1
|
Shi R, Wang L, Burgess S, Cui Y. MR-SPLIT: A novel method to address selection and weak instrument bias in one-sample Mendelian randomization studies. PLoS Genet 2024; 20:e1011391. [PMID: 39241053 PMCID: PMC11410202 DOI: 10.1371/journal.pgen.1011391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2024] [Revised: 09/18/2024] [Accepted: 08/09/2024] [Indexed: 09/08/2024] Open
Abstract
Mendelian Randomization (MR) is a widely embraced approach to assess causality in epidemiological studies. Two-stage least squares (2SLS) method is a predominant technique in MR analysis. However, it can lead to biased estimates when instrumental variables (IVs) are weak. Moreover, the issue of the winner's curse could emerge when utilizing the same dataset for both IV selection and causal effect estimation, leading to biased estimates of causal effects and high false positives. Focusing on one-sample MR analysis, this paper introduces a novel method termed Mendelian Randomization with adaptive Sample-sPLitting with cross-fitting InstrumenTs (MR-SPLIT), designed to address bias issues due to IV selection and weak IVs, under the 2SLS IV regression framework. We show that the MR-SPLIT estimator is more efficient than its counterpart cross-fitting MR (CFMR) estimator. Additionally, we introduce a multiple sample-splitting technique to enhance the robustness of the method. We conduct extensive simulation studies to compare the performance of our method with its counterparts. The results underscored its superiority in bias reduction, effective type I error control, and increased power. We further demonstrate its utility through the application of a real-world dataset. Our study underscores the importance of addressing bias issues due to IV selection and weak IVs in one-sample MR analyses and provides a robust solution to the challenge.
Collapse
Affiliation(s)
- Ruxin Shi
- Department of Statistics and Probability, Michigan State University, East Lansing, Michigan, United States of America
| | - Ling Wang
- Department of Medicine, Michigan State University, East Lansing, Michigan, United States of America
| | - Stephen Burgess
- Biostatistics Unit, University of Cambridge, Cambridge, United Kingdom
| | - Yuehua Cui
- Department of Statistics and Probability, Michigan State University, East Lansing, Michigan, United States of America
| |
Collapse
|
2
|
Sesa-Ashton G, Nolde JM, Muente I, Carnagarin R, Lee R, Macefield VG, Dawood T, Sata Y, Lambert EA, Lambert GW, Walton A, Kiuchi MG, Esler MD, Schlaich MP. Catheter-Based Renal Denervation: 9-Year Follow-Up Data on Safety and Blood Pressure Reduction in Patients With Resistant Hypertension. Hypertension 2023; 80:811-819. [PMID: 36762561 DOI: 10.1161/hypertensionaha.122.20853] [Citation(s) in RCA: 21] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
Abstract
BACKGROUND Recent sham-controlled randomized clinical trials have confirmed the safety and efficacy of catheter-based renal denervation (RDN). Long-term safety and efficacy data beyond 3 years are scarce. Here, we report on outcomes after RDN in a cohort of patients with resistant hypertension with an average of ≈9-year follow-up (FU). METHODS We recruited patients with resistant hypertension who were previously enrolled in various RDN trials applying radiofrequency energy for blood pressure (BP) lowering. All participants had baseline assessments before RDN and repeat assessment at long-term FU including medical history, automated office and ambulatory BP measurement, and routine blood and urine tests. We analyzed changes between baseline and long-term FU. RESULTS A total of 66 participants (mean±SD, 70.0±10.3 years; 76.3% men) completed long-term FU investigations with a mean of 8.8±1.2 years post-procedure. Compared with baseline, ambulatory systolic BP was reduced by -12.1±21.6 (from 145.2 to 133.1) mm Hg (P<0.0001) and diastolic BP by -8.8±12.8 (from 81.2 to 72.7) mm Hg (P<0.0001). Mean heart rate remained unchanged. At long-term FU, participants were on one less antihypertensive medication compared with baseline (P=0.0052). Renal function assessed by estimated glomerular filtration rate fell within the expected age-associated rate of decline from 71.1 to 61.2 mL/min per 1.73 m2. Time above target was reduced significantly from 75.0±25.9% at baseline to 47.3±30.3% at long-term FU (P<0.0001). CONCLUSIONS RDN results in a significant and robust reduction in both office and ambulatory systolic and diastolic BP at ≈9-year FU after catheter-based RDN on less medication and without evidence of adverse consequences on renal function.
