Amalia B, Cadogan SL, Prabandari YS, Filippidis FT. Socio-demographic inequalities in cigarette smoking in Indonesia, 2007 to 2014. Prev Med. 2019;123:27–33. https://doi.org/10.1016/j.ypmed.2019.02.025.
Ananta A, Arifin EN, Hasbullah MS, Handayani NB, Pramono W. Demography of Indonesia’s Ethnicity. Singapore: Institute of Southeast Asian Studies; 2015.
Aune D, ó Hartaigh B, Vatten LJ. Resting heart rate and the risk of type 2 diabetes: A systematic review and dose-response meta-analysis of cohort studies. Nutrition Metabolism Cardiovascular Diseases. 2015;25(6):526–34. https://doi.org/10.1016/j.numecd.2015.02.008.
Aune D, Norat T, Leitzmann M, Tonstad S, Vatten LJ. Physical activity and the risk of type 2 diabetes: A systematic review and dose-response meta-analysis. Eur J Epidemiol. 2015;30(7):529–42. https://doi.org/10.1007/s10654-015-0056-z.
Baker P, Friel S. Processed foods and the nutrition transition: evidence from Asia. Obes Rev. 2014;15(7):564–77. https://doi.org/10.1111/obr.12174.
Bakker EA, Sui X, Brellenthin AG, Lee D. Physical activity and fitness for the prevention of hypertension. Curr Opin Cardiol. 2018;33(4):394–401. https://doi.org/10.1097/HCO.0000000000000526.
Bardenheier BH, Bullard KMK, Caspersen CJ, Cheng YJ, Gregg EW, Geiss LS. Novel use of structural equation models to examine factors associated with prediabetes among adults aged 50 years and older: National health and nutrition examination survey 2001–2006. Diabetes Care. 2013;36(9):2655–62. https://doi.org/10.2337/dc12-2608.
Barnes AS. (2011). The epidemic of obesity and diabetes: Trends and treatments. Texas Heart Institute Journal, 38(2), 142–144. Retrieved from .
Bays HE, Chapman RH, Grandy S. The relationship of body mass index to diabetes mellitus, hypertension and dyslipidaemia: comparison of data from two national surveys. Int J Clin Pract. 2007;61(5):737–47. https://doi.org/10.1111/j.1742-1241.2007.01336.x.
Bei B, Seeman TE, Carroll JE, Wiley JF. (2017). Sleep and Physiological Dysregulation: A Closer Look at Sleep Intraindividual Variability. Sleep, 40(9). https://doi.org/10.1093/sleep/zsx109.
Bellou V, Belbasis L, Tzoulaki I, Evangelou E. Risk factors for type 2 diabetes mellitus: An exposure-wide umbrella review of meta-analyses. PLoS ONE. 2018;13(3):e0194127. https://doi.org/10.1371/journal.pone.0194127.
Blasio A, Di, Donato F, Di, Mazzocco C. (2005). Guidelines for the data processing and analysis of the International Physical Activity Questionnaire. Retrieved May 18, 2020, from http://www.ipaq.ki.se.
Bollen KA, Bauldry S. Three Cs in Measurement Models: Causal Indicators, Composite Indicators, and Covariates. Psychol Methods. 2011;16(3):265–84. https://doi.org/10.1037/a0024448.
Buxton OM, Marcelli E. Short and long sleep are positively associated with obesity, diabetes, hypertension, and cardiovascular disease among adults in the United States. Soc Sci Med. 2010;71(5):1027–36. https://doi.org/10.1016/j.socscimed.2010.05.041.
Byrne BM. Choosing Structural Equation Modeling Computer Software: Snapshots of LISREL, EQS, AMOS, and Mplus. In: R. Hoyle, Handbook of Structural Equation Modeling. New York: The Guilford Press; 2012. pp. 307–24.
Camelo LV, Giatti L, Neves JAB, Lotufo PA, Benseñor IM, Chor D, … Barreto SM. Life Course Socioeconomic Position and C-Reactive Protein: Mediating Role of Health-Risk Behaviors and Metabolic Alterations. The Brazilian Longitudinal Study of Adult Health (ELSA-Brasil). PLoS ONE. 2014;9(10):e108426. https://doi.org/10.1371/journal.pone.0108426.
