Determinants diabetes mellitus of productive age
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Abstract
Background : Based on the 2018 Basic Health Research (Riskesdas) Report by the Ministry of Health, in Indonesia there has been an increase in the prevalence of DM to 10.9%. The International Diabetes Federation (IDF) in 2019 placed Indonesia as the 6th ranked country in the number of DM sufferers which reached 10.3 million. Predictions from the IDF state that there will be an increase in the number of DM patients from 10.7 million in 2019 to 13.7 million in 2030. Lifestyle changes and urbanization seem to be important causes of this problem, and will continue to increase in the coming years. Aim : this study aims to determine the determinants of DM in productive age in Pekalongan Regency, Central Java, Indonesia. Methode: This quantitative study used a cross-sectional design approach on 158 research respondents at three selected area, there are the Tirto I, Kedungwuni I, and Wiradesa district, using a questionnaire, GPAQ instrument, and self-efficacy scale. Results : The results of the logistic regression test on the determinants of productive age DM obtained the equation model Y = -3.949 - 2.040 history of heredity + 1.932 physical activity + 2.345 perceived benefits + 2.985 knowledge dm. Conclusion : So that through this logistic regression test it can be concluded that together interacting variables of physical activity, knowledge, perceived benefits have an effect on the incidence of diabetes mellitus in productive age in Pekalongan Regency. keywords: DM determinants, productive age, GPAQ, self-efficacy scale
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How to Cite
nur latif, R. V., sumardiyono, sumardiyono, & rahardjo, setyo. (2023). Determinants diabetes mellitus of productive age. Unnes Journal of Public Health, 12(2), 94-103. https://doi.org/10.15294/ujph.v12i2.72159
References
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International diabetes federation, IDF ATLAS REPORTS, 2022.
Di Iorgi N, Napoli F, Allegri AE, Olivieri I, Bertelli E, Gallizia A, Rossi A, Maghnie M. Diabetes insipidus--diagnosis and management. Horm Res Paediatr. 2012;77(2):69-84. doi: 10.1159/000336333. Epub 2012 Mar 16. PMID: 22433947.
American Diabetes Association. Economic Costs of Diabetes in the U.S. in 2017. Diabetes Care. 2018 May;41(5):917-928. doi: 10.2337/dci18-0007. Epub 2018 Mar 22. PMID: 29567642; PMCID: PMC5911784.
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Kesmodel US. Cross-sectional studies - what are they good for? Acta Obstet Gynecol Scand. 2018 Apr;97(4):388-393. doi: 10.1111/aogs.13331. PMID: 29453895.
Thiese MS. Observational and interventional study design types; an overview. Biochem Med (Zagreb). 2014;24(2):199-210. doi: 10.11613/BM.2014.022. Epub 2014 Jun 15. PMID: 24969913; PMCID: PMC4083571.
Meh K, Jurak G, Sorić M, Rocha P, Sember V. Validity and Reliability of IPAQ-SF and GPAQ for Assessing Sedentary Behaviour in Adults in the European Union: A Systematic Review and Meta-Analysis. Int J Environ Res Public Health. 2021 Apr 26;18(9):4602. doi: 10.3390/ijerph18094602. PMID: 33926123; PMCID: PMC8123682.
Meh K, Sember V, Đurić S, Vähä-Ypyä H, Rocha P, Jurak G. Reliability and Validity of Slovenian Versions of IPAQ-SF, GPAQ, and EHIS-PAQ for Assessing Physical Activity and Sedentarism of Adults. Int J Environ Res Public Health. 2021 Dec 31;19(1):430. doi: 10.3390/ijerph19010430. PMID: 35010686; PMCID: PMC8744779.
K. Meh, V. Sember, S. Ðuri, H. Vähä-ypyä, and P. Rocha, Reliability and Validity of Slovenian Versions of IPAQ-SF , GPAQ , and EHIS-PAQ for Assessing Physical Activity and Sedentarism of Adults, 2022.
