Hubungan Asupan Makronutrien dan Kafein dengan Kadar Gula Darah Sewaktu pada Dewasa Obesitas di Kecamatan Prambon
Association of Macronutrient and Caffeine Intake with Random Blood Sugar Levels Among Obese Adults in Prambon District
Keywords:
Asupan Makronutrien, Dewasa, Gula Darah Sewaktu, Kafein, Obesitas, Macronutrient Intake Adults, Random Blood Sugar, Caffeine, Obesity
Abstract
Obesitas merupakan salah satu faktor risiko gangguan metabolisme glukosa yang dapat meningkatkan risiko diabetes melitus tipe 2. Asupan makronutrien dan kafein diketahui berperan dalam regulasi kadar glukosa darah, namun penelitian mengenai hubungannya dengan kadar gula darah sewaktu pada dewasa obesitas masih terbatas. Penelitian ini bertujuan untuk menganalisis hubungan asupan makronutrien dan kafein dengan kadar gula darah sewaktu pada dewasa obesitas di Kecamatan Prambon. Penelitian menggunakan desain analitik observasional dengan pendekatan cross-sectional pada 94 responden usia 19–59 tahun yang dipilih menggunakan teknik quota sampling. Data asupan energi, karbohidrat, protein, dan lemak dikumpulkan menggunakan multiple 24 hour recall, sedangkan asupan kafein menggunakan Caffeine Semi Quantitative Food Frequency Questionnaire (SQ-FFQ). Kadar gula darah sewaktu diukur menggunakan glucometer dan dianalisis menggunakan uji korelasi Spearman Rho. Hasil penelitian menunjukkan adanya hubungan antara asupan energi (p=0,004; r=0,296), karbohidrat (p=0,007; r=0,274), protein (p=0,014; r=0,252), dan kafein (p=0,029; r=-0,225) dengan kadar gula darah sewaktu. Sementara itu, asupan lemak tidak menunjukkan hubungan yang signifikan (p=0,129). Kesimpulannya, terdapat hubungan antara asupan energi, karbohidrat, protein, dan kafein dengan kadar gula darah sewaktu, sedangkan asupan lemak tidak menunjukkan hubungan dengan kadar gula darah sewaktu pada dewasa obesitas di Kecamatan Prambon.
ABSTRACT
Obesity is a major risk factor for impaired glucose metabolism and may increase the risk of type 2 diabetes mellitus. Macronutrient and caffeine intake are known to influence blood glucose regulation; however, studies examining their association with random blood sugar levels among obese adults remain limited. This study aimed to analyze the association of macronutrient and caffeine intake with random blood sugar levels among obese adults in Prambon District. This observational analytic study employed a cross-sectional design involving 94 obese adults aged 19–59 years selected using quota sampling. Energy, carbohydrate, protein, and fat intake data were collected using multiple 24-hour recalls, while caffeine intake was assessed using a Caffeine Semi-Quantitative Food Frequency Questionnaire (SQ-FFQ). Random blood sugar levels were measured using a glucometer and analyzed using Spearman's rank correlation test. The results showed significant associations between energy intake (p=0.004; r=0.296), carbohydrate intake (p=0.007; r=0.274), protein intake (p=0.014; r=0.252), and caffeine intake (p=0.029; r=-0.225) with random blood sugar levels. Meanwhile, fat intake was not significantly associated with random blood sugar levels (p=0.129). In conclusion, energy, carbohydrate, protein, and caffeine intake were associated with random blood sugar levels, whereas fat intake was not associated with random blood sugar levels among obese adults in Prambon District.
References
American Diabetes Association. 2023. “Standards of Care in Diabetes 2023.” The Journal of Clinical and Applied Research and Education 46(January): 64-64. doi:10.1057/978-1-349-96073-6_16356.
Astrup, Arne, Faidon Magkos, Dennis M Bier, J. Thomas Brenna, Marcia C. de Oliveira Otto, James O Hill, Janet C King, et al. 2020. “Saturated Fats and Health: A Reassessment and Proposal for Food-Based Recommendations.” Journal of The American College of Cardiology 76(7). doi:10.1016/j.jacc.2020.05.077.