Carlsson AC, Andreasson N, A., & Wändell PE. Poor self-rated health is not associated with a high total allostatic load in type 2 diabetic patients - But high blood pressure is. Diabetes Metabolism. 2011;37(5):446–51. https://doi.org/10.1016/j.diabet.2011.03.005.
Cattell RB. The Scree Test For The Number Of Factors. Multivar Behav Res. 1966;1(2):245–76. https://doi.org/10.1207/s15327906mbr0102_10.
Chobanian AV, Bakris GL, Black HR, Cushman WC, Green LA, Izzo JL, … Roccella EJ. The Seventh Report of the Joint National Committee on Prevention, Detection, Evaluation, and Treatment of High Blood Pressure: The JNC 7 Report. J Am Med Assoc. 2003;289(19):2560–72. https://doi.org/10.1001/jama.289.19.2560.
Christiani Y, Byles JE, Tavener M, Dugdale P. Gender Inequalities in Noncommunicable Disease Risk Factors among Indonesian Urban Population. Asia Pac J Public Health. 2015;28(2):134–45. https://doi.org/10.1177/1010539515626265.
Clark AJ, Dich N, Lange T, Jennum P, Hansen ÅM, Lund R, Rod NH. Impaired sleep and allostatic load: Cross-sectional results from the Danish Copenhagen Aging and Midlife Biobank. Sleep Med. 2014;15(12):1571–8. https://doi.org/10.1016/j.sleep.2014.07.013.
De Rekeneire N, Peila R, Ding J, Colbert LH, Visser M, Shorr RI, … Harris TB. Diabetes, hyperglycemia, and inflammation in older individuals: The Health, Aging and Body Composition study. Diabetes Care. 2006;29(8):1902–8. https://doi.org/10.2337/dc05-2327.
Di Milia L, Vandelanotte C, Duncan MJ. The association between short sleep and obesity after controlling for demographic, lifestyle, work and health related factors. Sleep Med. 2013;14(4):319–23. https://doi.org/10.1016/j.sleep.2012.12.007.
Dinno A. (2018). paran: Horn’s Test of Principal Components/Factors, version 1.5.2. Retrieved from https://cran.r-project.org/web/packages/paran/index.html.
Finkelstein EA, Chay J, Bajpai S. The economic burden of self-reported and undiagnosed cardiovascular diseases and diabetes on Indonesian households. PLoS ONE. 2014;9(6):99572. https://doi.org/10.1371/journal.pone.0099572.
Fogelholm M. Physical activity, fitness and fatness: relations to mortality, morbidity and disease risk factors. A systematic review. Obes Rev. 2010;11(3):202–21. https://doi.org/10.1111/j.1467-789X.2009.00653.x.
Fogelholm M, Kukkonen-Harjula K. Does physical activity prevent weight gain - a systematic review. Obes Rev. 2000;1(2):95–111. https://doi.org/10.1046/j.1467-789x.2000.00016.x.
Forrester SN, Leoutsakos JM, Gallo JJ, Thorpe RJ, Seeman TE. Association between allostatic load and health behaviours: A latent class approach. J Epidemiol Community Health. 2019;73(4):340–5. https://doi.org/10.1136/jech-2018-211289.
Franklin SB, Gibson DJ, Robertson PA, Pohlmann JT, Fralish JS. Parallel Analysis: a method for determining significant principal components. J Veg Sci. 1995;6(1):99–106. https://doi.org/10.2307/3236261.
Gay JL, Salinas JJ, Buchner DM, Mirza S, Kohl HW, Fisher-Hoch SP, McCormick JB. Meeting Physical Activity Guidelines is Associated with Lower Allostatic Load and Inflammation in Mexican Americans. J Immigr Minor Health. 2015;17(2):574–81. https://doi.org/10.1007/s10903-013-9950-1.
Gress TW, Nieto FJ, Shahar E, Wofford MR, Brancati FL. Hypertension and Antihypertensive Therapy as Risk Factors for Type 2 Diabetes Mellitus. N Engl J Med. 2000;342(13):905–12. https://doi.org/10.1056/NEJM200003303421301.
