1
|
Ni W, Areal AT, Lechner K, Breitner S, Zhang S, Woeckel M, Slesinski SC, Nikolaou N, Dallavalle M, Schikowski T, Schneider A. Low and high air temperature and cardiovascular risk. Atherosclerosis 2025:119238. [PMID: 40383648 DOI: 10.1016/j.atherosclerosis.2025.119238] [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] [Received: 02/07/2025] [Revised: 05/01/2025] [Accepted: 05/03/2025] [Indexed: 05/20/2025]
Abstract
Temperature extremes are one facet of global warming caused by climate change. They have a broad impact on population health globally. Due to specific individual- and area-level factors, some subgroups of the population are at particular risk. Observational data has demonstrated that the association between temperature and mortality and cardiovascular mortality is U- or J-shaped. This means that beyond an optimal temperature, both low and high temperatures increase cardiovascular risk. In addition, there is emerging epidemiological data showing that climate change-related temperature fluctuations may be particularly challenging for cardiovascular health. Biological plausibility for these observations comes from the effect of cold, heat, and temperature fluctuations on risk factors for cardiovascular disease. Shared mechanisms of heat and cold adaptation include sympathetic activation, changes in vascular tone, increased cardiac strain, and inflammatory and prothrombotic stimuli. The confluence of these mechanisms can result in demand ischemia and/or atherosclerotic plaque rupture. In conclusion, public health and individual-level measures should be taken to protect susceptible populations, such as patients with risk factors and/or pre-existing cardiovascular disease, from the adverse effects of non-optimal temperatures. This review aims to provide an overview of the association between temperature extremes and cardiovascular disease through the lens of pathophysiology and observational data. It also highlights some specific meteorological aspects, gives insight to the interplay of air temperature and air pollution, touches upon social dimensions of climate change, and tries to give a brief outlook into what to expect from the future.
Collapse
Affiliation(s)
- Wenli Ni
- Center for Climate, Health, and the Global Environment, Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Ashtyn T Areal
- IUF-Leibniz Research Institute for Environmental Medicine, Düsseldorf, Germany
| | - Katharina Lechner
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany; DZHK (German Centre for Cardiovascular Research), Partner site Munich, Munich Heart Alliance, Munich, Germany
| | - Susanne Breitner
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany; Institute for Medical Information Processing, Biometry and Epidemiology (IBE), Faculty of Medicine, LMU Munich, Munich, Germany
| | - Siqi Zhang
- Department of Environmental Health Sciences, Yale School of Public Health, New Haven, CT, USA
| | - Margarethe Woeckel
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany; Department of Psychiatry and Psychotherapy, LMU University Hospital, LMU Munich, Munich, Germany
| | - S Claire Slesinski
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany; Institute for Medical Information Processing, Biometry and Epidemiology (IBE), Faculty of Medicine, LMU Munich, Munich, Germany
| | - Nikolaos Nikolaou
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Marco Dallavalle
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Tamara Schikowski
- IUF-Leibniz Research Institute for Environmental Medicine, Düsseldorf, Germany; School of Public Health, University of Bielefeld, Bielefeld, Germany
| | - Alexandra Schneider
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany.
