The Lancet Regional Health. Americas (Dec 2021)
Impact of common cardio-metabolic risk factors on fatal and non-fatal cardiovascular disease in Latin America and the Caribbean: an individual-level pooled analysis of 31 cohort studies
- Rodrigo M. Carrillo-Larco,
- Dalia Stern,
- Ian R. Hambleton,
- Anselm Hennis,
- Mariachiara Di Cesare,
- Paulo Lotufo,
- Catterina Ferreccio,
- Vilma Irazola,
- Pablo Perel,
- Edward W Gregg,
- J. Jaime Miranda,
- Majid Ezzati,
- Goodarz Danaei,
- Carlos A Aguilar-Salinas,
- Ramón Alvarez-Váz,
- Marselle B Amadio,
- Cecilia Baccino,
- Claudia Bambs,
- João Luiz Bastos,
- Gloria Beckles,
- Antonio Bernabe-Ortiz,
- Carla DO Bernardo,
- Katia V. Bloch,
- Juan E. Blümel,
- Jose G. Boggia,
- Pollyanna K. Borges,
- Miguel Bravo,
- Gilbert Brenes-Camacho,
- Horacio A Carbajal,
- Maria S. Castillo Rascon,
- Blanca H. Ceballos,
- Veronica Colpani,
- Jackie A Cooper,
- Sandra Cortes,
- Adrian Cortes-Valencia,
- Roberto S Cunha,
- Eleonora d'Orsi,
- William H Dow,
- Walter G Espeche,
- Flavio D. Fuchs,
- Sandra C. Fuchs,
- Suely GA Gimeno,
- Donaji Gomez-Velasco,
- David A Gonzalez-Chica,
- Clicerio Gonzalez-Villalpando,
- María-Elena Gonzalez-Villalpando,
- Gonzalo Grazioli,
- Ricardo O. Guerra,
- Laura Gutierrez,
- Fernando L Herkenhoff,
- Andrea RVR Horimoto,
- Andrea Huidobro,
- Elard Koch,
- Martin Lajous,
- Maria Fernanda Lima-Costa,
- Ruy Lopez-Ridaura,
- Alvaro CC Maciel,
- Betty S Manrique-Espinoza,
- Larissa P Marques,
- Jose G Mill,
- Leila B Moreira,
- Oscar M Muñoz,
- Lariane M Ono,
- Karen Oppermann,
- Karina M. Paiva,
- Sergio V. Peixoto,
- Alexandre C. Pereira,
- Karen G. Peres,
- Marco A. Peres,
- Paula Ramírez-Palacios,
- Cassiano R Rech,
- Berenice Rivera-Paredez,
- Nohora I Rodriguez,
- Rosalba Rojas-Martinez,
- Luis Rosero-Bixby,
- Adolfo Rubinstein,
- Alvaro Ruiz-Morales,
- Martin R Salazar,
- Aaron Salinas-Rodriguez,
- Jorge Salmerón,
- Ramon A Sanchez,
- Nelson AS Silva,
- Thiago LN Silva,
- Liam Smeeth,
- Poli M Spritzer,
- Fiorella Tartaglione,
- Jorge Tartaglione,
- Rafael Velázquez-Cruz
Affiliations
- Rodrigo M. Carrillo-Larco
- Imperial College London, UK
- Dalia Stern
- National Institute of Public Health, Mexico
- Ian R. Hambleton
- The University of the West Indies, Barbados
- Anselm Hennis
- Pan American Health Organization, USA
- Mariachiara Di Cesare
- Middlesex University, UK
- Paulo Lotufo
- University of São Paulo, Brazil
- Catterina Ferreccio
- Pontificia Universidad Católica de Chile, Chile
- Vilma Irazola
- Institute for Clinical Effectiveness and Health Policy, Argentina
- Pablo Perel
- London School of Hygiene and Tropical Medicine, UK
- Edward W Gregg
- Imperial College London, UK
- J. Jaime Miranda
- Universidad Peruana Cayetano Heredia, Peru
- Majid Ezzati
- Imperial College London, UK
- Goodarz Danaei
- Harvard T.H. Chan School of Public Health, USA
- Carlos A Aguilar-Salinas
- Instituto Nacional de Ciencias Médicas y Nutrición, México
- Ramón Alvarez-Váz
- Universidad de la República, Uruguay
- Marselle B Amadio
- Centro Universitario Senac Santo Amaro, Brazil
- Cecilia Baccino
- Universidad de la República, Uruguay
- Claudia Bambs
- Pontificia Universidad Católica de Chile, Chile