Bae, Jong-Myon. 2021. “Coffee Consumption and Risk of Type 2 Diabetes Mellitus in Asians: A Meta-Epidemiological Study of Population-Based Cohort Studies.” World Journal of Diabetes 12(6): 908-15. doi:10.4239/wjd.v12.i6.908.
Cavallo, Francesca Romana, Caroline Golden, Jonathan Pearson-Stuttard, Catherine Falconer, and Christofer Toumazou. 2022. “The Association Between Sedentary Behaviour, Physical Activity and Type 2 Diabetes Markers: A Systematic Review of Mixed Analytic Approaches.” PLoS ONE 17(5): 1-32. doi:10.1371/journal.pone.0268289.
Chetry, Dipa, and Hancy Collins. 2024. “A Study to Assess the Burden of Risk Factors of Non-Communicable Diseases among Adults of Urban and Rural Community in Kalimpong, India.” International Journal of Health Sciences and Research 14(6): 80-83. doi:10.52403/ijhsr.20240612.
Darsini, Darsini, and Fajar Purwanto. 2023. “Studi Korelasi Lingkar Perut Dengan Kadar Gula Dalam Darah.” Pengembangan Ilmu dan Praktik Kesehatan 2(3): 141-53. doi:10.56586/pipk.v2i3.261.
Dinkes Kabupaten Sidoarjo. 2025. Pelayanan Kesehatan Usia Produktif (15-59) Menurut Jenis Kelamin, Kecamatan, Dan Puskesmas Kabupaten Sidoarjo Tahun 2024. Sidoarjo. http://opendata.sidoarjokab.go.id/dataset/f3910221-e1ff-4baa-a5ee-dcfb1ede23b6/resource/bd21ef09-8044-4dd5-be62-1c1345bc219b/download/pelayanan-kesehatan-usia-produktif-15-59-menurut-jenis-kelamin-kecamatan-dan-puskesmas.xls.
Fajar, Suratman Abdillah. 2019. “Buku Catatan Ahli Gizi Indonesia.” Edisi 3: 1-352. file:///C:/Users/acer/Downloads/DIETETIK-PENYAKIT-INFEKSI-FINAL-SC.pdf.
Febriyanti, Giska. 2022. “Hubungan Antara Asupan Energi Dan Karbohidrat , Status Gizi Dan Aktivitas Fisik Terhadap Kadar Glukosa Darah Sewaktu Pada Penderita Diabetes Melitus Tipe II Di Puskesmas Pondok Sukmajaya Depok 2022.” Politeknik Kesehatan Kemenkes Jakarta II. https://repository.poltekkesjkt2.ac.id/index.php?p=show_detail&id=7486&keywords=.
Galicia-garcia, Unai, Asier Benito-vicente, Shifa Jebari, and Asier Larrea-sebal. 2020. “Pathophysiology of Type 2 Diabetes Mellitus.” International Journal of Molecular Sciences 21(17): 3. doi:10.3390/ijms21176275.
Gani, Rima January Putri Ridwan, Rahmah Rahmah, Nini Niatullah Aliyati, Juandri Seprianto Tusi, and Priyo Sasmito. 2023. “Konsumsi Gula Pasir Dan Konsumsi Serat Terhadap Kejadian Diabetes Melitus.” Holistik Jurnal Kesehatan 17(3): 24652. doi:10.33024/hjk.v17i3.10289.
Genchi, Valentina Annamaria, Rossella D Oria, Giuseppe Palma, Cristina Caccioppoli, Angelo Cignarelli, Annalisa Natalicchio, Luigi Laviola, Francesco Giorgino, and Sebastio Perrini. 2021. “Impaired Leptin Signalling in Obesity?: Is Leptin a New Thermolipokine??” International Journal of Molecular Sciences 22(12). doi:https://doi.org/10.3390/ijms22126445.
Guest, Nanci S., Trisha A. VanDusseldorp, Michael T. Nelson, Jozo Grgic, Brad J. Schoenfeld, Nathaniel D.M. Jenkins, Shawn M. Arent, et al. 2021. “International Society of Sports Nutrition Position Stand: Caffeine and Exercise Performance.” Journal of the International Society of Sports Nutrition 18(1): 1–27. doi:10.1186/s12970-020-00383-4.