Collapse
Affiliation(s)
- Gianni Sesa-Ashton
- Human Neurotransmitter and Neurovascular Hypertension and Kidney Diseases Laboratories (G.S.-A., R.L., Y.S., M.D.E., M.P.S.), Baker Heart and Diabetes Institute, Melbourne, Australia.,Human Autonomic Neurophysiology Laboratory (G.S.-A., V.G.M., T.D.), Baker Heart and Diabetes Institute, Melbourne, Australia
| | - Janis M Nolde
- Dobney Hypertension Centre, Medical School-Royal Perth Hospital Unit and RPH Research Foundation, The University of Western Australia (J.M.N., I.M., R.C., M.G.K., M.P.S.)
| | - Ida Muente
- Dobney Hypertension Centre, Medical School-Royal Perth Hospital Unit and RPH Research Foundation, The University of Western Australia (J.M.N., I.M., R.C., M.G.K., M.P.S.)
| | - Revathy Carnagarin
- Dobney Hypertension Centre, Medical School-Royal Perth Hospital Unit and RPH Research Foundation, The University of Western Australia (J.M.N., I.M., R.C., M.G.K., M.P.S.)
| | - Rebecca Lee
- Human Neurotransmitter and Neurovascular Hypertension and Kidney Diseases Laboratories (G.S.-A., R.L., Y.S., M.D.E., M.P.S.), Baker Heart and Diabetes Institute, Melbourne, Australia
| | - Vaughan G Macefield
- Human Autonomic Neurophysiology Laboratory (G.S.-A., V.G.M., T.D.), Baker Heart and Diabetes Institute, Melbourne, Australia
| | - Tye Dawood
- Human Autonomic Neurophysiology Laboratory (G.S.-A., V.G.M., T.D.), Baker Heart and Diabetes Institute, Melbourne, Australia
| | - Yusuke Sata
- Human Neurotransmitter and Neurovascular Hypertension and Kidney Diseases Laboratories (G.S.-A., R.L., Y.S., M.D.E., M.P.S.), Baker Heart and Diabetes Institute, Melbourne, Australia.,Department of Cardiology, Alfred Health, Melbourne, Victoria, Australia (Y.S., A.W., M.D.E.)
| | - Elisabeth A Lambert
- Iverson Health Innovation Research Institute, Swinburne University of Technology, Melbourne, Australia (E.A.L., G.W.L.)
| | - Gavin W Lambert
- Iverson Health Innovation Research Institute, Swinburne University of Technology, Melbourne, Australia (E.A.L., G.W.L.)
| | - Antony Walton
- Department of Cardiology, Alfred Health, Melbourne, Victoria, Australia (Y.S., A.W., M.D.E.)
| | - Marcio G Kiuchi
- Dobney Hypertension Centre, Medical School-Royal Perth Hospital Unit and RPH Research Foundation, The University of Western Australia (J.M.N., I.M., R.C., M.G.K., M.P.S.)
| | - Murray D Esler
- Human Neurotransmitter and Neurovascular Hypertension and Kidney Diseases Laboratories (G.S.-A., R.L., Y.S., M.D.E., M.P.S.), Baker Heart and Diabetes Institute, Melbourne, Australia.,Department of Cardiology, Alfred Health, Melbourne, Victoria, Australia (Y.S., A.W., M.D.E.)
| | - Markus P Schlaich
- Human Neurotransmitter and Neurovascular Hypertension and Kidney Diseases Laboratories (G.S.-A., R.L., Y.S., M.D.E., M.P.S.), Baker Heart and Diabetes Institute, Melbourne, Australia.,Dobney Hypertension Centre, Medical School-Royal Perth Hospital Unit and RPH Research Foundation, The University of Western Australia (J.M.N., I.M., R.C., M.G.K., M.P.S.).,Departments of Cardiology (M.P.S.), Royal Perth Hospital, Western Australia.,Nephrology (M.P.S.), Royal Perth Hospital, Western Australia
| |
Collapse
|
3
|
Song SH, Kim YJ, Choi HS, Kim CS, Bae EH, Ahn C, Oh KH, Park SK, Lee KB, Sung S, Han SH, Ma SK, Kim SW. Persistent Resistant Hypertension Has Worse Renal Outcomes in Chronic Kidney Disease than that Resolved in Two Years: Results from the KNOW-CKD Study. J Clin Med 2021; 10:jcm10173998. [PMID: 34501446 PMCID: PMC8432533 DOI: 10.3390/jcm10173998] [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] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Revised: 08/31/2021] [Accepted: 08/31/2021] [Indexed: 01/03/2023] Open
Abstract
Apparent treatment-resistant hypertension (ATRH) is closely related to chronic kidney disease (CKD); however, the long-term outcomes and the effects of improvement in ATRH in patients with CKD are not well understood. We evaluated the relationship between the persistence of ATRH and the progression of CKD. This cohort study enrolled 1921 patients with CKD. ATRH was defined as blood pressure above 140/90 mmHg and intake of three different types of antihypertensive agents, including diuretics, or intake of four or more different types of antihypertensive agents, regardless of blood pressure. We defined ATRH subgroups according to the ATRH status at the index year and two years later. The prevalence of ATRH at baseline was 14.0%. The presence of ATRH at both time points was an independent risk factor for end-point renal outcome (HR, 1.41; 95% CI, 1.04–1.92; p = 0.027). On the other hand, the presence of ATRH at any one of the time points was not statistically significant. In conclusion, persistent ATRH is more important for the prognosis of renal disease than the initial ATRH status. Continuous follow-up and appropriate treatment are important to improve the renal outcomes.