Gunzler D, Chen T, Wu P, Zhang H. Introduction to mediation analysis with structural equation modeling. Shanghai Archives of Psychiatry. 2013;25(6):390–4. https://doi.org/10.3969/j.issn.1002-0829.2013.06.009.
Hayashi T, Tsumura K, Suematsu C, Endo G, Fujii S, Okada K. High normal blood pressure, hypertension, and the risk of type 2 diabetes in Japanese men: The Osaka Health Survey. Diabetes Care. 1999;22(10):1683–7. https://doi.org/10.2337/diacare.22.10.1683.
Heo M, Kim RS, Wylie-Rosett J, Allison DB, Heymsfield SB, Faith MS. Inverse Association between Fruit and Vegetable Intake and BMI even after Controlling for Demographic, Socioeconomic and Lifestyle Factors. Obesity Facts. 2011;4(6):449–55. https://doi.org/10.1159/000335279.
Herningtyas EH, Hu P, Edenfield M, Strauss J, Crimmins E, Witoelar F, … Sikoki B. Dried Blood Spot User’s Guide for the Indonesia Family Life Survey, Wave. 5 (No. WR-1143/6-NIA/NICHD).: RAND Corporation; 2017.
Hoyle RH. Handbook of Structural Equation Modeling. New York: The Guilford Press; 2012.
Hu P, Edenfield M, Potter A, Kale V, Risbud A, Williams S, … Seeman T. Validation and modification of dried blood spot-based glycosylated hemoglobin assay for the longitudinal aging study in India. American Journal of Human Biology. 2015;27(4):579–81. https://doi.org/10.1002/ajhb.22664.
Hussain MA, Al Mamun A, Reid C, Huxley RR. (2016). Prevalence, awareness, treatment and control of hypertension in Indonesian adults aged ≥ 40 years: Findings from the Indonesia Family Life Survey (IFLS). PLoS ONE, 11(8). https://doi.org/10.1371/journal.pone.0160922.
International Diabetes Federation. (2015). IDF Diabetes Atlas, 7th edition. Brussels, Belgium: International Diabetes Federation.
International Diabetes Federation. (2019). IDF Diabetes Atlas, 9th edition. Brussels, Belgium: International Diabetes Federation.
Jarrin DC, Alvaro PK, Bouchard MA, Jarrin SD, Drake CL, Morin CM. Insomnia and hypertension: A systematic review. Sleep Med Rev. 2018;41:3–38. https://doi.org/10.1016/j.smrv.2018.02.003.
Juster RP, McEwen BS, Lupien SJ. Allostatic load biomarkers of chronic stress and impact on health and cognition. Neurosci Biobehav Rev. 2010;35(1):2–16. https://doi.org/10.1016/j.neubiorev.2009.10.002.
Kahn SE, Hull RL, Utzschneider KM. Mechanisms linking obesity to insulin resistance and type 2 diabetes. Nature. 2006;444(7121):840–6. https://doi.org/10.1038/nature05482.
Kaiser HF. The Application of Electronic Computers to Factor Analysis. Educ Psychol Measur. 1960;20(1):141–51. https://doi.org/10.1177/001316446002000116.
Kaminsky LA, Montoye AHK. (2014). Physical activity and health: What is the best dose? Journal of the American Heart Association, 3(5). https://doi.org/10.1161/JAHA.114.001430.
Kasapis C, Thompson PD. The effects of physical activity on serum C-reactive protein and inflammatory markers: A systematic review. J Am Coll Cardiol. 2005;45(10):1563–9. https://doi.org/10.1016/j.jacc.2004.12.077.
Lidfeldt J, Nerbrand C, Samsioe G, Agardh CD. Women living alone have an increased risk to develop diabetes, which is explained mainly by lifestyle factors. Diabetes Care. 2005;28(10):2531–6. https://doi.org/10.2337/diacare.28.10.2531.
Lin X, Xu Y, Pan X, Xu J, Ding Y, Sun X, … Shan PF. Global, regional, and national burden and trend of diabetes in 195 countries and territories: an analysis from 1990 to 2025. Sci Rep. 2020;10(1):14790. https://doi.org/10.1038/s41598-020-71908-9.
Mattei J, Noel SE, Tucker KL. A Meat, Processed Meat, and French Fries Dietary Pattern Is Associated with High Allostatic Load in Puerto Rican Older Adults. J Am Diet Assoc. 2011;111(10):1498–506. https://doi.org/10.1016/j.jada.2011.07.006.