| |
Collapse
|
2
|
Jingesi M, Yin Z, Huang S, Liu N, Ji J, Lv Z, Wang P, Peng J, Cheng J, Yin P. Cardiovascular morbidity risk attributable to thermal stress: analysis of emergency ambulance dispatch data from Shenzhen, China. BMC Public Health 2024; 24:2861. [PMID: 39420322 PMCID: PMC11488127 DOI: 10.1186/s12889-024-20144-1] [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: 08/21/2023] [Accepted: 09/19/2024] [Indexed: 10/19/2024] Open
Abstract
BACKGROUND Climate change has raised scientific interest in examining the associations of weather conditions with adverse health effects, while most studies determined human thermal stress using ambient air temperature rather than the thermophysiological index. OBJECTIVES To evaluate the association between emergency ambulance dispatches (EADs) related to cardiovascular causes and heat/cold stress in Shenzhen, a city in southern China, with the aim of providing new insights for local policymakers. METHODS A time series analysis using ambulance dispatch data of cardiovascular diseases in Shenzhen, China (2013-2019) was conducted. A quasi-Poisson nonlinear distributed lag model was applied to explore the relationship between emergency ambulance dispatches (EADs) due to cardiovascular causes and thermal stress (determined by Universal Thermal Climate Index, UTCI). Attributable fractions were estimated to identify which UTCI ranges have a greater health impact. RESULTS The relationship between UTCI and EADs due to cardiovascular diseases exhibits a reverse J-shaped curve. The effects of cold stress were immediate and long-lasting, whereas the effects of heat stress were non-significant. Compared with the optimal equivalent temperature (71st percentile of UTCI, 29.22 °C), the relative risks for cumulative (0-21 days) exposures to cold stress (1st percentile, - 0.13 °C; 5th percentile, 7.68 °C) were 1.55 (95%CI:1.28,1.88) and 1.44 (95%CI:1.22,1.69), respectively. Thermal (cold and heat) stress was responsible for 10.81% (95%eCI: 5.67%,15.43%) of EADs for cardiovascular diseases, with 9.46% (95%eCI: 3.98%,14.40%) attributed to moderate cold stress (2.5th ~ 71st percentile). Greater susceptibility to cold stress was observed for males and the elderly. Heat stress showed harmful effects in the warm season. CONCLUSIONS Our results demonstrated that cold exposure elevates the risk of EADs for cardiovascular causes in Shenzhen, and moderate cold stress cause the highest burden of ambulance dispatches. Health authorities should consider effective adaptation strategies and interventions responding to cold stress to reduce the morbidity of cardiovascular diseases.
Collapse
Affiliation(s)
- Maidina Jingesi
- Department of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, 13 Hangkong Rd, Wuhan, Hubei, 430030, China
| | - Ziming Yin
- Department of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, 13 Hangkong Rd, Wuhan, Hubei, 430030, China
- Children's Hospital of Nanjing Medical University, Nanjing, China
| | - Suli Huang
- Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Ning Liu
- Department of Environment and Health, Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Jiajia Ji
- Department of Environment and Health, Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Ziquan Lv
- Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Peng Wang
- Department of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, 13 Hangkong Rd, Wuhan, Hubei, 430030, China
| | - Ji Peng
- Shenzhen Center for Chronic Disease Control, Shenzhen, China
| | - Jinquan Cheng
- Shenzhen Center for Disease Control and Prevention, Shenzhen, China
| | - Ping Yin
- Department of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, 13 Hangkong Rd, Wuhan, Hubei, 430030, China.
| |
Collapse
|
3
|
Ni W, Stafoggia M, Zhang S, Ljungman P, Breitner S, Bont JD, Jernberg T, Atar D, Agewall S, Schneider A. Short-Term Effects of Lower Air Temperature and Cold Spells on Myocardial Infarction Hospitalizations in Sweden. J Am Coll Cardiol 2024; 84:1149-1159. [PMID: 39230547 DOI: 10.1016/j.jacc.2024.07.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 07/01/2024] [Accepted: 07/03/2024] [Indexed: 09/05/2024]
Abstract
BACKGROUND Lower air temperature and cold spells have been associated with an increased risk of various diseases. However, the short-term effect of lower air temperature and cold spells on myocardial infarction (MI) remains incompletely understood. OBJECTIVES The purpose of this study was to investigate the short-term effects of lower air temperature and cold spells on the risk of hospitalization for MI in Sweden. METHODS This population-based nationwide study included 120,380 MI cases admitted to hospitals in Sweden during the cold season (October to March) from 2005 to 2019. Daily mean air temperature (1 km2 resolution) was estimated using machine learning, and percentiles of daily temperatures experienced by individuals in the same municipality were used as individual exposure indicators to account for potential geographic adaptation. Cold spells were defined as periods of at least 2 consecutive days with a daily mean temperature below the 10th percentile of the temperature distribution for each municipality. A time-stratified case-crossover design incorporating conditional logistic regression models with distributed lag nonlinear models using lag 0 to 1 (immediate) and 2 to 6 days (delayed) was used to evaluate the short-term effects of lower air temperature and cold spells on total MI, non-ST-segment elevation myocardial infarction (NSTEMI) and ST-segment elevation myocardial infarction (STEMI). RESULTS A decrease of 1-U in percentile temperature at a lag of 2 to 6 days was significantly associated with increased risks of total MI, NSTEMI, and STEMI, with ORs of 1.099 (95% CI: 1.057-1.142), 1.110 (95% CI: 1.060-1.164), and 1.076 (95% CI: 1.004-1.153), respectively. Additionally, cold spells at a lag of 2 to 6 days were significantly associated with increased risks for total MI, NSTEMI, and STEMI, with ORs of 1.077 (95% CI: 1.037-1.120), 1.069 (95% CI: 1.020-1.119), and 1.095 (95% CI: 1.023-1.172), respectively. Conversely, lower air temperature and cold spells at a lag of 0 to 1 days were associated with decreased risks for MI. CONCLUSIONS This nationwide case-crossover study reveals that short-term exposures to lower air temperature and cold spells are associated with an increased risk of hospitalization for MI at lag 2 to 6 days.
