Development and validation of a predictive model for incident type 2 diabetes in middle-aged Mexican adults: the metabolic syndrome cohort

被引:32
作者
Arellano-Campos, Olimpia [1 ]
Gomez-Velasco, Donaji V. [1 ]
Bello-Chavolla, Omar Yaxmehen [1 ,3 ]
Cruz-Bautista, Ivette [1 ]
Melgarejo-Hernandez, Marco A. [2 ]
Munoz-Hernandez, Liliana [1 ]
Guillen, Luz E. [2 ]
de Jesus Garduno-Garcia, Jose [4 ]
Alvirde, Ulices [1 ]
Ono-Yoshikawa, Yukiko [5 ]
Choza-Romero, Ricardo [5 ]
Sauque-Reyna, Leobardo [6 ]
Eugenia Garay-Sevilla, Maria [7 ]
Manuel Malacara-Hernandez, Juan [7 ]
Teresa Tusie-Luna, Maria [8 ]
Miguel Gutierrez-Robledo, Luis [9 ]
Gomez-Perez, Francisco J. [2 ]
Rojas, Rosalba [10 ]
Aguilar-Salinas, Carlos A. [1 ,2 ,3 ]
机构
[1] Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Unidad Invest Enfermedades Metabol, Vasco Quiroga 15, Mexico City 14000, DF, Mexico
[2] Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Dept Endocrinol, Metabol, Mexico City, DF, Mexico
[3] Univ Nacl Autonoma Mexico, MD PhD PECEM Program, Fac Med, Mexico City, DF, Mexico
[4] Hosp Gen Reg 251, Inst Mexicano Seguro Social, Mexico City, DF, Mexico
[5] Ctr Med Ono Aguascalientes, Mexico City, DF, Mexico
[6] Unidad Metabol & Cardiovasc, Cuernavaca, Morelos, Mexico
[7] Univ Guanajuato, Inst Invest Med, Guanajuato, Mexico
[8] Inst Invest Biomed, Unidad Biol Mol & Med Genom, Mexico City, DF, Mexico
[9] Inst Nacl Geriatria, Mexico City, DF, Mexico
[10] Inst Nacl Salud Publ, Cuernavaca, Morelos, Mexico
关键词
Mexico; Incidence; Obesity; Latinos; Urbanization; Diabetes prediction; NATIONAL-HEALTH; RISK-FACTORS; MELLITUS; INDIVIDUALS; PREVALENCE; WHITE; TOOL;
D O I
10.1186/s12902-019-0361-8
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
BackgroundType 2 diabetes mellitus (T2D) is a leading cause of morbidity and mortality in Mexico. Here, we aimed to report incidence rates (IR) of type 2 diabetes in middle-aged apparently-healthy Mexican adults, identify risk factors associated to ID and develop a predictive model for ID in a high-risk population.MethodsProspective 3-year observational cohort, comprised of apparently-healthy adults from urban settings of central Mexico in whom demographic, anthropometric and biochemical data was collected. We evaluated risk factors for ID using Cox proportional hazard regression and developed predictive models for ID.ResultsWe included 7636 participants of whom 6144 completed follow-up. We observed 331 ID cases (IR: 21.9 per 1000 person-years, 95%CI 21.37-22.47). Risk factors for ID included family history of diabetes, age, abdominal obesity, waist-height ratio, impaired fasting glucose (IFG), HOMA2-IR and metabolic syndrome. Early-onset ID was also high (IR 14.77 per 1000 person-years, 95%CI 14.21-15.35), and risk factors included HOMA-IR and IFG. Our ID predictive model included age, hypertriglyceridemia, IFG, hypertension and abdominal obesity as predictors (D-xy=0.487, c-statistic=0.741) and had higher predictive accuracy compared to FINDRISC and Cambridge risk scores.ConclusionsID in apparently healthy middle-aged Mexican adults is currently at an alarming rate. The constructed models can be implemented to predict diabetes risk and represent the largest prospective effort for the study metabolic diseases in Latin-American population.
引用
收藏
页数:10
相关论文
共 28 条
  • [1] Characteristics of patients with type 2 diabetes in Mexico -: Results from a large population-based nationwide survey
    Aguilar-Salinas, CA
    Monroy, OV
    Gómez-Pérez, FJ
    Chávez, AG
    Esqueda, AL
    Cuevas, VM
    Rull-Rodrigo, JA
    Conyer, RT
    [J]. DIABETES CARE, 2003, 26 (07) : 2021 - 2026
  • [2] Prevalence of dyslipidemias in the Mexican National Health and Nutrition Survey 2006
    Aguilar-Salinas, Carlos A.
    Gomez-Perez, Francisco J.
    Rull, Juan
    Villalpando, Salvador
    Barquera, Simon
    Rojas, Rosalba
    [J]. SALUD PUBLICA DE MEXICO, 2010, 52 : S44 - S53
  • [3] Diabetes and Cause-Specific Mortality in Mexico City
    Alegre-Diaz, Jesus
    Herrington, William
    Lopez-Cervantes, Malaquias
    Gnatiuc, Louisa
    Ramirez, Raul
    Hill, Michael
    Baigent, Colin
    McCarthy, Mark I.
    Lewington, Sarah
    Collins, Rory
    Whitlock, Gary
    Tapia-Conyer, Roberto
    Peto, Richard
    Kuri-Morales, Pablo
    Emberson, Jonathan R.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2016, 375 (20) : 1961 - 1971
  • [4] Epidemiology of diabetes mellitus in Mexico
    Bello-Chavolla, Omar Y.
    Rojas-Martinez, Rosalba
    Aguilar-Salinas, Carlos A.
    Hernandez-Avila, Mauricio
    [J]. NUTRITION REVIEWS, 2017, 75 : 4 - 12
  • [5] Ethnicity is an independent risk indicator when estimating diabetes risk with FINDRISC scores: A cross sectional study comparing immigrants from the Middle East and native Swedes
    Bennet, L.
    Groop, L.
    Lindblad, U.
    Agardh, C-D
    Franks, P. W.
    [J]. PRIMARY CARE DIABETES, 2014, 8 (03) : 231 - 238
  • [6] Population-based incidence rates and risk factors for a type 2 diabetes in white individuals - The Bruneck study
    Bonora, E
    Kiechl, S
    Willeit, J
    Oberhollenzer, F
    Egger, G
    Meigs, JB
    Bonadonna, RC
    Muggeo, M
    [J]. DIABETES, 2004, 53 (07) : 1782 - 1789
  • [7] AUSDRISK: an Australian Type 2 Diabetes Risk Assessment Tool based on demographic, lifestyle and simple anthropometric measures
    Chen, Lei
    Magliano, Dianna J.
    Balkau, Beverley
    Colagiuri, Stephen
    Zimmet, Paul Z.
    Tonkin, Andrew M.
    Mitchell, Paul
    Phillips, Patrick J.
    Shaw, Jonathan E.
    [J]. MEDICAL JOURNAL OF AUSTRALIA, 2010, 192 (04) : 197 - 202
  • [8] González-Villalpando C, 2014, SALUD PUBLICA MEXICO, V56, P11
  • [9] GRIFFIN S, 2003, DIABETES-METAB RES, V16, P164, DOI DOI 10.1002/1520-7560(200005/06)16:3
  • [10] Instituto Nacional de Salud Publica, 2012, ENC NAC SAL NUTR 201