11
|
Weir-McCall JR, Brown L, Summersgill J, Talarczyk P, Bonnici-Mallia M, Chin SC, Khan F, Struthers AD, Sullivan F, Colhoun HM, Shore AC, Aizawa K, Groop L, Nilsson J, Cockcroft JR, McEniery CM, Wilkinson IB, Ben-Shlomo Y, Houston JG. Development and Validation of a Path Length Calculation for Carotid-Femoral Pulse Wave Velocity Measurement: A TASCFORCE, SUMMIT, and Caerphilly Collaborative Venture. Hypertension 2018; 71:937-945. [PMID: 29555666 PMCID: PMC5902134 DOI: 10.1161/hypertensionaha.117.10620] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2017] [Revised: 12/28/2017] [Accepted: 01/30/2018] [Indexed: 11/19/2022]
Abstract
Supplemental Digital Content is available in the text. Current distance measurement techniques for pulse wave velocity (PWV) calculation are susceptible to intercenter variability. The aim of this study was to derive and validate a formula for this distance measurement. Based on carotid femoral distance in 1183 whole-body magnetic resonance angiograms, a formula was derived for calculating distance. This was compared with distance measurements in 128 whole-body magnetic resonance angiograms from a second study. The effects of recalculation of PWV using the new formula on association with risk factors, disease discrimination, and prediction of major adverse cardiovascular events were examined within 1242 participants from the multicenter SUMMIT study (Surrogate Markers of Micro- and Macrovascular Hard End-Points for Innovative Diabetes Tools) and 825 participants from the Caerphilly Prospective Study. The distance formula yielded a mean error of 7.8 mm (limits of agreement =−41.1 to 56.7 mm; P<0.001) compared with the second whole-body magnetic resonance angiogram group. Compared with an external distance measurement, the distance formula did not change associations between PWV and age, blood pressure, or creatinine (P<0.01) but did remove significant associations between PWV and body mass index (BMI). After accounting for differences in age, sex, and mean arterial pressure, intercenter differences in PWV persisted using the external distance measurement (F=4.6; P=0.004), whereas there was a loss of between center difference using the distance formula (F=1.4; P=0.24). PWV odds ratios for cardiovascular mortality remained the same using both the external distance measurement (1.14; 95% confidence interval, 1.06–1.24; P=0.001) and the distance formula (1.17; 95% confidence interval, 1.08–1.28; P<0.001). A population-derived automatic distance calculation for PWV obtained from routinely collected clinical information is accurate and removes intercenter measurement variability without impacting the diagnostic utility of carotid–femoral PWV.
Collapse
Affiliation(s)
- Jonathan R Weir-McCall
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Liam Brown
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Jennifer Summersgill
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Piotr Talarczyk
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Michael Bonnici-Mallia
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Sook C Chin
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Faisel Khan
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Allan D Struthers
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Frank Sullivan
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Helen M Colhoun
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Angela C Shore
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Kunihiko Aizawa
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Leif Groop
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Jan Nilsson
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - John R Cockcroft
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Carmel M McEniery
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Ian B Wilkinson
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - Yoav Ben-Shlomo
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.)
| | - J Graeme Houston
- From the Division of Molecular and Clinical Medicine, College of Medicine, University of Dundee, United Kingdom (J.R.W.-M., L.B., J.S., F.K., A.D.S., J.G.H.); NHS Tayside Clinical Radiology, Ninewells Hospital, Dundee, United Kingdom (P.T., M.B.-M., S.C.C.); Department of Research and Innovation, North York General Hospital, University of Toronto, Canada (F.S.); Centre for Genomic and Experimental Medicine, The University of Edinburgh, Western General Hospital, United Kingdom (H.M.C.); NIHR Exeter Clinical Research Facility, Royal Devon and Exeter Hospital and University of Exeter Medical School, United Kingdom (A.C.S., K.A.); Lund University Diabetes Centre, Lund University, Malmö, Sweden (L.G.); Department of Clinical Sciences Malmö, Lund University, Sweden (J.N.); Department of Cardiology, Wales Heart Research Institute, Cardiff, United Kingdom (J.R.C.); Division of Experimental Medicine & Immunotherapeutics, University of Cambridge, United Kingdom (C.M.M., I.B.W.); and Population Health Sciences, University of Bristol, United Kingdom (Y.B.-S.).
| |
Collapse
|