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Fermín-Martínez CA, Bello-Chavolla OY, Paz-Cabrera CD, Ramírez-García D, Perezalonso-Espinosa J, Fernández-Chirino L, Vargas-Vázquez A, Díaz-Sánchez JP, Méndez-Labra PN, Núñez-Luna A, Basile-Alvarez MR, Sánchez-Castro P, Bragg F, Friedrichs LG, Aguilar-Ramírez D, Emberson JR, Berumen-Campos J, Kuri-Morales P, Tapia-Conyer R, Alegre-Díaz J, Seiglie JA, Antonio-Villa NE. Prediabetes as a risk factor for all-cause and cause-specific mortality: a prospective analysis of 115,919 adults without diabetes in Mexico City. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.04.15.24305840. [PMID: 38699295 PMCID: PMC11065040 DOI: 10.1101/2024.04.15.24305840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2024]
Abstract
BACKGROUND Prediabetes has been associated with increased all-cause and cardiovascular mortality. However, no large-scale studies have been conducted in Mexico or Latin America examining these associations. METHODS We analyzed data from 115,919 adults without diabetes (diagnosed or undiagnosed) aged 35-84 years who participated in the Mexico City Prospective Study between 1998 and 2004. Participants were followed until January 1st, 2021 for cause-specific mortality. We defined prediabetes according to the American Diabetes Association (ADA, HbA1c 5.7% to 6.4%) and the International Expert Committee (IEC, HbA1c 6.0-6.4%) definitions. Cox regression adjusted for confounders was used to estimate all-cause and cause-specific mortality rate ratios (RR) at ages 35-74 years associated with prediabetes. FINDINGS During 2,085,392 person-years of follow-up (median in survivors 19 years), there were 6,810 deaths at ages 35-74, including 1,742 from cardiovascular disease, 892 from renal disease and 108 from acute diabetic crises. Of 110,405 participants aged 35-74 years at recruitment, 28,852 (26%) had ADA-defined prediabetes and 7,203 (7%) had IEC-defined prediabetes. Compared with those without prediabetes, individuals with prediabetes had higher risk of all-cause mortality at ages 35-74 years (RR 1.13, 95% CI 1.07-1.19 for ADA-defined prediabetes and RR 1.28, 1.18-1.39 for IEC-defined prediabetes), as well as increased risk of cardiovascular mortality (RR 1.22 [1.10-1.35] and 1.42 [1.22-1.65], respectively), renal mortality (RR 1.35 [1.08-1.68] and 1.69 [1.24-2.31], respectively), and death from an acute diabetic crisis (RR 2.63 [1.76-3.94] and 3.43 [2.09-5.62], respectively). RRs were larger at younger than at older ages, and similar for men compared to women. The absolute excess risk associated with ADA and IEC-defined prediabetes at ages 35-74 accounted for6% and 3% of cardiovascular deaths respectively, 10% and 5% of renal deaths respectively, and 31% and 14% of acute diabetic deaths respectively. INTERPRETATION Prediabetes is a significant risk factor for all-cause, cardiovascular, renal, and acute diabetic deaths in Mexican adults. Identification and timely management of individuals with prediabetes for targeted risk reduction could contribute to reducing premature mortality from cardiometabolic causes in this population. FUNDING Wellcome Trust, the Mexican Health Ministry, the National Council of Science and Technology for Mexico, Cancer Research UK, British Heart Foundation, UK Medical Research Council. Instituto Nacional de Geriatría (Mexico City).
