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Robert C, Ling LH, Tan ES, Venketasubramanian N, Lim SL, Gong L, Berboso JL, Richards AM, Chen C, Hilal S. The relative associations of aortic and carotid artery stiffness with CeVD and cognition. J Cereb Blood Flow Metab 2024:271678X241281137. [PMID: 39253823 DOI: 10.1177/0271678x241281137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/11/2024]
Abstract
We examined the relative associations of aortic and carotid artery stiffness with cerebrovascular disease (CeVD), cognition, and dementia subtypes in a memory clinic cohort of 272 participants (mean age = 75.4, SD = 6.8). We hypothesized that carotid artery stiffness would have greater effects on outcomes, given its proximate relationship to the brain. Aortic and carotid artery stiffness were assessed with applanation tonometry and carotid ultrasonography, respectively. CeVD markers included white matter hyperintensities (WMH), lacunes, cerebral microbleeds, cortical infarcts, and intracranial stenosis. Cognition was assessed by the Mini Mental State Examination (MMSE), Montreal Cognitive Assessment (MoCA), and a neuropsychological battery. Multivariable linear regression was conducted to determine associations of arterial stiffness with WMH and cognition, while logistic regression analysed associations with CeVD markers and dementia subtypes. Carotid artery stiffness z-score was associated with WMH, cortical infarcts, vascular cognitive impairment, and MMSE, independent of age, sex, education, vascular risk factors, and aortic stiffness z-score. Although aortic stiffness z-score was independently associated with cortical infarcts, this became non-significant after further adjusting for carotid artery stiffness z-score. We found that carotid artery stiffness had greater effects on CeVD, cognitive function and impairment in memory clinic patients compared to aortic stiffness.
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Affiliation(s)
- Caroline Robert
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Memory Aging and Cognition Centre, National University Health System, Singapore
| | - Lieng-Hsi Ling
- Department of Cardiology, National University Heart Centre, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Eugene Sj Tan
- Department of Cardiology, National University Heart Centre, Singapore
| | | | - Shir Lynn Lim
- Department of Cardiology, National University Heart Centre, Singapore
| | - Lingli Gong
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Josephine Lunaria Berboso
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Arthur Mark Richards
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Cardiovascular Research Institute, National University Health System, Singapore
- Christchurch Heart Institute, University of Otago, Dunedin, New Zealand
| | - Christopher Chen
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Memory Aging and Cognition Centre, National University Health System, Singapore
| | - Saima Hilal
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Memory Aging and Cognition Centre, National University Health System, Singapore
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore
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Gonçalves R, Gaillard R, Cecil C, Defina S, Steegers EAP, Jaddoe VWV. Arterial Health Markers in Relation to Behavior and Cognitive Outcomes at School Age. J Am Heart Assoc 2024; 13:e029771. [PMID: 38420836 PMCID: PMC10944063 DOI: 10.1161/jaha.123.029771] [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: 02/08/2023] [Accepted: 01/17/2024] [Indexed: 03/02/2024]
Abstract
BACKGROUND Impaired arterial health is associated with a decline in cognitive function and psychopathology in adults. We hypothesized that these associations originate in early life. We examined the associations of blood pressure, common carotid artery intima media thickness, and carotid distensibility with behavior and cognitive outcomes during adolescence. METHODS AND RESULTS This study was embedded in the Dutch Generation R Study, a population-based prospective cohort study from early fetal life onwards. Blood pressure, carotid intima media thickness, and carotid distensibility were measured at the age of 10 years. At the age of 13 years, total, internalizing and externalizing problems and attention-deficit hyperactivity disorder symptoms were measured using the parent-reported Child Behavior Checklist (CBCL/6-18), autistic traits were assessed by the Social Responsiveness Scale, and IQ was assessed using the Wechsler Intelligence Scale for Children-Fifth Edition. A 1-SD score higher mean arterial pressure was associated with lower odds of internalizing problems (odds ratio [OR], 0.92 [95% CI, 0.85-0.99]). However, this association was nonsignificant after correction for multiple testing. Carotid intima media thickness and carotid distensibility were not associated with behavior and cognitive outcomes at 13 years old. CONCLUSIONS From our results, we cannot conclude that the associations of blood pressure, carotid intima media thickness, and carotid distensibility at age 10 years with behavior and cognitive outcomes are present in early adolescence. Further follow-up studies are needed to identify the critical ages for arterial health in relation to behavior and cognitive outcomes at older ages.