Hasdipa, Muntiara, and Tonny Cortis Maigoda. 2024. “Hubungan Asupan Karbohidrat , Serat Dan Aktifitas Fisik Dengan Kadar Glukosa Darah Puasa Pada Wanita Dewasa Dengan Obesitas.” Nutrition and Health Insights 1(2): 98-104.
Henn, Matthias, Andrea J Glenn, Walter C Willett, and Miguel A Martínez-gonz. 2023. “Changes in Coffee Intake , Added Sugar and Long-Term Weight Gain - Results from Three Large Prospective US Cohort Studies.” The American Jourmal of Clinical Nutrition 118(6): 116-71. doi:10.1016/j.ajcnut.2023.09.023.
Intan, Sirly Eka Nur, Nurheni Sri Palupi, and Endang Prangdimurti. 2021. “Tingkat Asupan Makronutrien Dan Gaya Hidup Terhadap Risiko Terjadinya Obesitas Di Lima Provinsi Di Indonesia.” Jurnal Mutu Pangan?: Indonesian Journal of Food Quality 8(2): 88-96. doi:10.29244/jmpi.2021.8.2.88.
Jayanti, Agatha Katherine, Dian Luthfiana Sufyan, Ikha Deviyanthi Puspita, and Luh Desi Puspareni. 2021. “Hubungan Konsumsi Sugar-Sweetened Beverages Dan Pemesanan Makanan Online Dengan Kadar Glukosa Darah Pekerja 25-44 Tahun Di Perumahan Kasuari, Cikarang.” Ghidza: Jurnal Gizi dan Kesehatan 5(2): 221-30. doi:10.22487/ghidza.v5i2.213.
Jufri, Yusri, Sartika, and Afrianty Gobel Fatmah. 2023. “Faktor Risiko Konsumsi Kafein Pada Kejadian Diabetes Mellitus Di Wilayah Kerja Puskesmas Maniangpajo Kabupaten Wajo.” Window of Public Health Journal 4(6): 878–84. doi:10.33096/woph.v4i6.520.
Kakauhe, Gabriella, Djon Wongkar, and Elvin C. Angmalisang. 2021. “Pengaruh Kopi Terhadap Kekuatan Otot.” Jurnal e-Biomedik 9(1): 38–45. doi:10.35790/ebm.v9i1.32298.
Karimah, Fitrotun Nufus Al. 2024. “Hubungan Asupan Kafein Dan Kualitas Tidur Dengan Kebugaran Jasmani Atlet Non-Elit Prima Di UKM Sepakbola Dan Basket Universitas Negeri Surabaya .Pdf.” Ilmu Gizi Indonesia 08(01): 37- 52. doi:https://doi.org/10.35842/ilgi.v8i1.533.
Kemenkes RI. 2024. Survei Kesehatan Indonesia (SKI) Tahun 2023.
Khairunnisa, Anindia. 2023. “Hubungan Konsumsi Makronutrien Dengan Kadar Gula Darah Puasa Pada Penderita Obesitas Tahun 2022.” Universitas Andalas.
Lidya, Sigit Yudistira, Nurul Hekmah, and Norhasanah. 2024. “Hubungan Tingkat Pengetahuan Gizi Seimbang, Aktivitas Fisik, Dan Pola Makan Dengan Kejadian Obesitas Pada Karyawan RSUD H. Badaruddin Kasim Tanjung.” Jurnal Gizi Dan Kesehatan 16(1): 36–44. doi:10.35473/jgk.v16i1.471.
McKee, A. M., and J. E. Morley. 2021. “Obesity in the Elderly.” Endotext. https://www.ncbi.nlm.nih.gov/sites/books/NBK532533/.
Nadia. 2021. “Hubungan Antara Obesitas Dan Usia Dengan Kadar Glukosa Darah Pada Wanita.” Repository Universitas Ngudi Waluyo: 10. https://repository2.unw.ac.id/1263/1/ARTIKEL NADIA_060116A020 FIX - Nadia diana.pdf.