J. Oh, H. Cho, Y. Y. Kim, and S. Y. Yoo, Validation of the Korean Version of the Nursing Profession Self-Efficacy Scale : A Methodological Study,” 2021.
Magon A, Conte G, Dellafiore F, Arrigoni C, Baroni I, Brera AS, Avenido J, De Maria M, Stievano A, Villa G, Caruso R. Nursing Profession Self-Efficacy Scale-Version 2: A Stepwise Validation with Three Cross-Sectional Data Collections. Healthcare (Basel). 2023 Mar 3;11(5):754. doi: 10.3390/healthcare11050754. PMID: 36900758; PMCID: PMC10001547.
Lazemi Z, Barkhordari-Sharifabad M. Translation and psychometric evaluation of the persian version of the "Nursing Profession Self-Efficacy Scale". BMC Nurs. 2023 Jan 25;22(1):24. doi: 10.1186/s12912-023-01182-3. PMID: 36698171; PMCID: PMC9875412.
Mumu SJ, Ali L, Barnett A, Merom D. Validity of the global physical activity questionnaire (GPAQ) in Bangladesh. BMC Public Health. 2017 Aug 10;17(1):650. doi: 10.1186/s12889-017-4666-0. PMID: 28797237; PMCID: PMC5553893.
Kenne Pagui EC, Salvan A, Sartori N. Improved estimation in negative binomial regression. Stat Med. 2022 Jun 15;41(13):2403-2416. doi: 10.1002/sim.9361. Epub 2022 Mar 11. PMID: 35277866; PMCID: PMC9314673.
Barros AJ, Hirakata VN. Alternatives for logistic regression in cross-sectional studies: an empirical comparison of models that directly estimate the prevalence ratio. BMC Med Res Methodol. 2003 Oct 20;3:21. doi: 10.1186/1471-2288-3-21. PMID: 14567763; PMCID: PMC521200.
Skyler JS, Bakris GL, Bonifacio E, Darsow T, Eckel RH, Groop L, Groop PH, Handelsman Y, Insel RA, Mathieu C, McElvaine AT, Palmer JP, Pugliese A, Schatz DA, Sosenko JM, Wilding JP, Ratner RE. Differentiation of Diabetes by Pathophysiology, Natural History, and Prognosis. Diabetes. 2017 Feb;66(2):241-255. doi: 10.2337/db16-0806. Epub 2016 Dec 15. PMID: 27980006; PMCID: PMC5384660.
Tosur M, Huang X, Inglis AS, Aguirre RS, Redondo MJ. Imprecise Diagnosis of Diabetes Type in Youth: Prevalence, Characteristics, and Implications. Res Sq [Preprint]. 2023 May 25:rs.3.rs-2958200. doi: 10.21203/rs.3.rs-2958200/v1. PMID: 37293006; PMCID: PMC10246228.
Liese AD, Reboussin BA, Kahkoska AR, Frongillo EA, Malik FS, Imperatore G, Saydah S, Bellatorre A, Lawrence JM, Dabelea D, Mendoza JA. Inequalities in Glycemic Control in Youth with Type 1 Diabetes Over Time: Intersectionality Between Socioeconomic Position and Race and Ethnicity. Ann Behav Med. 2022 May 18;56(5):461-471. doi: 10.1093/abm/kaab086. PMID: 34570884; PMCID: PMC9116580.
Ceriello A, Prattichizzo F. Variability of risk factors and diabetes complications. Cardiovasc Diabetol. 2021 May 7;20(1):101. doi: 10.1186/s12933-021-01289-4. PMID: 33962641; PMCID: PMC8106175.
Caussy C, Aubin A, Loomba R. The Relationship Between Type 2 Diabetes, NAFLD, and Cardiovascular Risk. Curr Diab Rep. 2021 Mar 19;21(5):15. doi: 10.1007/s11892-021-01383-7. PMID: 33742318; PMCID: PMC8805985.