McEwen BS. Protective and Damaging Effects of Stress Mediators. N Engl J Med. 1998a;338(3):171–9. https://doi.org/10.1056/NEJM199801153380307.
McEwen BS. Stress, Adaptation, and Disease: Allostasis and Allostatic Load. Ann N Y Acad Sci. 1998b;840(1):33–44. https://doi.org/10.1111/j.1749-6632.1998.tb09546.x.
McEwen BS, Seeman T. Protective and damaging effects of mediators of stress. Elaborating and testing the concepts of allostasis and allostatic load. Ann N Y Acad Sci. 1999;896(1):30–47. https://doi.org/10.1111/j.1749-6632.1999.tb08103.x.
McEwen BS, Stellar E. Stress and the Individual: Mechanisms Leading to Disease. Arch Intern Med. 1993;153(18):2093–101. https://doi.org/10.1001/archinte.1993.00410180039004.
McEwen BS, Wingfield JC. The concept of allostasis in biology and biomedicine. Horm Behav. 2003;43(1):2–15. https://doi.org/10.1016/S0018-506X(02)00024-7.
Micha R, Shulkin ML, Peñalvo JL, Khatibzadeh S, Singh GM, Rao M, … Mozaffarian D. (2017). Etiologic effects and optimal intakes of foods and nutrients for risk of cardiovascular diseases and diabetes: Systematic reviews and meta-analyses from the nutrition and chronic diseases expert group (NutriCoDE). PLoS ONE, 12(4). https://doi.org/10.1371/journal.pone.0175149.
Miller RG. (1981). Simultaneous Statistical Inference (2nd ed.). https://doi.org/10.1007/978-1-4613-8122-8.
Mills KT, Stefanescu A, He J. The global epidemiology of hypertension. Nat Rev Nephrol. 2020;16(4):223–37. https://doi.org/10.1038/s41581-019-0244-2.
Monterrosa AE, Haffner SM, Stern MP, Hazuda HP. Sex difference in lifestyle factors predictive of diabetes in Mexican-Americans. Diabetes Care. 1995;18(4):448–56. https://doi.org/10.2337/diacare.18.4.448.
Muthén LK, Muthén BO. Mplus User’s Guide. 8th ed. Los Angeles: Muthén & Muthén; 2017.
Ng R, Sutradhar R, Yao Z, Wodchis WP, Rosella LC. Smoking, drinking, diet and physical activity - Modifiable lifestyle risk factors and their associations with age to first chronic disease. Int J Epidemiol. 2020;49(1):113–30. https://doi.org/10.1093/ije/dyz078.
Nishida C, Barba C, Cavalli-Sforza T, Cutter J, Deurenberg P, Darnton-Hill I, … Zimmet P. Appropriate body-mass index for Asian populations and its implications for policy and intervention strategies. The Lancet. 2004;363(9403):157–63. https://doi.org/10.1016/S0140-6736(03)15268-3.
Paradis AM, Godin G, Pérusse L, Vohl MC. Associations between dietary patterns and obesity phenotypes. International Journal of Obesity. 2009;33(12):1419–26. https://doi.org/10.1038/ijo.2009.179.
Pearl J. The Causal Foundations of Structural Equation Modeling. In: R. Hoyle, Handbook of Structural Equation Modeling. New York: The Guilford Press; 2012. pp. 68–91.
Pengpid S, Peltzer K. The Prevalence of Underweight, Overweight/Obesity and Their Related Lifestyle Factors in Indonesia, 2014–15. AIMS Public Health. 2017;4(6):633–49. https://doi.org/10.3934/publichealth.2017.6.633.
Persson P-G, Carlsson S, Svanstrom L, Ostenson C-G, Efendic S, Grill V. Cigarette smoking, oral moist snuff use and glucose intolerance. J Intern Med. 2000;248(2):103–10. https://doi.org/10.1046/j.1365-2796.2000.00708.x.
Petrovic D, Pivin E, Ponte B, Dhayat N, Pruijm M, Ehret G, … Stringhini S. Sociodemographic, behavioral and genetic determinants of allostatic load in a Swiss population-based study. Psychoneuroendocrinology. 2016;67:76–85. https://doi.org/10.1016/j.psyneuen.2016.02.003.