- João Luiz Bastos
- Universidade Federal de Santa Catarina, Brazil
- Gloria Beckles
- Centers for Disease Control and Prevention, USA
- Antonio Bernabe-Ortiz
- Universidad Peruana Cayetano Heredia, Perú
- Carla DO Bernardo
- The University of Adelaide, Australia
- Katia V. Bloch
- Universidade Federal do Rio de Janeiro (UFRJ), Brazil
- Juan E. Blümel
- Universidad de Chile, Chile
- Jose G. Boggia
- Universidad de la República, Uruguay
- Pollyanna K. Borges
- Universidade Estadual de Ponta Grossa, Brazil
- Miguel Bravo
- MELISA Institute, Chile
- Gilbert Brenes-Camacho
- Universidad de Costa Rica, Costa Rica
- Horacio A Carbajal
- Universidad Nacional de la Plata, Argentina
- Maria S. Castillo Rascon
- Universidad Nacional de Misiones, Argentina
- Blanca H. Ceballos
- Hospital Dr Ramon Madariaga, Argentina
- Veronica Colpani
- Federal University of Rio Grande do Sul, Brazil
- Jackie A Cooper
- Queen Mary University of London, UK
- Sandra Cortes
- Pontificia Universidad Católica de Chile, Chile
- Adrian Cortes-Valencia
- National Institute of Public Health, Mexico
- Roberto S Cunha
- Federal University of Espírito Santo, Brazil
- Eleonora d'Orsi
- Universidade Federal de Santa Catarina, Brazil
- William H Dow
- University of California, Berkeley, USA
- Walter G Espeche
- Universidad Nacional de la Plata, Argentina
- Flavio D. Fuchs
- Universidade Federal do Rio Grande do Sul, Brazil
- Sandra C. Fuchs
- Universidade Federal do Rio Grande do Sul, Brazil
- Suely GA Gimeno
- Universidad Federal de São Paulo, Brazil
- Donaji Gomez-Velasco
- Instituto Nacional de Ciencias Médicas y Nutrición, México
- David A Gonzalez-Chica
- The University of Adelaide, Australia
- Clicerio Gonzalez-Villalpando
- Instituto Nacional de Salud Pública, México
- María-Elena Gonzalez-Villalpando
- Centro de Estudios en Diabetes A.C., México
- Gonzalo Grazioli
- Hospital Churruca Visca, Argentina
- Ricardo O. Guerra
- Federal University of Rio Grande do Norte, Brazil
- Laura Gutierrez
- Institute for Clinical Effectiveness and Health Policy, Argentina
- Fernando L Herkenhoff
- Federal University of Espírito Santo, Brazil
- Andrea RVR Horimoto
- University of São Paulo, Brazil
- Andrea Huidobro
- Universidad Católica del Maule, Chile
- Elard Koch
- MELISA Institute, Chile
- Martin Lajous
- Harvard T.H. Chan School of Public Health, USA; National Institute of Public Health, Mexico
- Maria Fernanda Lima-Costa
- Oswaldo Cruz Foundation, Brazil
- Ruy Lopez-Ridaura
- National Institute of Public Health, Mexico
- Alvaro CC Maciel
- Federal University of Rio Grande do Norte, Brazil
- Betty S Manrique-Espinoza
- National Institute of Public Health, Mexico
- Larissa P Marques
- Universidade Federal de Santa Catarina, Brazil
- Jose G Mill
- Federal University of Espírito Santo, Brazil
- Leila B Moreira
- Universidade Federal do Rio Grande do Sul, Brazil
- Oscar M Muñoz
- Pontificia Universidad Javeriana, Hospital Universitario San Ignacio, Colombia
- Lariane M Ono
- Universidade Federal do Paraná, Brazil
- Karen Oppermann
- Passo Fundo University, Brazil
- Karina M. Paiva
- Universidade Federal de Santa Catarina, Brazil
- Sergio V. Peixoto
- Oswaldo Cruz Foundation, Brazil
- Alexandre C. Pereira