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Affiliation(s)
- Romy Gonçalves
- The Generation R Study GroupErasmus University Medical CenterRotterdamThe Netherlands
- Department of Pediatrics, Sophia’s Children’s HospitalErasmus University Medical CenterRotterdamThe Netherlands
| | - Romy Gaillard
- The Generation R Study GroupErasmus University Medical CenterRotterdamThe Netherlands
- Department of Pediatrics, Sophia’s Children’s HospitalErasmus University Medical CenterRotterdamThe Netherlands
| | - Charlotte Cecil
- The Generation R Study GroupErasmus University Medical CenterRotterdamThe Netherlands
- Department of Child and Adolescent Psychiatry/PsychologyErasmus University Medical CenterRotterdamThe Netherlands
| | - Serena Defina
- The Generation R Study GroupErasmus University Medical CenterRotterdamThe Netherlands
- Department of Child and Adolescent Psychiatry/PsychologyErasmus University Medical CenterRotterdamThe Netherlands
| | - Eric. A. P. Steegers
- Department of Obstetrics and Gynecology, Sophia’s Children’s HospitalErasmus University Medical CenterRotterdamThe Netherlands
| | - Vincent W. V. Jaddoe
- The Generation R Study GroupErasmus University Medical CenterRotterdamThe Netherlands
- Department of Pediatrics, Sophia’s Children’s HospitalErasmus University Medical CenterRotterdamThe Netherlands
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Defina S, Silva CCV, Cecil CAM, Tiemeier H, Felix JF, Mutzel RL, Jaddoe VWV. Associations of Arterial Thickness, Stiffness, and Blood Pressure With Brain Morphology in Early Adolescence: A Prospective Population-Based Study. Hypertension 2024; 81:162-171. [PMID: 37942629 DOI: 10.1161/hypertensionaha.123.21672] [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: 06/17/2023] [Accepted: 10/26/2023] [Indexed: 11/10/2023]
Abstract
BACKGROUND Arterial wall thickness and stiffness, and high blood pressure have been repeatedly associated with poorer brain health. However, previous studies largely focused on mid- or late-life stages. It is unknown whether any arterial health-related brain changes may be observable already in adolescence. METHODS We examined whether (1) carotid intima-media thickness, (2) carotid distensibility, and (3) systolic blood pressure and diastolic blood pressure, measured at the age of 10 years, were associated with brain volumes and white matter microstructure (ie, fractional anisotropy and mean diffusivity) at the age of 14 years. In addition to cross-sectional analyses, we explored associations with longitudinal change in each brain outcome from 10 to 14 years. Analyses were based on 5341 children from the Generation R Study. RESULTS Higher diastolic blood pressure was associated with lower total brain volume (β, -0.04 [95% CI, -0.07 to -0.01]) and gray matter volume (β, -0.04 [95% CI, -0.07 to -0.01]) at the age of 14 years, with stronger associations in higher diastolic blood pressure ranges. Similar associations emerged between systolic blood pressure and brain volumes, but these were no longer significant after adjusting for birth weight. No associations were observed between blood pressure and white matter microstructure or between carotid intima-media thickness or distensibility and brain morphology. CONCLUSIONS Arterial blood pressure, but not intima-media thickness and distensibility, is associated with structural neuroimaging markers in early adolescence. Volumetric measures may be more sensitive to these early arterial health differences compared with microstructural properties of the white matter, but further studies are needed to confirm these results and assess potential causal mechanisms.
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Affiliation(s)
- Serena Defina
- Generation R Study Group (S.D., C.C.V.S., J.F.F., V.W.V.J.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Child and Adolescent Psychiatry (S.D., C.A.M.C., R.L.M.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Carolina C V Silva
- Generation R Study Group (S.D., C.C.V.S., J.F.F., V.W.V.J.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Paediatrics (C.C.V.S., J.F.F., V.W.V.J.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Charlotte A M Cecil
- Department of Child and Adolescent Psychiatry (S.D., C.A.M.C., R.L.M.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Epidemiology (C.A.M.C., H.T.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Molecular Epidemiology, Department of Biomedical Data Sciences, Leiden University Medical Center, Leiden, The Netherlands (C.A.M.C.)
| | - Henning Tiemeier
- Department of Epidemiology (C.A.M.C., H.T.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Social and Behavioral Sciences, T.H. Chan School of Public Health, Harvard University, Boston, MA (H.T.)