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Affiliation(s)
- Carlos A. Fermín-Martínez
- Research Division, Instituto Nacional de Geriatría, Mexico City, Mexico
- MD/PhD (PECEM) Program, Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | | | - César Daniel Paz-Cabrera
- Research Division, Instituto Nacional de Geriatría, Mexico City, Mexico
- Especialidad en Medicina Preventiva, Instituto Nacional de Salud Pública, Mexico City, Mexico
| | - Daniel Ramírez-García
- Research Division, Instituto Nacional de Geriatría, Mexico City, Mexico
- Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Jerónimo Perezalonso-Espinosa
- Research Division, Instituto Nacional de Geriatría, Mexico City, Mexico
- MD/PhD (PECEM) Program, Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Luisa Fernández-Chirino
- Research Division, Instituto Nacional de Geriatría, Mexico City, Mexico
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Arsenio Vargas-Vázquez
- MD/PhD (PECEM) Program, Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Juan Pablo Díaz-Sánchez
- Research Division, Instituto Nacional de Geriatría, Mexico City, Mexico
- MD/PhD (PECEM) Program, Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Padme Nailea Méndez-Labra
- Research Division, Instituto Nacional de Geriatría, Mexico City, Mexico
- MD/PhD (PECEM) Program, Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Alejandra Núñez-Luna
- Research Division, Instituto Nacional de Geriatría, Mexico City, Mexico
- Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Martín Roberto Basile-Alvarez
- Research Division, Instituto Nacional de Geriatría, Mexico City, Mexico
- Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Paulina Sánchez-Castro
- Research Division, Instituto Nacional de Geriatría, Mexico City, Mexico
- Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Fiona Bragg
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
- MRC Population Health Research Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Louisa Gnatiuc Friedrichs
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
- MRC Population Health Research Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Diego Aguilar-Ramírez
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Jonathan R. Emberson
- Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
- MRC Population Health Research Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Jaime Berumen-Campos
- Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Pablo Kuri-Morales
- Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
- Instituto Tecnológico y de Estudios Superiores de Monterrey, Monterrey, Mexico
| | - Roberto Tapia-Conyer
- Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Jesus Alegre-Díaz
- Experimental Research Unit, Faculty of Medicine, National Autonomous University of Mexico, Mexico City, Mexico
| | - Jacqueline A. Seiglie
- Diabetes Unit, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
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Salinas-Mandujano RG, Reynoso-Camacho R, Salgado LM, Ramos-Gomez M, Pérez-Ramírez IF, Aguilar-Galarza A, Moreno-Celis U, Anaya-Loyola MA. A New Approach Using BMI and FMI as Predictors of Cardio-Vascular Risk Factors among Mexican Young Adults. Eur J Investig Health Psychol Educ 2023; 13:2063-2081. [PMID: 37887147 PMCID: PMC10606082 DOI: 10.3390/ejihpe13100146] [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: 08/01/2023] [Revised: 09/17/2023] [Accepted: 09/20/2023] [Indexed: 10/28/2023] Open
Abstract
The study aimed to identify accurate cut-off points for waist circumference (WC), body fat percentage (BF%), body mass index (BMI), fat mass index (FMI), and fat-free mass index (FFMI), and to determine their effective accuracy to predict cardiovascular risk factors (CVRFs) among Mexican young adults. A cross-sectional study was conducted among 1730 Mexican young adults. Adiposity measures and CVRFs were assessed under fasting conditions. The optimal cut-off points were assessed using the receiver operating characteristic curve (ROC). Age-adjusted odds ratios (OR) were used to assess the associations between anthropometric measurements and CVRFs. The cut-off values found, in females and males, respectively, for high WC (≥72.3 and ≥84.9), high BF% (≥30 and ≥22.6), high BMI (≥23.7 and ≥24.4), high FMI (≥7.1 and ≥5.5), and low FFMI (≤16 and ≤18.9) differ from those set by current guidelines. High BMI in women, and high FMI in men, assessed by the 50th percentile, had the best discriminatory power in detecting CVRFs, especially high triglycerides (OR: 3.07, CI: 2.21-4.27 and OR: 3.05, CI: 2.28-4.08, respectively). Therefore, these results suggest that BMI and FMI measures should be used to improve the screening of CVRFs in Mexican young adults.