Ni’ma, Ana Silvi, Gadis Meinar Sari, and Lucky Prasetyowati. 2017. “Pengaruh Pemberian Kafein Per Oral Terhadap Kadar Gula Darah Pada Tikus Wistar (Rattus Norvegicus) Hiperglikemia.” Jurnal Farmasi Dan Ilmu Kefarmasian Indonesia 4(1): 6–11. doi:10.20473/jfiki.v4i12017.6-12.
Panuganti, KK, M Nguyen, and RK Kshirsagar. 2023. Obesitas. StatPearls. https://www.ncbi.nlm.nih.gov/books/NBK459357/.
Papakonstantinou, Emilia, Christina Oikonomou, George Nychas, and George D Dimitriadis. 2022. “Effects of Diet, Lifestyle, Chrononutrition and Alternative Dietary Interventions on Postprandial Glycemia and Insulin Resistance.” Nutrients 14(4): 823. doi:https://doi.org/10.3390/nu14040823.
Parmin, Selamat, Serli Wulan Safitri, and Kiki Widya Sari. 2024. “Pengaruh Pemberian Rebusan Daun Karsen (Muntigia Calabura L) Terhadap Kadar Gula Darah Pasien Diabetes Mellitus.” Jurnal ’Aisyiyah Medika 9(1): 258- 71. doi:https://doi.org/10.36729/jam.v9i1.1180.
Primashanti, Dewa Ayu Dini, and I Gusti Lanang Sidiartha. 2018. “Perbandingan Asupan Energi, Karbohidrat, Protein, Dan Lemak Dengan Angka Kecukupan Gizi Pada Anak Obesitas.” Medicina 49(2): 173–78. doi:10.15562/medi.v49i2.66.
Puspitasari, Nimas. 2018. “Faktor Kejadian Obesitas Sentral Pada Usia Dewasa.” Higeia Journal of Public Health Researchand Development 2(2): 249–59.
Putri, Rahmi Dwi, Fika Tri Anggraini, Nur Indrawati Lipoeto, Desmawati Desmawati, Lili Irawati, and Julizar Julizar. 2024. “Gambaran Asupan Makronutrien Pada Petugas Kesehatan RSUP Dr. M. Djamil Padang Dengan Indeks Massa Tubuh Obesitas Tahun 2022.” Jurnal Ilmu Kesehatan Indonesia 5(4): 305–10. doi:10.25077/jikesi.v5i4.1310.
Rahmi, and Sharlini Desfika Nasution. 2023. “Peran Leptin Dalam Metabolisme.” Jurnal Pandu Husada 4(2): 35–40. doi:https://doi.org/10.30596/jph.v4i2.16449.
Reyes, Celine Marie, and Marilyn C. Cornelis. 2018. “Caffeine in the Diet: Country-Level Consumption and Guidelines.” Nutrients 10(11). doi:10.3390/nu10111772.
Ridho, Mohammad Rosyid. 2021. “Hubungan Asupan Lemak Dengan Kadar Glukosa Darah Pada Penderita Diabetes Melitus Tipe 2 Di Puskesmas Tawangsari Sukoharjo.” Universitas Muhammadiyah Surakarta. https://eprints.ums.ac.id/89720/3/NASKAH PUBLIKASI.pdf.
Roderka, Meredith, Sadhana Puri, John A Batsis, and Clinical Practice. 2020. “Addressing Obesity to Promote Healthy Aging.” Clin Geriatr Med 36(4): 631–43. doi:10.1016/j.cger.2020.06.006.Addressing.
Roziana, Yessi Alza, Yessi Marlina, and Yuliana Arsil. 2024. “Hubungan Asupan Zat Gizi Terhadap Kadar GlukosaDarah, Kolesterol, Dan Asam Urat Pada Pegawai Kantor Di Provinsi Riau.” Darussalam Nutrition Journal 8(1234): 24-33. doi:10.21111/dnj.v8i1.10771.
Sasmana, I Gede Aswin Parisya, I Wayan Surudarma, Ida Ayu Dewi Wiryanthini, and I Wayan Gede Sutadarma. 2024. “Antihyperglycemic and Pancreatoprotective Effects of Butterfly Pea Flower (Clitoria Ternatea) Aqueous Extract in Hyperglycemic Mice.” Intisari Sains Medis 15(1): 86–91. doi:10.15562/ism.v15i1.1906.