Collapse
Affiliation(s)
- Su-Hyun Song
- Department of Internal Medicine, Chonnam National University Medical School, Gwangju 61469, Korea; (S.-H.S.); (Y.-J.K.); (H.-S.C.); (C.-S.K.); (E.-H.B.)
- Chonnam National Universitiy Hospital, Gwangju 61469, Korea
| | - Young-Jin Kim
- Department of Internal Medicine, Chonnam National University Medical School, Gwangju 61469, Korea; (S.-H.S.); (Y.-J.K.); (H.-S.C.); (C.-S.K.); (E.-H.B.)
- Chonnam National Universitiy Hospital, Gwangju 61469, Korea
| | - Hong-Sang Choi
- Department of Internal Medicine, Chonnam National University Medical School, Gwangju 61469, Korea; (S.-H.S.); (Y.-J.K.); (H.-S.C.); (C.-S.K.); (E.-H.B.)
- Chonnam National Universitiy Hospital, Gwangju 61469, Korea
| | - Chang-Seong Kim
- Department of Internal Medicine, Chonnam National University Medical School, Gwangju 61469, Korea; (S.-H.S.); (Y.-J.K.); (H.-S.C.); (C.-S.K.); (E.-H.B.)
- Chonnam National Universitiy Hospital, Gwangju 61469, Korea
| | - Eun-Hui Bae
- Department of Internal Medicine, Chonnam National University Medical School, Gwangju 61469, Korea; (S.-H.S.); (Y.-J.K.); (H.-S.C.); (C.-S.K.); (E.-H.B.)
- Chonnam National Universitiy Hospital, Gwangju 61469, Korea
| | - Curie Ahn
- Department of Internal Medicine, Seoul National University Hospital, Seoul 03080, Korea; (C.A.); (K.-H.O.)
| | - Kook-Hwan Oh
- Department of Internal Medicine, Seoul National University Hospital, Seoul 03080, Korea; (C.A.); (K.-H.O.)
| | - Sue-Kyung Park
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul 03080, Korea;
| | - Kyu-Beck Lee
- Department of Internal Medicine, Kangbuk Samsung Hospital, Seoul 03181, Korea;
| | - Suah Sung
- Department of Internal Medicine, Nowon Eulji Medical Center, Eulji University, Seoul 01830, Korea;
| | - Seung-Hyeok Han
- Department of Internal Medicine, College of medicine, Institute of Kidney Disease Research, Yonsei University, Seoul 03722, Korea;
| | - Seong-Kwon Ma
- Department of Internal Medicine, Chonnam National University Medical School, Gwangju 61469, Korea; (S.-H.S.); (Y.-J.K.); (H.-S.C.); (C.-S.K.); (E.-H.B.)
- Chonnam National Universitiy Hospital, Gwangju 61469, Korea
- Correspondence: (S.-K.M.); (S.-W.K.); Tel.: +82-62-220-6271 (S.-W.K.); +82-62-220-6579 (S.-K.M.); Fax: +82-62-225-8578 (S.-W.K. & S.-K.M.)
| | - Soo-Wan Kim
- Department of Internal Medicine, Chonnam National University Medical School, Gwangju 61469, Korea; (S.-H.S.); (Y.-J.K.); (H.-S.C.); (C.-S.K.); (E.-H.B.)