Poulter N. (2003). Global risk of cardiovascular disease. Heart, 89(SUPPL. 2), ii2–ii5. https://doi.org/10.1136/heart.89.suppl_2.ii2.
Quatromoni PA, Copenhafer DL, D’Agostino RB, Millen BE. Dietary patterns predict the development of overweight in women. J Am Diet Assoc. 2002;102(9):1239–46. https://doi.org/10.1016/s0002-8223(02)90275-0.
Reimers A, Knapp G, Reimers C-D. Effects of Exercise on the Resting Heart Rate: A Systematic Review and Meta-Analysis of Interventional Studies. Journal of Clinical Medicine. 2018;7(12):503. https://doi.org/10.3390/jcm7120503.
Reutrakul S, Van Cauter E. Sleep influences on obesity, insulin resistance, and risk of type 2 diabetes. Metabolism: Clinical Experimental. 2018;84:56–66. https://doi.org/10.1016/j.metabol.2018.02.010.
Revelle W. (2019). psych: Procedures for Psychological, Psychometric, and Personality Research, Northwestern University, Evanston, Illinois, USA, version 1.9.12. Retrieved from https://cran.r-project.org/package=psych.
Ridker PM. (2003). C-reactive protein: a simple test to help predict risk of heart attack and stroke. Circulation, 108(12). https://doi.org/10.1161/01.CIR.0000093381.57779.67.
Roman-Urrestarazu A, Ali FMH, Reka H, Renwick MJ, Roman GD, Mossialos E. Structural equation model for estimating risk factors in type 2 diabetes mellitus in a Middle Eastern setting: Evidence from the STEPS Qatar. BMJ Open Diabetes Research Care. 2016;4(1):e000231. https://doi.org/10.1136/bmjdrc-2016-000231.
RStudio Team. (2020). RStudio: Integrated Development Environment for R. Retrieved from https://www.rstudio.com/.
Schulze MB, Hu FB. Primary prevention of diabetes: What can be done and how much can be prevented? Annu Rev Public Health. 2005;26:445–67. https://doi.org/10.1146/annurev.publhealth.26.021304.144532.
Seccareccia F, Pannozzo F, Dima F, Minoprio A, Menditto A, Lo Noce C, Giampaoli S. Heart Rate as a Predictor of Mortality: The MATISS Project. Am J Public Health. 2001;91(8):1258–63. https://doi.org/10.2105/AJPH.91.8.1258.
Seeman T, Epel E, Gruenewald T, Karlamangla A, McEwen BS. Socio-economic differentials in peripheral biology: Cumulative allostatic load. Ann N Y Acad Sci. 2010;1186(1):223–39. https://doi.org/10.1111/j.1749-6632.2009.05341.x.
Seixas AA, Vallon J, Barnes-Grant A, Butler M, Langford AT, Grandner MA, … Jean-Louis G. Mediating effects of body mass index, physical activity, and emotional distress on the relationship between short sleep and cardiovascular disease. Medicine. 2018;97(37):e11939. https://doi.org/10.1097/MD.0000000000011939.
Slopen N, Non A, Williams DR, Roberts AL, Albert MA. Childhood Adversity, Adult Neighborhood Context, and Cumulative Biological Risk for Chronic Diseases in Adulthood. Psychosom Med. 2014;76(7):481–9. https://doi.org/10.1097/PSY.0000000000000081.
Sotos-Prieto M, Bhupathiraju SN, Falcón LM, Gao X, Tucker KL, Mattei J. A Healthy Lifestyle Score Is Associated with Cardiometabolic and Neuroendocrine Risk Factors among Puerto Rican Adults. The Journal of Nutrition. 2015;145(7):1531–40. https://doi.org/10.3945/jn.114.206391.
StataCorp. Stata Statistical Software: Release 14. College Station: StataCorp LP; 2015.
Statistics Indonesia - Badan Pusat Statistik - BPS, National Population and Family Planning Board - BKKBN/Indonesia, Kementerian Kesehatan - Kemenkes - Ministry of Health/Indonesia, and I. I. (2013). Indonesia Demographic and Health Survey 2012. Jakarta, Indonesia: BPS, BKKBN, Kemenkes, and ICF International.