| | - Janine F Felix
- Generation R Study Group (S.D., C.C.V.S., J.F.F., V.W.V.J.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Paediatrics (C.C.V.S., J.F.F., V.W.V.J.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Ryan L Mutzel
- Department of Child and Adolescent Psychiatry (S.D., C.A.M.C., R.L.M.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Radiology and Department Nuclear Medicine (R.L.M.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Vincent W V Jaddoe
- Generation R Study Group (S.D., C.C.V.S., J.F.F., V.W.V.J.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Paediatrics (C.C.V.S., J.F.F., V.W.V.J.), Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
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Sun CK, Guo F, Ou YN, Zhang MZ, Tan L, Tan MS. Association Between Carotid Plaque and Alzheimer's Disease Cerebrospinal Fluid Biomarkers and Cognitive Function in Cognitively Intact Adults: The CABLE Study. J Alzheimers Dis 2024; 100:207-217. [PMID: 38848186 DOI: 10.3233/jad-240131] [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] [Indexed: 06/09/2024]
Abstract
Background The association between carotid plaque and cognitive decline has recently been reported. However, the current research evidence is insufficient, and the possible causes of cognitive changes are unknown. Objective This study aims to explore the relationships between carotid plaque and cognition functions, cerebrospinal fluid (CSF) Alzheimer's disease (AD) biomarkers in cognitively intact adults, and try to study the underlying mechanisms. Methods We enrolled 165 cognitively normal participants from the Chinese Alzheimer's Biomarker and LifestylE (CABLE) study, who had CSF AD biomarker measurements and carotid ultrasound. Linear modeling was used to assess the association of carotid plaque with CSF biomarkers and cognition. Additionally, mediation analysis was conducted through 10,000 bootstrapped iterations to explore potential links between carotid plaque, AD pathology, and cognition. Results We found that carotid plaque exhibited significant correlations with Aβ42 (β = -1.173, p = 0.022), Aβ42/Aβ40 (β = -0.092, p < 0.001), P-tau/Aβ42 (β = 0.110, p = 0.045), and T-tau/Aβ42 (β = 0.451, p = 0.010). A significant correlation between carotid plaque and cognition decline was also found in men (β = -0.129, p = 0.021), and mediation analyses revealed that the effect of carotid plaque on cognitive function could be mediated by Aβ42/Aβ40 (proportion of mediation = 55.8%), P-tau/Aβ42 (proportion of mediation = 51.6%, p = 0.015) and T-tau/Aβ42 (proportion of mediation = 43.8%, p = 0.015) mediated. Conclusions This study demonstrated the link between carotid plaque and CSF AD biomarkers in cognitively intact adults, and the important role that AD pathology may play in the correlation between carotid plaque and cognitive changes.
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Affiliation(s)
- Cheng-Kun Sun
- Department of Neurology, Qingdao Municipal Hospital, Dalian Medical University, Qingdao, China
| | - Fan Guo
- Department of Neurology, Qingdao Municipal Hospital, Qingdao University, Qingdao, China
| | - Ya-Nan Ou
- Department of Neurology, Qingdao Municipal Hospital, Qingdao University, Qingdao, China
| | - Ming-Zhan Zhang
- School of Clinical Medicine, Shandong Second Medical University, Weifang, Shandong, China
| | - Lan Tan
- Department of Neurology, Qingdao Municipal Hospital, Dalian Medical University, Qingdao, China
- Department of Neurology, Qingdao Municipal Hospital, Qingdao University, Qingdao, China
- School of Clinical Medicine, Shandong Second Medical University, Weifang, Shandong, China
- Department of Neurology, Qingdao Municipal Hospital, University of Health and Rehabilitation Science, Qingdao, China
| | - Meng-Shan Tan
- Department of Neurology, Qingdao Municipal Hospital, Dalian Medical University, Qingdao, China
- Department of Neurology, Qingdao Municipal Hospital, Qingdao University, Qingdao, China
- School of Clinical Medicine, Shandong Second Medical University, Weifang, Shandong, China
- Department of Neurology, Qingdao Municipal Hospital, University of Health and Rehabilitation Science, Qingdao, China
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Gedney JR, Ruddy JM. Integrating Ultrasound-Derived Carotid Artery Stiffness in the Assessment of Cardiovascular Risk. CARDIOLOGY & VASCULAR RESEARCH (WILMINGTON, DEL.) 2023; 7:10.33425/2639-8486.1172. [PMID: 38601896 PMCID: PMC11006244 DOI: 10.33425/2639-8486.1172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 04/12/2024]
Abstract
Historically, pulse wave velocity (PWV) has been used to measure vascular stiffness, but is limited in its utility when certain vascular disease states are present, such as aneurysm or iliac stenosis. PWV can therefore only provide reliable assessment of global vascular stiffness in limited vascular pathology. Speckle tracking is a method of post-hoc ultrasound image analysis that can measure vascular stiffness in a more comprehensive manner. Evidence from in vitro as well as in vivo studies has validated these techniques in the assessment of strain, distensibility, modulus, and stiffness index (β) in the carotid arterial system. Unfortunately, despite the well-established correlation between vascular stiffness and cardiovascular morbidity and mortality, standard vascular laboratory ultrasound protocols do not include stiffness assessment. Herein, we present evidence in favor of integrating speckle tracking into carotid artery duplex protocols to measure vascular stiffness that can be utilized in medical management to modulate cardiovascular risk.