Collapse
Affiliation(s)
- Wenli Ni
- Institute of Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health (GmbH), Neuherberg, Germany; Institute for Medical Information Processing, Biometry, and Epidemiology, Pettenkofer School of Public Health, LMU Munich, Germany; Department of Clinical Sciences, Danderyd Hospital, Karolinska Institutet, Stockholm, Sweden; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA.
| | - Massimo Stafoggia
- Department of Epidemiology, Lazio Regional Health Service, ASL Roma 1, Rome, Italy; Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Siqi Zhang
- Institute of Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health (GmbH), Neuherberg, Germany
| | - Petter Ljungman
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden; Department of Cardiology, Danderyd Hospital, Stockholm, Sweden
| | - Susanne Breitner
- Institute of Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health (GmbH), Neuherberg, Germany; Institute for Medical Information Processing, Biometry, and Epidemiology, Pettenkofer School of Public Health, LMU Munich, Germany
| | - Jeroen de Bont
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Tomas Jernberg
- Department of Clinical Sciences, Danderyd Hospital, Karolinska Institutet, Stockholm, Sweden
| | - Dan Atar
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway; Department of Cardiology, Oslo University Hospital Ulleval, Oslo, Norway
| | - Stefan Agewall
- Department of Clinical Sciences, Danderyd Hospital, Karolinska Institutet, Stockholm, Sweden; Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Alexandra Schneider
- Institute of Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health (GmbH), Neuherberg, Germany
| |
Collapse
|
4
|
Jin CD, Kim MH, Lee KM, Yun SC. Effect of Temperature Variation on the Incidence of Acute Myocardial Infarction. J Korean Med Sci 2024; 39:e101. [PMID: 38501185 PMCID: PMC10948260 DOI: 10.3346/jkms.2024.39.e101] [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: 11/13/2023] [Accepted: 01/16/2024] [Indexed: 03/20/2024] Open
Abstract
BACKGROUND Harsh temperature exposure has been associated with a high risk of cardiovascular events. We sought to investigate the influence of temperature change on long-term incidence of acute myocardial infarction (AMI) in Korean patients. METHODS From the National Health Insurance Service (NHIS) customized health information database (from 2005 to 2014), data from a total of 192,567 AMI patients was assessed according to the International Classification of Disease 10th edition code and matched with temperature reports obtained from the Korea Meteorological Administration database. We analyzed data for a 10-year period on a monthly and seasonal basis. RESULTS The incidence rate per 100,000 year of AMI exhibited a downward trend from 69.1 to 56.1 over the period 2005 to 2014 (P < 0.005), and the seasonal AMI incidence rate per 100,000 year was highest in spring (63.1), and winter (61.3) followed by autumn (59.5) and summer (57.1). On a monthly basis, the AMI incidence rate per 100,000 year was highest during March (64.4) and December (63.9). The highest incidence of AMI occurred during temperature differences of 8-10° in each season. Moreover, AMI incidence tended to increase as the mean temperature decreased (r = -0.233, P = 0.001), and when the mean daily temperature difference increased (r = 0.353, P < 0.001). CONCLUSION The AMI incidence rate per 100,000 year has a decreasing trend over the 10-year period, derived from the Korean NHIS database. Modest daily temperature differences (8-10°) and the spring season are related to higher AMI incidence, indicating that daily temperature variation is more important than the mean daily temperature.
