saint Louis Health Care System
| | - Tingting Li
- Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri
| | - Hong Xian
- Clinical Epidemiology Center, Veterans Affairs Saint Louis Health Care System, Department of Biostatistics, College for Public Health and Social Justice, Saint Louis University
| | | | - Ziyad Al-Aly
- Clinical Epidemiology Center, Veterans Affairs Saint Louis Health Care System, Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri; Division of Nephrology, Department of Medicine, Veterans Affairs Saint Louis Health Care System, Saint Louis, Missouri
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