Shi, Xiuqin, Wenhua Xue, Shuhong Liang, Jie Zhao, and Xiaojian Zhang. 2016. “Acute Caffeine Ingestion Reduces Insulin Sensitivity in Healthy Subjects: A Systematic Review and Meta-Analysis.” Nutrition Journal 15(1): 1–8. doi:10.1186/s12937-016-0220-7.
Sirajuddin, Surmita, and Triana Astuti. 2018. Bahan Ajar Gizi: Survey Konsumsi Pangan. Kementerian Kesehatan Republik Indonesia.
Sudargo, Toto, Harry Freitag, Nur Aini Kusmayanti, and Felicia Rosiyani. 2018. Pola Makan Dan Obesitas. 2nd ed. Yogyakarta: Gajah Mada University Press. https://books.google.co.id/books?hl=id&lr=&id=kNBWDwAAQBAJ&oi=fnd&pg=PR1&ots=cvZ4wDu0kr&sig=YK8U7g6l9uPUmgsgG7cLWBeHViQ&redir_esc=y#v=onepage&q&f=false.
Suwinawati, Eni, Hanifah Ardiani, and Riska Ratnawati. 2020. “Hubungan Obesitas Dengan Kejadian Diabetes Melitus Tipe 2 Di Posbindu PTM Puskesmas Kendal Kabupaten Ngawi.” Journal of Health Science and Prevention 4(2): 79–84. doi:10.29080/jhsp.v4i2.388.
Swinburn, Boyd A, Vivica I Kraak, Steven Allender, Vincent J Atkins, Phillip I Baker, Jessica R Bogard, Hannah Brinsden, et al. 2019. “The Lancet Commissions The Global Syndemic of Obesity , Undernutrition , and Climate Change?: The Lancet Commission Report.” The Lancet 393(10173): 791–846. doi:10.1016/S0140-6736(18)32822-8.
Tajik, Narges, Mahboubeh Tajik, Isabelle Mack, and Paul Enck. 2017. “The Potential Effects of Chlorogenic Acid, the Main Phenolic Components in Coffee, on Health: A Comprehensive Review of the Literature.” European Journal of Nutrition 56(7): 2215–2244. doi:https://doi.org/10.1007/s00394-017-1379-1.
Tantri, Agesti Avita, and Desti Ambar Wati. 2024. “Hubungan Tingkat Asupan Zat Gizi Makro, Indeks Glikemik, Beban Glikemik Dengan Glukosa Darah Sewaktu Pada Pasien Diabetes Melitus Tipe 2.” Jurnal Riset Gizi 12(2): 240–49. doi:10.31983/jrg.v12i2.11757.
Tontowi, Farhana, Satwika Arya Pratama, Choirul Anna Nur Afifah, and Lini Anisfatus Sholihah. 2025. “Kepatuhan Diet Dan Asupan Protein Terhadap Kadar Glukosa Darah Puasa Pasien Diabetes Melitus Tipe 2 Di RSUD Dr . Iskak.” Antifan: Jurnal Kesehatan Masyarakat dan Ilmu Gizi 3(3): 360–71. doi:https://doi.org/10.57213/antigen.v3i3.811.
U.S. Food and Drug Administration (FDA). 2024. “Spilling the Beans: How Much Caffeine Is Too Much?” U.S. Food and Drug Administration: 1. https://www.fda.gov/consumers/consumer-updates/spilling-beans-how-much-caffeine-too-much.
Utami, Ni Made Anggari, and Ni Luh Agustini Purnama. 2017. “Obesitas Dan Kadar Gula Darah Puasa Pada Dewasa.” Jurnal Penelitian Kesehatan 7(1): 11–15. doi:https://doi.org/10.54040/jpk.v7i1.108.
Vieytes, Christian A Maino, Hania M Taha, Amirah A Burton-obanla, Katherine G Douglas, and Anna E Arthur. 2019. “Carbohydrate Nutrition and the Risk of Cancer.” Current Nutrition Reports 8: 230–39.