Collapse
Affiliation(s)
- Cai De Jin
- Department of Cardiology, Dong-A University Hospital, Busan, Korea
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, China
| | - Moo Hyun Kim
- Department of Cardiology, Dong-A University Hospital, Busan, Korea.
| | - Kwang Min Lee
- Department of Cardiology, Dong-A University Hospital, Busan, Korea
| | - Sung-Cheol Yun
- Department of Clinical Epidemiology and Biostatistics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| |
Collapse
|
5
|
Khan L, Kawano T, Hutton J, Asamoah-Boaheng M, Scheuermeyer FX, Christian M, Baranowski L, Barbic D, Christenson J, Grunau B. The association of extreme environmental heat with incidence and outcomes of out-of-hospital cardiac arrest in British Columbia: A time series analysis. Resusc Plus 2024; 17:100560. [PMID: 38328748 PMCID: PMC10847945 DOI: 10.1016/j.resplu.2024.100560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Revised: 01/09/2024] [Accepted: 01/12/2024] [Indexed: 02/09/2024] Open
Abstract
Background The impact of extreme heat on out-of-hospital cardiac arrest (OHCA) incidence and outcomes is under-studied. We investigated OHCA incidence and outcomes over increasing temperatures. Methods We included non-traumatic EMS (Emergency Medical Services)-assessed OHCAs in British Columbia during the warm seasons of 2020-2021. We fit a time-series quasi-Poisson generalized linear model to estimate the association between temperature and incidence of both EMS-assessed, EMS-treated, and EMS-untreated OHCAs. Second, we employed a logistic regression model to estimate the association between "heatwave" periods (defined as a daily mean temperature > 99th percentile for ≥ 2 consecutive days, plus 3 lag days) with survival and favourable neurological outcomes (cerebral performance category ≤ 2) at hospital discharge. Results Of 5478 EMS-assessed OHCAs, 2833 were EMS-treated. OHCA incidence increased with increasing temperatures, especially exceeding a daily mean temperature of 25 °C Compared to the median daily mean temperature (16.9 °C), the risk of EMS-assessed (relative risk [RR] 3.7; 95%CI 3.0-4.6), EMS-treated (RR 2.9; 95%CI 2.2-3.9), and EMS-untreated (RR 4.3; 95%CI 3.2-5.7) OHCA incidence were higher during days with a temperature over the 99th percentile. Of EMS-treated OHCAs, during the heatwave (n = 179) and non-heatwave (n = 2654) periods, 4 (2.2%) and 270 (10%) survived and 4 (2.2%) and 241 (9.2%) had favourable neurological outcomes, respectively. Heatwave period OHCAs had decreased odds of survival (adjusted OR 0.28; 95%CI 0.10-0.79) and favourable neurological outcome (adjusted OR 0.31; 95%CI 0.11-0.89) at hospital discharge, compared to other periods. Conclusion Extreme heat was associated with a higher incidence of OHCA, and lower odds of survival and favourable neurological status at hospital discharge.