F. Yusnanda, R. K. Rochadi, and L. T. Maas, Pengaruh Riwayat Keturunan terhadap Kejadian Diabetes Mellitus pada Pra Lansia di BLUD RSUD Meuraxa Kota Banda Aceh Tahun 2017 The Effect of Heritage History on Dijet Events of Diabet Mellitus in Pre-Scars in BLUD RSUD Meuraxa Kota Banda Aceh 2017, vol. 4, no. 1, pp. 1828, 2018.
A. D. Smith, A. Crippa, J. Woodcock, S. Brage, and A. D. Smith, Physical activity and incident type 2 diabetes mellitus : a systematic review and dose – response meta-analysis of prospective cohort studies,” Diabetologia, pp. 2527–2545, 2016.
R. F. Lubis and R. Kanzanabilla, “Latihan Senam dapat Menurunkan Kadar Glukosa Darah Pada Penderita Diabetes Melitus Tipe II Exercise Can Reduce Blood Glucose Levels in Type II Diabetes Mellitus Patients menurut Kementerian Kesehatan Republik, vol. 1.
Kanaley JA, Colberg SR, Corcoran MH, Malin SK, Rodriguez NR, Crespo CJ, Kirwan JP, Zierath JR. Exercise/Physical Activity in Individuals with Type 2 Diabetes: A Consensus Statement from the American College of Sports Medicine. Med Sci Sports Exerc. 2022 Feb 1;54(2):353-368. doi: 10.1249/MSS.0000000000002800. PMID: 35029593; PMCID: PMC8802999.
Sampath Kumar A, Maiya AG, Shastry BA, Vaishali K, Ravishankar N, Hazari A, Gundmi S, Jadhav R. Exercise and insulin resistance in type 2 diabetes mellitus: A systematic review and meta-analysis. Ann Phys Rehabil Med. 2019 Mar;62(2):98-103. doi: 10.1016/j.rehab.2018.11.001. Epub 2018 Dec 13. PMID: 30553010.
M. Li, M. S. Jeeyavudeen, G. Arunagirinathan, and J. Pappachan, Is Type 2 Diabetes Mellitus a Behavioural Disorder? An Evidence Review for Type 2 Diabetes Mellitus Prevention and Remission through Lifestyle Modification, no. May, 2023.
Schwingshackl L, Hoffmann G, Lampousi AM, Knüppel S, Iqbal K, Schwedhelm C, Bechthold A, Schlesinger S, Boeing H. Food groups and risk of type 2 diabetes mellitus: a systematic review and meta-analysis of prospective studies. Eur J Epidemiol. 2017 May;32(5):363-375. doi: 10.1007/s10654-017-0246-y. Epub 2017 Apr 10. PMID: 28397016; PMCID: PMC5506108.
Lewgood J, Oliveira B, Korzepa M, Forbes SC, Little JP, Breen L, Bailie R, Candow DG. Efficacy of Dietary and Supplementation Interventions for Individuals with Type 2 Diabetes. Nutrients. 2021 Jul 12;13(7):2378. doi: 10.3390/nu13072378. PMID: 34371888; PMCID: PMC8308746.
Klammer C, Schindler K, Bugl R, Plazek D, Vötter M, Kirchner T, Martino C, Klammer-Martin J, Brix J, Dämon S, Hoppichler F, Kautzky-Willer A, Kruschitz R, Toplak H, Clodi M, Ludvik B. Ernährungsempfehlungen für Menschen mit Diabetes (Update 2023) [Nutrition for diabetic patients (Update 2023)]. Wien Klin Wochenschr. 2023 Jan;135(Suppl 1):62-77. German. doi: 10.1007/s00508-023-02170-y. Epub 2023 Apr 20. PMID: 37101026; PMCID: PMC10133079.