- Chonnam National Universitiy Hospital, Gwangju 61469, Korea
- Correspondence: (S.-K.M.); (S.-W.K.); Tel.: +82-62-220-6271 (S.-W.K.); +82-62-220-6579 (S.-K.M.); Fax: +82-62-225-8578 (S.-W.K. & S.-K.M.)
| |
Collapse
|
4
|
Schmitt EE, Johnson EC, Yusifova M, Bruns DR. The renal molecular clock: broken by aging and restored by exercise. Am J Physiol Renal Physiol 2019; 317:F1087-F1093. [PMID: 31461350 DOI: 10.1152/ajprenal.00301.2019] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
The mammalian circadian clock governs physiological, endocrine, and metabolic responses coordinated in a 24-h rhythmic pattern by the suprachiasmatic nucleus (SCN) of the anterior hypothalamus. The SCN also dictates circadian rhythms in peripheral tissues like the kidney. The kidney has several important physiological functions, including removing waste and filtering the blood and regulating fluid volume, blood osmolarity, blood pressure, and Ca2+ metabolism, all of which are under tight control of the molecular/circadian clock. Normal aging has a profound influence on renal function, central and peripheral circadian rhythms, and the sleep-wake cycle. Disrupted circadian rhythms in the kidney as a result of increased age likely contribute to adverse health outcomes such as nocturia, hypertension, and increased risk for stroke, cardiovascular disease, and end organ failure. Regular physical activity improves circadian misalignment in both young and old mammals, although the precise mechanisms for this protection remain poorly described. Recent advances in the heart and skeletal muscle literature suggest that regular endurance exercise entrains peripheral clocks, and we propose that similar beneficial adaptations occur in the kidney through regulation of renal blood flow and fluid balance.
Collapse
Affiliation(s)
- Emily E Schmitt
- Division of Kinesiology and Health, University of Wyoming, Laramie, Wyoming
| | - Evan C Johnson
- Division of Kinesiology and Health, University of Wyoming, Laramie, Wyoming
| | - Musharraf Yusifova
- Division of Kinesiology and Health, University of Wyoming, Laramie, Wyoming
| | - Danielle R Bruns
- Division of Kinesiology and Health, University of Wyoming, Laramie, Wyoming
| |
Collapse
|
5
|
Verdalles U, Goicoechea M, García de Vinuesa S, Torres E, Hernández A, Verde E, Pérez de José A, Luño J. Chronic kidney disease progression in patients with resistant hypertension subject to 2 therapeutic strategies: Intensification with loop diuretics vs aldosterone antagonists. Nefrologia 2019; 40:65-73. [PMID: 31451203 DOI: 10.1016/j.nefro.2019.04.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2017] [Revised: 04/14/2018] [Accepted: 04/29/2019] [Indexed: 10/26/2022] Open
Abstract
INTRODUCTION Actualy, there are few data about glomerular filtration rate (eGFR) drop in patients with resistant hypertension and how diferent therapies can modify chronic kidney disease progression (CKD). OBJECTIVE To evaluate CKD progression in patients with resistant hypertension undergoing 2diferent therapies: treatment with spironolactone or furosemide. METHODS We included 30 patients (21M, 9W) with a mean age of 66.3±9.1 years, eGFR 55.8±16.5ml/min/1.73 m2, SBP 162.8±8.2 and DBP 90.2±6.2mmHg: 15 patients received spironolactone and 15 furosemide and we followed up them a median of 32 months (28-41). RESULTS The mean annual eGFR decrease was -2.8±5.4ml/min/1.73 m2. In spironolactone group was -2.1±4.8ml/min/1.73 m2 and in furosemide group was -3.2±5.6ml/min/1.73 m2, P<0.01. In patients received spironolactone, SBP decreased 23±9mmHg and in furosemide group decreased 16±3mmHg, P<.01. DBP decreased 10±8mmHg and 6±2mmHg, respectively (P<.01). Treatment with spironolactone reduced albuminuria from a serum albumin/creatine ratio of 210 (121-385) mg/g to 65 (45-120) mg/g at the end of follow-up, P<.01. There were no significant changes in the albumin/creatinine ratio in the furosemide group. The slower drop in kidney function was associated with lower SBP (P=.04), higher GFR (P=.01), lower albuminuria (P=.01), not diabetes mellitus (P=.01) and treatment with spironolactone (P=.02). Treatment with spironolactone (OR 2.13, IC 1.89-2.29) and lower albuminuria (OR 0.98, CI 0.97-0.99) maintain their independent predictive power in a multivariate model. CONCLUSION Treatment with spironolactone is more effective reducing BP and albuminuria in patients with resistant hypertension compared with furosemide and it is associated with a slower progression of CKD in the long term follow up.