Collapse
Affiliation(s)
- Laiba Khan
- British Columbia Resuscitation Research Collaborative, British Columbia, Canada
- Faculty of Science, University of British Columbia, British Columbia, Canada
| | - Takahisa Kawano
- British Columbia Resuscitation Research Collaborative, British Columbia, Canada
- Department of Emergency Medicine, University of Fukui Hospital, Fukui Prefecture, Japan
| | - Jacob Hutton
- British Columbia Resuscitation Research Collaborative, British Columbia, Canada
- British Columbia Emergency Health Services, British Columbia, Canada
- Department of Emergency Medicine, University of British Columbia, Canada
| | - Michael Asamoah-Boaheng
- British Columbia Resuscitation Research Collaborative, British Columbia, Canada
- Department of Emergency Medicine, University of British Columbia, Canada
- Department of Emergency Medicine. St. Paul’s Hospital, Canada
- Centre for Health Evaluation and Outcome Sciences, St. Paul’s Hospital, Vancouver, Canada
| | - Frank X. Scheuermeyer
- British Columbia Resuscitation Research Collaborative, British Columbia, Canada
- Department of Emergency Medicine, University of British Columbia, Canada
- Department of Emergency Medicine. St. Paul’s Hospital, Canada
- Centre for Health Evaluation and Outcome Sciences, St. Paul’s Hospital, Vancouver, Canada
| | - Michael Christian
- British Columbia Resuscitation Research Collaborative, British Columbia, Canada
- British Columbia Emergency Health Services, British Columbia, Canada
- Division of Critical Care Medicine, University of British Columbia, British Columbia, Canada
| | - Leon Baranowski
- British Columbia Emergency Health Services, British Columbia, Canada
| | - David Barbic
- Department of Emergency Medicine, University of British Columbia, Canada
- Department of Emergency Medicine. St. Paul’s Hospital, Canada
- Centre for Health Evaluation and Outcome Sciences, St. Paul’s Hospital, Vancouver, Canada
| | - Jim Christenson
- British Columbia Resuscitation Research Collaborative, British Columbia, Canada
- Department of Emergency Medicine, University of British Columbia, Canada
- Department of Emergency Medicine. St. Paul’s Hospital, Canada
- Centre for Health Evaluation and Outcome Sciences, St. Paul’s Hospital, Vancouver, Canada
| | - Brian Grunau
- British Columbia Resuscitation Research Collaborative, British Columbia, Canada
- British Columbia Emergency Health Services, British Columbia, Canada
- Department of Emergency Medicine, University of British Columbia, Canada
- Department of Emergency Medicine. St. Paul’s Hospital, Canada
- Centre for Health Evaluation and Outcome Sciences, St. Paul’s Hospital, Vancouver, Canada
| |
Collapse
|
6
|
Aik J, Ang L, Gunther SH, Tang C, Lee JK, Seow WJ. Climate change and population health in Singapore: a systematic review. THE LANCET REGIONAL HEALTH. WESTERN PACIFIC 2023; 40:100947. [PMID: 38116501 PMCID: PMC10730317 DOI: 10.1016/j.lanwpc.2023.100947] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/30/2023] [Revised: 09/24/2023] [Accepted: 10/12/2023] [Indexed: 12/21/2023]
Abstract
Gaseous emissions have contributed to global warming, an increase in the frequency of extreme weather events and poorer air quality. The associated health impacts have been well reported in temperate regions. In Singapore, key climate change adaptation measures and activities include coastal and flood protection, and mitigating heat impacts. We systematically reviewed studies examining climate variability and air quality with population health in Singapore, a tropical city-state in South-East Asia (SEA), with the aim to identify evidence gaps for policymakers. We included 14 studies with respiratory illnesses, cardiovascular outcomes, foodborne disease and dengue. Absolute humidity (3 studies) and rainfall (2 studies) were positively associated with adverse health. Extreme heat (2 studies) was inversely associated with adverse health. The effects of mean ambient temperature and relative humidity on adverse health were inconsistent. Nitrogen dioxide and ozone were positively associated with adverse health. Climate variability and air quality may have disease-specific, differing directions of effect in Singapore. Additional high quality studies are required to strengthen the evidence for policymaking. Research on effective climate action advocacy and adaptation measures for community activities should be strengthened. Funding There was no funding source for this study.
Collapse
Affiliation(s)
- Joel Aik
- Pre-hospital and Emergency Research Centre, Programme in Health Services and Systems Research, Duke-NUS Medical School, 8 College Road, 169857, Singapore
- National Environment Agency, 40 Scotts Road #13-00, 228231, Singapore
| | - Lina Ang
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Tahir Foundation Building, 12 Science Drive 2 #10-01, 117549, Singapore
| | - Samuel H. Gunther
- Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Drive, Block MD 11, #03-10, 117597, Singapore
| | - Charissa Tang
- National Climate Change Secretariat (Singapore), Prime Minister's Office, 100 High Street, The Treasury, 179434, Singapore
| | - Jason K.W. Lee
- Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Drive, Block MD 11, #03-10, 117597, Singapore
- Heat Resilience and Performance Centre, National University of Singapore, 27 Medical Drive #03-01, 117510, Singapore
| | - Wei Jie Seow
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Tahir Foundation Building, 12 Science Drive 2 #10-01, 117549, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, 10 Medical Drive, 117597, Singapore
| |
Collapse
|