Getie A, Wondmieneh A, Bimerew M, Gedefaw G, Demis A. Determinants of diabetes ketoacidosis among diabetes mellitus patients at North Wollo and Waghimra zone public hospitals, Amhara region, Northern Ethiopia. BMC Endocr Disord. 2021 Feb 18;21(1):26. doi: 10.1186/s12902-021-00692-y. PMID: 33602195; PMCID: PMC7890609.
Bădescu SV, Tătaru C, Kobylinska L, Georgescu EL, Zahiu DM, Zăgrean AM, Zăgrean L. The association between Diabetes mellitus and Depression. J Med Life. 2016 Apr-Jun;9(2):120-5. PMID: 27453739; PMCID: PMC4863499.
International diabetes federation, IDF Diabetes Atlas IDF Diabetes Atlas, 10th ed. IDF, 2021.
International diabetes federation, IDF ATLAS REPORTS, 2022.
Di Iorgi N, Napoli F, Allegri AE, Olivieri I, Bertelli E, Gallizia A, Rossi A, Maghnie M. Diabetes insipidus--diagnosis and management. Horm Res Paediatr. 2012;77(2):69-84. doi: 10.1159/000336333. Epub 2012 Mar 16. PMID: 22433947.
American Diabetes Association. Economic Costs of Diabetes in the U.S. in 2017. Diabetes Care. 2018 May;41(5):917-928. doi: 10.2337/dci18-0007. Epub 2018 Mar 22. PMID: 29567642; PMCID: PMC5911784.
Afroz A, Hird TR, Zomer E, Owen A, Chen L, Ademi Z, Liew D, Magliano DJ, Billah B. The impact of diabetes on the productivity and economy of Bangladesh. BMJ Glob Health. 2020 Jun;5(6):e002420. doi: 10.1136/bmjgh-2020-002420. PMID: 32532757; PMCID: PMC7295429.
Kesmodel US. Cross-sectional studies - what are they good for? Acta Obstet Gynecol Scand. 2018 Apr;97(4):388-393. doi: 10.1111/aogs.13331. PMID: 29453895.
Thiese MS. Observational and interventional study design types; an overview. Biochem Med (Zagreb). 2014;24(2):199-210. doi: 10.11613/BM.2014.022. Epub 2014 Jun 15. PMID: 24969913; PMCID: PMC4083571.
Meh K, Jurak G, Sorić M, Rocha P, Sember V. Validity and Reliability of IPAQ-SF and GPAQ for Assessing Sedentary Behaviour in Adults in the European Union: A Systematic Review and Meta-Analysis. Int J Environ Res Public Health. 2021 Apr 26;18(9):4602. doi: 10.3390/ijerph18094602. PMID: 33926123; PMCID: PMC8123682.
Meh K, Sember V, Đurić S, Vähä-Ypyä H, Rocha P, Jurak G. Reliability and Validity of Slovenian Versions of IPAQ-SF, GPAQ, and EHIS-PAQ for Assessing Physical Activity and Sedentarism of Adults. Int J Environ Res Public Health. 2021 Dec 31;19(1):430. doi: 10.3390/ijerph19010430. PMID: 35010686; PMCID: PMC8744779.
K. Meh, V. Sember, S. Ðuri, H. Vähä-ypyä, and P. Rocha, Reliability and Validity of Slovenian Versions of IPAQ-SF , GPAQ , and EHIS-PAQ for Assessing Physical Activity and Sedentarism of Adults, 2022.
J. Oh, H. Cho, Y. Y. Kim, and S. Y. Yoo, Validation of the Korean Version of the Nursing Profession Self-Efficacy Scale : A Methodological Study,” 2021.
Magon A, Conte G, Dellafiore F, Arrigoni C, Baroni I, Brera AS, Avenido J, De Maria M, Stievano A, Villa G, Caruso R. Nursing Profession Self-Efficacy Scale-Version 2: A Stepwise Validation with Three Cross-Sectional Data Collections. Healthcare (Basel). 2023 Mar 3;11(5):754. doi: 10.3390/healthcare11050754. PMID: 36900758; PMCID: PMC10001547.