Collapse
Affiliation(s)
- U Verdalles
- Departamento Nefrología, Hospital General Universitario Gregorio Marañón, Madrid, España.
| | - M Goicoechea
- Departamento Nefrología, Hospital General Universitario Gregorio Marañón, Madrid, España
| | - S García de Vinuesa
- Departamento Nefrología, Hospital General Universitario Gregorio Marañón, Madrid, España
| | - E Torres
- Departamento Nefrología, Hospital General Universitario Gregorio Marañón, Madrid, España
| | - A Hernández
- Departamento Nefrología, Hospital General Universitario Gregorio Marañón, Madrid, España
| | - E Verde
- Departamento Nefrología, Hospital General Universitario Gregorio Marañón, Madrid, España
| | - A Pérez de José
- Departamento Nefrología, Hospital General Universitario Gregorio Marañón, Madrid, España
| | - J Luño
- Departamento Nefrología, Hospital General Universitario Gregorio Marañón, Madrid, España
| |
Collapse
|
6
|
Kaboré J, Metzger M, Helmer C, Berr C, Tzourio C, Drueke TB, Massy ZA, Stengel B. Hypertension Control, Apparent Treatment Resistance, and Outcomes in the Elderly Population With Chronic Kidney Disease. Kidney Int Rep 2017; 2:180-191. [PMID: 29142956 PMCID: PMC5678838 DOI: 10.1016/j.ekir.2016.10.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2016] [Revised: 10/15/2016] [Accepted: 10/25/2016] [Indexed: 01/10/2023] Open
Abstract
INTRODUCTION Chronic kidney disease (CKD) is often associated with poor hypertension control and treatment resistance, but whether CKD modifies the effect of hypertension control on outcomes is unknown. METHODS We studied 10-year mortality and cardiovascular events according to hypertension control status and CKD (glomerular filtration rate <60 ml/min/1.73m2) in 4262 community-dwelling individuals (40% men) more than 65 years of age. RESULTS At baseline, 19% had CKD, and 31.2% had controlled hypertension on ≤3 antihypertensive drugs, 62.3% uncontrolled hypertension ≥140/90 mm Hg on ≤2 drugs, and 6.5% apparent treatment-resistant hypertension (aTRH) ≥140/90 mm Hg with ≥3 drugs or use of ≥4 drugs regardless of level. There were 1115 deaths (305 total cardiovascular deaths) and 274 incident nonfatal or fatal strokes or coronary events. Compared to the reference group (controlled hypertension and no CKD), participants without CKD and with uncontrolled hypertension or aTRH had adjusted hazard ratios for all-cause mortality of 0.86 (0.74-1.01) and 1.09 (0.82-1.46), and those with CKD and controlled or uncontrolled hypertension, or aTRH, of 1.33 (1.06-1.68), 1.14 (0.93-1.39), and 1.34 (0.98-1.85), respectively. Participants with aTRH and CKD had a risk of coronary death more than 3 times higher than that of the reference group; participants with aTHR, with or without CKD, had a risk of stroke more than twice as high, and those with CKD but controlled hypertension a 2 times higher risk for cardiovascular deaths from other causes. DISCUSSION CKD does not appear to amplify the risk of stroke and coronary events associated with aTRH in this older population. The reasons for excess cardiovascular mortality from other causes associated with controlled hypertension require further study.
Collapse
Affiliation(s)
- Jean Kaboré
- CESP, Inserm UMR1018 Team 5, University of Paris-Sud, UVSQ, University Paris-Saclay, Villejuif, France
| | - Marie Metzger
- CESP, Inserm UMR1018 Team 5, University of Paris-Sud, UVSQ, University Paris-Saclay, Villejuif, France
| | - Catherine Helmer
- Inserm, UMR1219 Population Health, Bordeaux, France
- University of Bordeaux, UMR1219, Bordeaux, France
- Clinical Investigation Center—Clinical Epidemiology 1401, Bordeaux, France
| | - Claudine Berr
- Inserm U1061, Montpellier, France
- University Montpellier I, Montpellier, France
| | - Christophe Tzourio
- Inserm, UMR1219 Population Health, Bordeaux, France
- University of Bordeaux, UMR1219, Bordeaux, France
| | - Tilman B. Drueke
- CESP, Inserm UMR1018 Team 5, University of Paris-Sud, UVSQ, University Paris-Saclay, Villejuif, France
| | - Ziad A. Massy
- CESP, Inserm UMR1018 Team 5, University of Paris-Sud, UVSQ, University Paris-Saclay, Villejuif, France
- Division of Nephrology, Ambroise Paré University Hospital, APHP, Boulogne-Billancourt, France
| | - Bénédicte Stengel
- CESP, Inserm UMR1018 Team 5, University of Paris-Sud, UVSQ, University Paris-Saclay, Villejuif, France
| |
Collapse
|