Wardani, Erika Martining, and Riezky Faisal Nugroho. 2023. “The Correlation Lifestyle with the Incidence of Diabetes Mellitus Type 2.” Jurnal Kedokteran Diponegoro (Diponegoro Medical Journal) 12(3): 119–23. doi:10.14710/dmj.v12i3.37822.
World Health Organization. 2023. Acceleration Plan To Stop Obesity. World Health Organization. https://www.who.int/publications/i/item/9789240075634.
Zhou, Heping, C. J. Urso, and Viren Jadeja. 2020. “Saturated Fatty Acids in Obesity-Associated Inflammation.” Journal of Inflammation Research 13: 1–14. doi:10.2147/JIR.S229691.
Astrup, Arne, Faidon Magkos, Dennis M Bier, J. Thomas Brenna, Marcia C. de Oliveira Otto, James O Hill, Janet C King, et al. 2020. “Saturated Fats and Health: A Reassessment and Proposal for Food-Based Recommendations.” Journal of The American College of Cardiology 76(7). doi:10.1016/j.jacc.2020.05.077.
Bae, Jong-Myon. 2021. “Coffee Consumption and Risk of Type 2 Diabetes Mellitus in Asians: A Meta-Epidemiological Study of Population-Based Cohort Studies.” World Journal of Diabetes 12(6): 908-15. doi:10.4239/wjd.v12.i6.908.
Cavallo, Francesca Romana, Caroline Golden, Jonathan Pearson-Stuttard, Catherine Falconer, and Christofer Toumazou. 2022. “The Association Between Sedentary Behaviour, Physical Activity and Type 2 Diabetes Markers: A Systematic Review of Mixed Analytic Approaches.” PLoS ONE 17(5): 1-32. doi:10.1371/journal.pone.0268289.
Chetry, Dipa, and Hancy Collins. 2024. “A Study to Assess the Burden of Risk Factors of Non-Communicable Diseases among Adults of Urban and Rural Community in Kalimpong, India.” International Journal of Health Sciences and Research 14(6): 80-83. doi:10.52403/ijhsr.20240612.
Darsini, Darsini, and Fajar Purwanto. 2023. “Studi Korelasi Lingkar Perut Dengan Kadar Gula Dalam Darah.” Pengembangan Ilmu dan Praktik Kesehatan 2(3): 141-53. doi:10.56586/pipk.v2i3.261.
Dinkes Kabupaten Sidoarjo. 2025. Pelayanan Kesehatan Usia Produktif (15-59) Menurut Jenis Kelamin, Kecamatan, Dan Puskesmas Kabupaten Sidoarjo Tahun 2024. Sidoarjo. http://opendata.sidoarjokab.go.id/dataset/f3910221-e1ff-4baa-a5ee-dcfb1ede23b6/resource/bd21ef09-8044-4dd5-be62-1c1345bc219b/download/pelayanan-kesehatan-usia-produktif-15-59-menurut-jenis-kelamin-kecamatan-dan-puskesmas.xls.
Fajar, Suratman Abdillah. 2019. “Buku Catatan Ahli Gizi Indonesia.” Edisi 3: 1-352. file:///C:/Users/acer/Downloads/DIETETIK-PENYAKIT-INFEKSI-FINAL-SC.pdf.
Febriyanti, Giska. 2022. “Hubungan Antara Asupan Energi Dan Karbohidrat , Status Gizi Dan Aktivitas Fisik Terhadap Kadar Glukosa Darah Sewaktu Pada Penderita Diabetes Melitus Tipe II Di Puskesmas Pondok Sukmajaya Depok 2022.” Politeknik Kesehatan Kemenkes Jakarta II. https://repository.poltekkesjkt2.ac.id/index.php?p=show_detail&id=7486&keywords=.
Galicia-garcia, Unai, Asier Benito-vicente, Shifa Jebari, and Asier Larrea-sebal. 2020. “Pathophysiology of Type 2 Diabetes Mellitus.” International Journal of Molecular Sciences 21(17): 3. doi:10.3390/ijms21176275.