- University of São Paulo, Brazil
- Karen G. Peres
- NDRIS/NDCS Duke-NUS Medical School, Singapore
- Marco A. Peres
- NDRIS/NDCS Duke-NUS Medical School, Singapore
- Paula Ramírez-Palacios
- IMSS Epidemiology and Health Services Research Unit, Mexico
- Cassiano R Rech
- Universidade Federal de Santa Catarina, Brazil
- Berenice Rivera-Paredez
- National Autonomous University of Mexico, Mexico
- Nohora I Rodriguez
- Clinica de Marly, Colombia
- Rosalba Rojas-Martinez
- Instituto Nacional de Salud Pública, México
- Luis Rosero-Bixby
- Universidad de Costa Rica, Costa Rica
- Adolfo Rubinstein
- Institute for Clinical Effectiveness and Health Policy, Argentina
- Alvaro Ruiz-Morales
- Pontificia Universidad Javeriana, Colombia
- Martin R Salazar
- Universidad Nacional de la Plata, Argentina
- Aaron Salinas-Rodriguez
- National Institute of Public Health, Mexico
- Jorge Salmerón
- National Autonomous University of Mexico, Mexico
- Ramon A Sanchez
- Universidad Nacional de Misiones, Argentina
- Nelson AS Silva
- Universidade Federal do Rio de Janeiro (UFRJ), Brazil
- Thiago LN Silva
- Universidade federal do Rio de Janeiro (UFRJ), Brazil
- Liam Smeeth
- London School of Hygiene & Tropical Medicine, UK
- Poli M Spritzer
- Federal University of Rio Grande do Sul, Brazil
- Fiorella Tartaglione
- Hospital Churruca Visca, Argentina
- Jorge Tartaglione
- Hospital Churruca Visca, Argentina
- Rafael Velázquez-Cruz
- National Institute of Genomic Medicine (INMEGEN), Mexico
- Journal volume & issue
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Vol. 4
p. 100068
Abstract
ABSTRACT: Background: Estimates of the burden of cardio-metabolic risk factors in Latin America and the Caribbean (LAC) rely on relative risks (RRs) from non-LAC countries. Whether these RRs apply to LAC remains unknown. Methods: We pooled LAC cohorts. We estimated RRs per unit of exposure to body mass index (BMI), systolic blood pressure (SBP), fasting plasma glucose (FPG), total cholesterol (TC) and non-HDL cholesterol on fatal (31 cohorts, n=168,287) and non-fatal (13 cohorts, n=27,554) cardiovascular diseases, adjusting for regression dilution bias. We used these RRs and national data on mean risk factor levels to estimate the number of cardiovascular deaths attributable to non-optimal levels of each risk factor. Results: Our RRs for SBP, FPG and TC were like those observed in cohorts conducted in high-income countries; however, for BMI, our RRs were consistently smaller in people below 75 years of age. Across risk factors, we observed smaller RRs among older ages. Non-optimal SBP was responsible for the largest number of attributable cardiovascular deaths ranging from 38 per 100,000 women and 54 men in Peru, to 261 (Dominica, women) and 282 (Guyana, men). For non-HDL cholesterol, the lowest attributable rate was for women in Peru (21) and men in Guatemala (25), and the largest in men (158) and women (142) from Guyana. Interpretation: RRs for BMI from studies conducted in high-income countries may overestimate disease burden metrics in LAC; conversely, RRs for SBP, FPG and TC from LAC cohorts are similar to those estimated from cohorts in high-income countries. Funding: Wellcome Trust (214185/Z/18/Z)