Steptoe A, Hackett RA, Lazzarino AI, Bostock S, La Marca R, Carvalho LA, Hamer M. Disruption of multisystem responses to stress in type 2 diabetes: Investigating the dynamics of allostatic load. Proc Natl Acad Sci USA. 2014;111(44):15693–8. https://doi.org/10.1073/pnas.1410401111.
Strauss J, Witoelar F, Sikoki B. (2016). The Fifth Wave of the Indonesia Family Life Survey: Overview and Field Report (No. WR-1143/1-NIA/NICHD). https://doi.org/10.7249/wr1143.1.
Suryadinata L, Arifin EN, Ananta A. Indonesia’s Population: Ethnicity and Religion in a Changing Political Landscape. Singapore: Institute of Southeast Asian Studies; 2003.
The National Institute of Health Research and Development. National report on basic health research, RISKESDAS. Indonesia Ministry of Health, Jakarta; 2013.
Tripathy JP, Thakur JS, Jeet G, Chawla S, Jain S, Pal A, … Saran R. Prevalence and risk factors of diabetes in a large community-based study in North India: results from a STEPS survey in Punjab, India. Diabetology Metabolic Syndrome. 2017;9(1):1–8. https://doi.org/10.1186/s13098-017-0207-3.
Tripathy JP, Thakur JS, Jeet G, Jain S. Structural equation modeling to identify the risk factors of diabetes in the adult population of North India. Tropical Medicine Health. 2018;46(1):23. https://doi.org/10.1186/s41182-018-0104-y.
United Nations Statistics Division. (2015). Population by sex and urban/rural residence. Retrieved January 13, 2021, from Demographic Statistics Database website: http://data.un.org/Data.aspx?d=POP&f=tableCode%3A1.
van Draanen J, Prelip M, Upchurch DM. Consumption of fast food, sugar-sweetened beverages, artificially-sweetened beverages and allostatic load among young adults. Preventive Medicine Reports. 2018;10:212–7. https://doi.org/10.1016/j.pmedr.2017.11.004.
Wang X, Bao W, Liu J, Ouyang YY, Wang D, Rong S, … Liu LG. Inflammatory markers and risk of type 2 diabetes: A systematic review and meta-analysis. Diabetes Care. 2013;36(1):166–75. https://doi.org/10.2337/dc12-0702.
West SG, Taylor AB, Wu W. Model Fit and Model Selection in Structural Equation Modeling. In: R. Hoyle, Handbook of Structural Equation Modeling. New York: The Guilford Press; 2012. pp. 209–31.
Willi C, Bodenmann P, Ghali WA, Faris PD, Cornuz J. Active smoking and the risk of type 2 diabetes: A systematic review and meta-analysis. J Am Med Assoc. 2007;298(22):2654–64. https://doi.org/10.1001/jama.298.22.2654.
World Health Organization. (2011a). Global atlas on cardiovascular disease prevention and control. Retrieved September 9, 2020, from World Health Organization website: http://www.who.int/cardiovascular_diseases/publications/atlas_cvd/en/.
World Health Organization. (2011b). Global status report on noncommunicable diseases 2010. Retrieved August 31, 2020, from World Health Organization website: http://www.who.int/nmh/publications/ncd_report2010/en/.
World Health Organization. (2011c). Use of Glycated Haemoglobin (HbA1c) in the Diagnosis of Diabetes Mellitus: Abbreviated Report of a WHO Consultation (WHO/NMH/CHP/CPM/11.1). Retrieved January 8, 2021, from World Health Organization website: https://www.who.int/diabetes/publications/diagnosis_diabetes2011/en/.
World Health Organization. (2016). Global report on diabetes. Retrieved December 14, 2020, from World Health Organization website: https://www.who.int/publications/i/item/9789241565257.
World Health Organization. (2018). Projections of mortality and causes of death, 2016 to 2060. Retrieved March 19, 2021, from World Health Organization website: https://www.who.int/healthinfo/global_burden_disease/projections/en/.
World Health Organization. (2020). WHO Guidelines on Physical Activity and Sedentary Behaviour. Retrieved January 8, 2021, from World Health Organization website: https://www.who.int/publications/i/item/9789240015128.