Lazemi Z, Barkhordari-Sharifabad M. Translation and psychometric evaluation of the persian version of the "Nursing Profession Self-Efficacy Scale". BMC Nurs. 2023 Jan 25;22(1):24. doi: 10.1186/s12912-023-01182-3. PMID: 36698171; PMCID: PMC9875412.
Mumu SJ, Ali L, Barnett A, Merom D. Validity of the global physical activity questionnaire (GPAQ) in Bangladesh. BMC Public Health. 2017 Aug 10;17(1):650. doi: 10.1186/s12889-017-4666-0. PMID: 28797237; PMCID: PMC5553893.
Kenne Pagui EC, Salvan A, Sartori N. Improved estimation in negative binomial regression. Stat Med. 2022 Jun 15;41(13):2403-2416. doi: 10.1002/sim.9361. Epub 2022 Mar 11. PMID: 35277866; PMCID: PMC9314673.
Barros AJ, Hirakata VN. Alternatives for logistic regression in cross-sectional studies: an empirical comparison of models that directly estimate the prevalence ratio. BMC Med Res Methodol. 2003 Oct 20;3:21. doi: 10.1186/1471-2288-3-21. PMID: 14567763; PMCID: PMC521200.
Skyler JS, Bakris GL, Bonifacio E, Darsow T, Eckel RH, Groop L, Groop PH, Handelsman Y, Insel RA, Mathieu C, McElvaine AT, Palmer JP, Pugliese A, Schatz DA, Sosenko JM, Wilding JP, Ratner RE. Differentiation of Diabetes by Pathophysiology, Natural History, and Prognosis. Diabetes. 2017 Feb;66(2):241-255. doi: 10.2337/db16-0806. Epub 2016 Dec 15. PMID: 27980006; PMCID: PMC5384660.
Tosur M, Huang X, Inglis AS, Aguirre RS, Redondo MJ. Imprecise Diagnosis of Diabetes Type in Youth: Prevalence, Characteristics, and Implications. Res Sq [Preprint]. 2023 May 25:rs.3.rs-2958200. doi: 10.21203/rs.3.rs-2958200/v1. PMID: 37293006; PMCID: PMC10246228.
Liese AD, Reboussin BA, Kahkoska AR, Frongillo EA, Malik FS, Imperatore G, Saydah S, Bellatorre A, Lawrence JM, Dabelea D, Mendoza JA. Inequalities in Glycemic Control in Youth with Type 1 Diabetes Over Time: Intersectionality Between Socioeconomic Position and Race and Ethnicity. Ann Behav Med. 2022 May 18;56(5):461-471. doi: 10.1093/abm/kaab086. PMID: 34570884; PMCID: PMC9116580.
Ceriello A, Prattichizzo F. Variability of risk factors and diabetes complications. Cardiovasc Diabetol. 2021 May 7;20(1):101. doi: 10.1186/s12933-021-01289-4. PMID: 33962641; PMCID: PMC8106175.
Caussy C, Aubin A, Loomba R. The Relationship Between Type 2 Diabetes, NAFLD, and Cardiovascular Risk. Curr Diab Rep. 2021 Mar 19;21(5):15. doi: 10.1007/s11892-021-01383-7. PMID: 33742318; PMCID: PMC8805985.
F. Yusnanda, R. K. Rochadi, and L. T. Maas, Pengaruh Riwayat Keturunan terhadap Kejadian Diabetes Mellitus pada Pra Lansia di BLUD RSUD Meuraxa Kota Banda Aceh Tahun 2017 The Effect of Heritage History on Dijet Events of Diabet Mellitus in Pre-Scars in BLUD RSUD Meuraxa Kota Banda Aceh 2017, vol. 4, no. 1, pp. 1828, 2018.