Gani, Rima January Putri Ridwan, Rahmah Rahmah, Nini Niatullah Aliyati, Juandri Seprianto Tusi, and Priyo Sasmito. 2023. “Konsumsi Gula Pasir Dan Konsumsi Serat Terhadap Kejadian Diabetes Melitus.” Holistik Jurnal Kesehatan 17(3): 24652. doi:10.33024/hjk.v17i3.10289.
Genchi, Valentina Annamaria, Rossella D Oria, Giuseppe Palma, Cristina Caccioppoli, Angelo Cignarelli, Annalisa Natalicchio, Luigi Laviola, Francesco Giorgino, and Sebastio Perrini. 2021. “Impaired Leptin Signalling in Obesity?: Is Leptin a New Thermolipokine??” International Journal of Molecular Sciences 22(12). doi:https://doi.org/10.3390/ijms22126445.
Guest, Nanci S., Trisha A. VanDusseldorp, Michael T. Nelson, Jozo Grgic, Brad J. Schoenfeld, Nathaniel D.M. Jenkins, Shawn M. Arent, et al. 2021. “International Society of Sports Nutrition Position Stand: Caffeine and Exercise Performance.” Journal of the International Society of Sports Nutrition 18(1): 1–27. doi:10.1186/s12970-020-00383-4.
Hasdipa, Muntiara, and Tonny Cortis Maigoda. 2024. “Hubungan Asupan Karbohidrat , Serat Dan Aktifitas Fisik Dengan Kadar Glukosa Darah Puasa Pada Wanita Dewasa Dengan Obesitas.” Nutrition and Health Insights 1(2): 98-104.
Henn, Matthias, Andrea J Glenn, Walter C Willett, and Miguel A Martínez-gonz. 2023. “Changes in Coffee Intake , Added Sugar and Long-Term Weight Gain - Results from Three Large Prospective US Cohort Studies.” The American Jourmal of Clinical Nutrition 118(6): 116-71. doi:10.1016/j.ajcnut.2023.09.023.
Intan, Sirly Eka Nur, Nurheni Sri Palupi, and Endang Prangdimurti. 2021. “Tingkat Asupan Makronutrien Dan Gaya Hidup Terhadap Risiko Terjadinya Obesitas Di Lima Provinsi Di Indonesia.” Jurnal Mutu Pangan?: Indonesian Journal of Food Quality 8(2): 88-96. doi:10.29244/jmpi.2021.8.2.88.
Jayanti, Agatha Katherine, Dian Luthfiana Sufyan, Ikha Deviyanthi Puspita, and Luh Desi Puspareni. 2021. “Hubungan Konsumsi Sugar-Sweetened Beverages Dan Pemesanan Makanan Online Dengan Kadar Glukosa Darah Pekerja 25-44 Tahun Di Perumahan Kasuari, Cikarang.” Ghidza: Jurnal Gizi dan Kesehatan 5(2): 221-30. doi:10.22487/ghidza.v5i2.213.
Jufri, Yusri, Sartika, and Afrianty Gobel Fatmah. 2023. “Faktor Risiko Konsumsi Kafein Pada Kejadian Diabetes Mellitus Di Wilayah Kerja Puskesmas Maniangpajo Kabupaten Wajo.” Window of Public Health Journal 4(6): 878–84. doi:10.33096/woph.v4i6.520.
Kakauhe, Gabriella, Djon Wongkar, and Elvin C. Angmalisang. 2021. “Pengaruh Kopi Terhadap Kekuatan Otot.” Jurnal e-Biomedik 9(1): 38–45. doi:10.35790/ebm.v9i1.32298.
Karimah, Fitrotun Nufus Al. 2024. “Hubungan Asupan Kafein Dan Kualitas Tidur Dengan Kebugaran Jasmani Atlet Non-Elit Prima Di UKM Sepakbola Dan Basket Universitas Negeri Surabaya .Pdf.” Ilmu Gizi Indonesia 08(01): 37- 52. doi:https://doi.org/10.35842/ilgi.v8i1.533.
Kemenkes RI. 2024. Survei Kesehatan Indonesia (SKI) Tahun 2023.
Khairunnisa, Anindia. 2023. “Hubungan Konsumsi Makronutrien Dengan Kadar Gula Darah Puasa Pada Penderita Obesitas Tahun 2022.” Universitas Andalas.