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Affiliation(s)
- Rocío Guadalupe Salinas-Mandujano
- Department of Food Science, School of Chemistry, Autonomous University of Queretaro, C. U., Cerro de las Campanas, S/N, Queretaro 76010, Mexico; (R.G.S.-M.)
| | - Rosalía Reynoso-Camacho
- Department of Food Science, School of Chemistry, Autonomous University of Queretaro, C. U., Cerro de las Campanas, S/N, Queretaro 76010, Mexico; (R.G.S.-M.)
| | - Luis Miguel Salgado
- Centro de Investigación en Ciencia Aplicada y Tecnología Avanzada, Instituto Politécnico Nacional, Queretaro 76090, Mexico
| | - Minerva Ramos-Gomez
- Department of Food Science, School of Chemistry, Autonomous University of Queretaro, C. U., Cerro de las Campanas, S/N, Queretaro 76010, Mexico; (R.G.S.-M.)
| | - Iza F. Pérez-Ramírez
- Department of Food Science, School of Chemistry, Autonomous University of Queretaro, C. U., Cerro de las Campanas, S/N, Queretaro 76010, Mexico; (R.G.S.-M.)
| | - Adriana Aguilar-Galarza
- Department of Studies in Human Nutrition, School of Natural Science, Autonomous University of Queretaro, Av. de las Ciencias, S/N., Juriquilla, Delegación Santa Rosa Jauregui, Queretaro 76230, Mexico
| | - Ulisses Moreno-Celis
- Department of Studies in Human Nutrition, School of Natural Science, Autonomous University of Queretaro, Av. de las Ciencias, S/N., Juriquilla, Delegación Santa Rosa Jauregui, Queretaro 76230, Mexico
| | - Miriam Aracely Anaya-Loyola
- Department of Studies in Human Nutrition, School of Natural Science, Autonomous University of Queretaro, Av. de las Ciencias, S/N., Juriquilla, Delegación Santa Rosa Jauregui, Queretaro 76230, Mexico
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Xie SS, Luo XT, Dong MH, Wang Q, Li J, Wu QF. Association Between Hemoglobin Glycation Index and Metabolic Syndrome in Middle-Aged and Older People. Diabetes Metab Syndr Obes 2023; 16:1471-1479. [PMID: 37229354 PMCID: PMC10204862 DOI: 10.2147/dmso.s406660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 05/05/2023] [Indexed: 05/27/2023] Open
Abstract
Purpose Hemoglobin glycation index (HGI) is used to describe the difference between estimated and measured glycated hemoglobin A1c (HbA1c). The present study aimed to investigate the association between metabolic syndrome (MetS) and HGI in middle-aged and elderly Chinese. Patients and Methods In this cross-sectional study, a multi-stage random sampling method was used to select objects from the permanent residents aged 35 years and above living in Ganzhou, Jiangxi, China. The demographic information, history of illness, physical examination, and blood biochemistry data were obtained. HGI was calculated from fasting plasma glucose (FPG) and HbA1c (HGI = measured HbA1c value - predicted HbA1c value). All participants were divided into low HGI and high HGI groups using the median HGI as a cut-off value. Univariate analysis was used to detect the influencing factors of HGI, and Logistic regression analysis was adopted to analyze the relationship between significant variables found in univariate analysis, MetS, or MetS's components and HGI. Results A total of 1826 participants were enrolled in the study, and the prevalence of MetS was 27.4%. There were 908 in the low HGI group and 918 in the high HGI group, and the prevalence of MetS was 23.7% and 31.0%, respectively. Logistic regression analysis showed that the prevalence of MetS in the high HGI group was higher than that in the low HGI group (OR=1.384, 95% CI:1.110~1.725), further analysis showed that HGI was related with abdominal obesity (OR=1.287, 95% CI:1.061~1.561), hypertension (OR=1.349, 95% CI:1.115~1.632), and hypercholesterolemia (OR=1.376, 95% CI:1.124~1.684) (all P < 0.05). After adjusting for age, sex, and serum uric acid (UA), the relationship still existed. Conclusion This study found that HGI is directly associated with MetS.