A. D. Smith, A. Crippa, J. Woodcock, S. Brage, and A. D. Smith, Physical activity and incident type 2 diabetes mellitus : a systematic review and dose – response meta-analysis of prospective cohort studies,” Diabetologia, pp. 2527–2545, 2016.
R. F. Lubis and R. Kanzanabilla, “Latihan Senam dapat Menurunkan Kadar Glukosa Darah Pada Penderita Diabetes Melitus Tipe II Exercise Can Reduce Blood Glucose Levels in Type II Diabetes Mellitus Patients menurut Kementerian Kesehatan Republik, vol. 1.
Kanaley JA, Colberg SR, Corcoran MH, Malin SK, Rodriguez NR, Crespo CJ, Kirwan JP, Zierath JR. Exercise/Physical Activity in Individuals with Type 2 Diabetes: A Consensus Statement from the American College of Sports Medicine. Med Sci Sports Exerc. 2022 Feb 1;54(2):353-368. doi: 10.1249/MSS.0000000000002800. PMID: 35029593; PMCID: PMC8802999.
Sampath Kumar A, Maiya AG, Shastry BA, Vaishali K, Ravishankar N, Hazari A, Gundmi S, Jadhav R. Exercise and insulin resistance in type 2 diabetes mellitus: A systematic review and meta-analysis. Ann Phys Rehabil Med. 2019 Mar;62(2):98-103. doi: 10.1016/j.rehab.2018.11.001. Epub 2018 Dec 13. PMID: 30553010.
M. Li, M. S. Jeeyavudeen, G. Arunagirinathan, and J. Pappachan, Is Type 2 Diabetes Mellitus a Behavioural Disorder? An Evidence Review for Type 2 Diabetes Mellitus Prevention and Remission through Lifestyle Modification, no. May, 2023.
Schwingshackl L, Hoffmann G, Lampousi AM, Knüppel S, Iqbal K, Schwedhelm C, Bechthold A, Schlesinger S, Boeing H. Food groups and risk of type 2 diabetes mellitus: a systematic review and meta-analysis of prospective studies. Eur J Epidemiol. 2017 May;32(5):363-375. doi: 10.1007/s10654-017-0246-y. Epub 2017 Apr 10. PMID: 28397016; PMCID: PMC5506108.
Lewgood J, Oliveira B, Korzepa M, Forbes SC, Little JP, Breen L, Bailie R, Candow DG. Efficacy of Dietary and Supplementation Interventions for Individuals with Type 2 Diabetes. Nutrients. 2021 Jul 12;13(7):2378. doi: 10.3390/nu13072378. PMID: 34371888; PMCID: PMC8308746.
Klammer C, Schindler K, Bugl R, Plazek D, Vötter M, Kirchner T, Martino C, Klammer-Martin J, Brix J, Dämon S, Hoppichler F, Kautzky-Willer A, Kruschitz R, Toplak H, Clodi M, Ludvik B. Ernährungsempfehlungen für Menschen mit Diabetes (Update 2023) [Nutrition for diabetic patients (Update 2023)]. Wien Klin Wochenschr. 2023 Jan;135(Suppl 1):62-77. German. doi: 10.1007/s00508-023-02170-y. Epub 2023 Apr 20. PMID: 37101026; PMCID: PMC10133079.
Getie A, Wondmieneh A, Bimerew M, Gedefaw G, Demis A. Determinants of diabetes ketoacidosis among diabetes mellitus patients at North Wollo and Waghimra zone public hospitals, Amhara region, Northern Ethiopia. BMC Endocr Disord. 2021 Feb 18;21(1):26. doi: 10.1186/s12902-021-00692-y. PMID: 33602195; PMCID: PMC7890609.
Bădescu SV, Tătaru C, Kobylinska L, Georgescu EL, Zahiu DM, Zăgrean AM, Zăgrean L. The association between Diabetes mellitus and Depression. J Med Life. 2016 Apr-Jun;9(2):120-5. PMID: 27453739; PMCID: PMC4863499.