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Affiliation(s)
- J Ryan Gedney
- Medical University of South Carolina, Division of Vascular Surgery, Charleston, South Carolina
| | - Jean Marie Ruddy
- Medical University of South Carolina, Division of Vascular Surgery, Charleston, South Carolina
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Petrova M, Gavino A, Li Y, McLachlan CS. Comparison of Parameters for Assessment of Carotid Stiffness and Their Association with Carotid Atherosclerosis in Rural Australian Adults: A Pilot Study. J Clin Med 2023; 12:jcm12082935. [PMID: 37109272 PMCID: PMC10144104 DOI: 10.3390/jcm12082935] [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: 03/07/2023] [Revised: 04/13/2023] [Accepted: 04/14/2023] [Indexed: 04/29/2023] Open
Abstract
Carotid stiffness has been associated with the development and progression of carotid artery disease and is an independent factor for stroke and dementia. There has also been a lack of comparison of different ultrasound-derived carotid stiffness parameters and their association with carotid atherosclerosis. This pilot study aimed to investigate the associations between carotid stiffness parameters (derived via ultrasound echo tracking) and the presence of carotid plaques in Australian rural adults. In cross-sectional analyses, we assessed forty-six subjects (68 ± 9 years; mean ± SD) who underwent carotid ultrasound examinations. Carotid stiffness was assessed by a noninvasive echo-tracking method, measuring and comparing multiple carotid stiffness parameters, including stroke change in diameter (ΔD), stroke change in lumen area (ΔA), β- stiffness index, pulse wave velocity beta (PWV-β), compliance coefficient (CC), distensibility coefficient (DC), Young's elastic modulus (YEM), Peterson elastic modulus (Ep), and strain. Carotid atherosclerosis was assessed bilaterally by the presence of plaques in the common and internal carotid arteries, while carotid stiffness was assessed at the right common carotid artery. β-stiffness index, PWV-β, and Ep were significantly higher (p = 0.006, p = 0.004, p = 0.02, respectively), whilst ΔD, CC, DC, and strain were lower among subjects with carotid plaques (p = 0.036, p = 0.032, p = 0.01, p = 0.02, respectively) comparing to subjects without carotid plaques. YEM and ΔA did not significantly differ among the groups. Carotid plaques were associated with age, history of stroke, coronary artery disease, and previous coronary interventions. These results suggest that unilateral carotid stiffness is associated with the presence of carotid plaques.