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Affiliation(s)
- Si-si Xie
- School of Graduate, Gannan Medical University, Ganzhou, Jiangxi, People’s Republic of China
| | - Xiao-ting Luo
- School of General Medicine, Gannan Medical University, Ganzhou, Jiangxi, People’s Republic of China
| | - Ming-hua Dong
- School of Public Health and Health Management, Gannan Medical University, Ganzhou, Jiangxi, People’s Republic of China
| | - Qi Wang
- School of Public Health and Health Management, Gannan Medical University, Ganzhou, Jiangxi, People’s Republic of China
| | - Jian Li
- School of Basic Medical, Gannan Medical University, Ganzhou, Jiangxi, People’s Republic of China
| | - Qing-feng Wu
- School of Public Health and Health Management, Gannan Medical University, Ganzhou, Jiangxi, People’s Republic of China
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Hidalgo-Bravo A, Rivera-Paredez B, León-Reyes G, Patiño N, Castillejos-López M, Salmerón J, Velázquez-Cruz R. Unravelling the Contribution of the rs7041 and rs4588 Polymorphisms of the GC Gene and Serum VDBP Levels for Developing Metabolic Syndrome in the Mexican Population. Int J Mol Sci 2022; 23:ijms231810581. [PMID: 36142493 PMCID: PMC9503453 DOI: 10.3390/ijms231810581] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 08/29/2022] [Accepted: 09/03/2022] [Indexed: 11/16/2022] Open
Abstract
Metabolic syndrome (MetS) is a multifactorial disorder integrated by a constellation of cardiovascular risk factors. The genetic and environmental determinants of MetS are not fully elucidated. This study investigated the association of two common single nucleotide polymorphisms (SNPs) on GC, rs7041 and rs4588, derived haplotypes, and serum vitamin D binding protein (VDBP) levels with the susceptibility to suffer MetS in Mexican adults. We included 1924 individuals; clinical and biochemical data were obtained through standard methods. Genotyping was performed through predesigned TaqMan assays. Logistic regression models were used to assess the associations of interest. Prevalence of MetS was 52.9% in the whole population, being more frequent in women. We observed that some association results differed between sexes. The GG genotype of the rs7041 was associated with increased odds of MetS in women. For the rs4588, the CA genotype had a protective effect against MetS in women. The haplotype GC2 was associated with reduced odds for MetS and some of its components in women. Our data suggest that VDBP serum levels were influenced by genotypes/haplotypes and this interplay seems to influence the risk of MetS. Our data provide reliable evidence regarding the association of GC polymorphisms with MetS risk in Mexican women.
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Affiliation(s)
- Alberto Hidalgo-Bravo
- Departamento de Genética, Instituto Nacional de Rehabilitación (INR), Mexico City 014389, Mexico
| | - Berenice Rivera-Paredez
- Centro de Investigación en Políticas, Población y Salud, Facultad de Medicina, Universidad Nacional Autónoma de México (UNAM), Mexico City 04510, Mexico
| | - Guadalupe León-Reyes
- Laboratorio de Genómica del Metabolismo Óseo, Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico
| | - Nelly Patiño
- Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico
| | - Manuel Castillejos-López
- Departamento de Epidemiología, Instituto Nacional de Enfermedades Respiratorias (INER), Mexico City 14080, Mexico
| | - Jorge Salmerón
- Centro de Investigación en Políticas, Población y Salud, Facultad de Medicina, Universidad Nacional Autónoma de México (UNAM), Mexico City 04510, Mexico
| | - Rafael Velázquez-Cruz
- Laboratorio de Genómica del Metabolismo Óseo, Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico
- Correspondence: ; Tel.: +52-(55)-5350-1900; Fax: +52-(55)-5350-1999
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Pérez-Castro E, Godínez-Jaimes F, Vázquez-Medina MU, Ocharan-Hernández ME, Vargas-De-León C. Derivation and validation of sex-specific continuous metabolic syndrome scores for the Mexican adult population. Sci Rep 2022; 12:9659. [PMID: 35688913 PMCID: PMC9187334 DOI: 10.1038/s41598-022-10963-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Accepted: 03/31/2022] [Indexed: 11/09/2022] Open
Abstract
Traditionally the diagnosis of Metabolic syndrome (MetS) is binary (present/absent). The goal of this work is to propose a sex-specific continuous score to measure the severity of MetS in Mexican adults using waist circumference and body mass index as adiposity measures. MetSx-WC and MetSx-BMI indexes by sex were derived by confirmatory factor analysis (CFA) using data for 6567 adult participants of the National Health and Nutrition Survey 2018. The overall fit of the two proposed CFA models was excellent. We then validated these scores using a community-based health study of 862 university participants and determined that the reliability and strength of agreement between the MetSx-WC and MetSx-BMI scores were excellent. The ROC analysis of the resulting indexes indicates that they have excellent ability to discriminate a MetS classification according to the different criteria. The correlations of MetSx scores and surrogate markers of insulin resistance and obesity ranged from weak to strong. Subsequently, a retrospective study of 310 hospitalized patients with COVID-19 was used to determined that MetSx-BMI score was associated with the mortality of patients with COVID-19. The proposed indices provide a continuous measure in the identification of MetS risk in Mexican adults.
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Affiliation(s)
- Eduardo Pérez-Castro
- Maestría en Matemáticas Aplicadas, Facultad de Matemáticas, Universidad Autónoma de Guerrero, Chilpancingo, Guerrero, Mexico
| | - Flaviano Godínez-Jaimes
- Maestría en Matemáticas Aplicadas, Facultad de Matemáticas, Universidad Autónoma de Guerrero, Chilpancingo, Guerrero, Mexico
| | - Martín Uriel Vázquez-Medina
- Sección de Estudios de Posgrado e Investigación, Escuela Superior de Medicina, Instituto Politécnico Nacional, Mexico City, Mexico
- Departamento de Investigación, Hospital Central Militar, Secretaria de la Defensa Nacional, Mexico City, Mexico
| | - María Esther Ocharan-Hernández
- Sección de Estudios de Posgrado e Investigación, Escuela Superior de Medicina, Instituto Politécnico Nacional, Mexico City, Mexico
| | - Cruz Vargas-De-León
- Maestría en Matemáticas Aplicadas, Facultad de Matemáticas, Universidad Autónoma de Guerrero, Chilpancingo, Guerrero, Mexico.
- Sección de Estudios de Posgrado e Investigación, Escuela Superior de Medicina, Instituto Politécnico Nacional, Mexico City, Mexico.
- Divisón de Investigación, Hospital Juárez de México, Mexico City, Mexico.
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B-Cell Activating Factor Increases Related to Adiposity, Insulin Resistance, and Endothelial Dysfunction in Overweight and Obese Subjects. Life (Basel) 2022; 12:life12050634. [PMID: 35629302 PMCID: PMC9146198 DOI: 10.3390/life12050634] [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: 04/01/2022] [Revised: 04/12/2022] [Accepted: 04/21/2022] [Indexed: 02/07/2023] Open
Abstract
Obesity (OB) is a major healthcare problem that results from long-term energy imbalance. Adipokines and pro-inflammatory cytokines facilitate adipose tissue (AT) remodeling to safely store excess nutrients. B-cell activating factor (BAFF) is a newly described adipokine whose role in enhancing adipogenesis has been reported. The present study aimed to evaluate serum BAFF association with adiposity distribution, serum adipokines, pro-inflammatory cytokines, and metabolic and endothelial dysfunction markers. The study included 124 young Mexican adults with no diagnosed comorbidities, divided according to their BMI. Anthropometric measurements, blood counts, and serum molecules (i.e., glucose, lipid profile, insulin, leptin, pro- and anti-inflammatory cytokines, von Willebrand factor (vWF), and BAFF) were assessed. The analysis showed positive correlation between BAFF and increased fat mass in all anthropometric measurements (p < 0.0001). BAFF augmentation was related to systemic inflammatory environment (p < 0.05), and linked with insulin resistance status (p < 0.05). BAFF increment was also correlated with early endothelial damage markers such as vWF (p < 0.0001). Linear regression analysis showed a role for BAFF in predicting serum vWF concentrations (p < 0.01). In conclusion, our data show that BAFF is an adipokine dynamically related to OB progression, insulin resistance status, and systemic inflammatory environment, and is a predictor of soluble vWF augmentation, in young overweight and obese Mexican subjects.
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