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Affiliation(s)
- Marjana Petrova
- Centre for Healthy Futures, Torrens University Australia, Sydney, NSW 2010, Australia
| | - Alex Gavino
- Centre for Healthy Futures, Torrens University Australia, Sydney, NSW 2010, Australia
| | - Yujie Li
- Centre for Healthy Futures, Torrens University Australia, Sydney, NSW 2010, Australia
| | - Craig S McLachlan
- Centre for Healthy Futures, Torrens University Australia, Sydney, NSW 2010, Australia
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Is carotid arterial stiffness a therapeutic target of statin therapy? Hypertens Res 2023; 46:768-770. [PMID: 36599890 DOI: 10.1038/s41440-022-01152-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Accepted: 12/04/2022] [Indexed: 01/05/2023]
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Robert C, Ling L, Tan ESJ, Gyanwali B, Venketasubramanian N, Lim SL, Gong L, Berboso JL, Richards AM, Chen C, Hilal S. Effects of Carotid Artery Stiffness on Cerebral Small-Vessel Disease and Cognition. J Am Heart Assoc 2022; 11:e027295. [PMID: 36444832 PMCID: PMC9851463 DOI: 10.1161/jaha.122.027295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Background Carotid artery stiffness is associated with cognitive impairment and dementia, but the underlying mechanisms remain unknown. We examined the associations of carotid artery stiffness with cerebral small-vessel disease markers, cognition, and dementia subtypes in a memory clinic cohort. Methods and Results A total of 272 participants underwent carotid ultrasonography, 3 Tesla brain magnetic resonance imaging, and neuropsychological assessment. Carotid ultrasonography was used to assess β-index, pressure-strain elastic modulus, and pulse-wave velocity-β. Brain magnetic resonance images were graded for cerebral small-vessel disease markers, including white matter hyperintensities, lacunes, and cerebral microbleeds. Participants were classified as having no cognitive impairment, cognitive impairment and no dementia, or dementia subtyped as Alzheimer disease and vascular dementia. Cognition was assessed using National Institute of Neurological Disorders and Stroke-Canadian Stroke Network harmonization battery. After adjusting for age, sex, cardiovascular risk factors, and diseases, multivariable models showed that β-index (β=0.69; P=0.002), elastic modulus (β=0.78; P<0.001), and pulse-wave velocity-β (β=0.80; P<0.001) were associated with white matter hyperintensities, and elastic modulus (odds ratio [OR], 1.39 [95% CI, 1.04-1.85]) and pulse-wave velocity-β (OR, 1.47 [95% CI, 1.10-1.98]) were independently associated with lacunes. Similarly, β-index (OR, 2.04 [95% CI, 1.14-4.13]), elastic modulus (OR, 2.22 [95% CI, 1.25-4.42]), and pulse-wave velocity-β (OR, 2.50 [95% CI, 1.36-5.18]) were independently associated with vascular dementia. Carotid stiffness measures were independently associated with worse performance in global cognition, visuomotor speed, visuospatial function, and executive function. These associations became largely nonsignificant after further adjusting for cerebral small-vessel disease markers. Conclusions In memory clinic patients, carotid artery stiffness was associated with white matter hyperintensities and lacunes, impairment in global and domain-specific cognition, and causative subtypes of dementia, particularly vascular. The effects of carotid stiffness on cognition were not independent of, and were partially mediated by, cerebral small-vessel disease.
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Affiliation(s)
- Caroline Robert
- Department of Pharmacology, Yong Loo Lin School of MedicineNational University of SingaporeSingapore CitySingapore,Memory Aging and Cognition CentreNational University Health SystemSingapore CitySingapore
| | - Lieng‐Hsi Ling
- Department of CardiologyNational University Heart CentreSingapore CitySingapore,Department of Medicine, Yong Loo Lin School of MedicineNational University of SingaporeSingapore CitySingapore
| | - Eugene S. J. Tan
- Department of CardiologyNational University Heart CentreSingapore CitySingapore
| | - Bibek Gyanwali
- Memory Aging and Cognition CentreNational University Health SystemSingapore CitySingapore,Department of BiochemistryYong Loo Lin School of MedicineSingapore CitySingapore
| | | | - Shir Lynn Lim
- Department of CardiologyNational University Heart CentreSingapore CitySingapore
| | - Lingli Gong
- Department of Medicine, Yong Loo Lin School of MedicineNational University of SingaporeSingapore CitySingapore
| | - Josephine Lunaria Berboso
- Department of Medicine, Yong Loo Lin School of MedicineNational University of SingaporeSingapore CitySingapore
| | - Arthur Mark Richards
- Department of Medicine, Yong Loo Lin School of MedicineNational University of SingaporeSingapore CitySingapore,Cardiovascular Research InstituteNational University Health SystemSingapore CitySingapore,Christchurch Heart InstituteUniversity of OtagoSingapore CitySingapore
| | - Christopher Chen
- Department of Pharmacology, Yong Loo Lin School of MedicineNational University of SingaporeSingapore CitySingapore,Memory Aging and Cognition CentreNational University Health SystemSingapore CitySingapore
| | - Saima Hilal
- Department of Pharmacology, Yong Loo Lin School of MedicineNational University of SingaporeSingapore CitySingapore,Memory Aging and Cognition CentreNational University Health SystemSingapore CitySingapore,Saw Swee Hock School of Public HealthNational University of Singapore and National University Health SystemSingapore CitySingapore
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