Lidya, Sigit Yudistira, Nurul Hekmah, and Norhasanah. 2024. “Hubungan Tingkat Pengetahuan Gizi Seimbang, Aktivitas Fisik, Dan Pola Makan Dengan Kejadian Obesitas Pada Karyawan RSUD H. Badaruddin Kasim Tanjung.” Jurnal Gizi Dan Kesehatan 16(1): 36–44. doi:10.35473/jgk.v16i1.471.
McKee, A. M., and J. E. Morley. 2021. “Obesity in the Elderly.” Endotext. https://www.ncbi.nlm.nih.gov/sites/books/NBK532533/.
Nadia. 2021. “Hubungan Antara Obesitas Dan Usia Dengan Kadar Glukosa Darah Pada Wanita.” Repository Universitas Ngudi Waluyo: 10. https://repository2.unw.ac.id/1263/1/ARTIKEL NADIA_060116A020 FIX - Nadia diana.pdf.
Ni’ma, Ana Silvi, Gadis Meinar Sari, and Lucky Prasetyowati. 2017. “Pengaruh Pemberian Kafein Per Oral Terhadap Kadar Gula Darah Pada Tikus Wistar (Rattus Norvegicus) Hiperglikemia.” Jurnal Farmasi Dan Ilmu Kefarmasian Indonesia 4(1): 6–11. doi:10.20473/jfiki.v4i12017.6-12.
Panuganti, KK, M Nguyen, and RK Kshirsagar. 2023. Obesitas. StatPearls. https://www.ncbi.nlm.nih.gov/books/NBK459357/.
Papakonstantinou, Emilia, Christina Oikonomou, George Nychas, and George D Dimitriadis. 2022. “Effects of Diet, Lifestyle, Chrononutrition and Alternative Dietary Interventions on Postprandial Glycemia and Insulin Resistance.” Nutrients 14(4): 823. doi:https://doi.org/10.3390/nu14040823.
Parmin, Selamat, Serli Wulan Safitri, and Kiki Widya Sari. 2024. “Pengaruh Pemberian Rebusan Daun Karsen (Muntigia Calabura L) Terhadap Kadar Gula Darah Pasien Diabetes Mellitus.” Jurnal ’Aisyiyah Medika 9(1): 258- 71. doi:https://doi.org/10.36729/jam.v9i1.1180.
Primashanti, Dewa Ayu Dini, and I Gusti Lanang Sidiartha. 2018. “Perbandingan Asupan Energi, Karbohidrat, Protein, Dan Lemak Dengan Angka Kecukupan Gizi Pada Anak Obesitas.” Medicina 49(2): 173–78. doi:10.15562/medi.v49i2.66.
Puspitasari, Nimas. 2018. “Faktor Kejadian Obesitas Sentral Pada Usia Dewasa.” Higeia Journal of Public Health Researchand Development 2(2): 249–59.
Putri, Rahmi Dwi, Fika Tri Anggraini, Nur Indrawati Lipoeto, Desmawati Desmawati, Lili Irawati, and Julizar Julizar. 2024. “Gambaran Asupan Makronutrien Pada Petugas Kesehatan RSUP Dr. M. Djamil Padang Dengan Indeks Massa Tubuh Obesitas Tahun 2022.” Jurnal Ilmu Kesehatan Indonesia 5(4): 305–10. doi:10.25077/jikesi.v5i4.1310.
Rahmi, and Sharlini Desfika Nasution. 2023. “Peran Leptin Dalam Metabolisme.” Jurnal Pandu Husada 4(2): 35–40. doi:https://doi.org/10.30596/jph.v4i2.16449.
Reyes, Celine Marie, and Marilyn C. Cornelis. 2018. “Caffeine in the Diet: Country-Level Consumption and Guidelines.” Nutrients 10(11). doi:10.3390/nu10111772.
Ridho, Mohammad Rosyid. 2021. “Hubungan Asupan Lemak Dengan Kadar Glukosa Darah Pada Penderita Diabetes Melitus Tipe 2 Di Puskesmas Tawangsari Sukoharjo.” Universitas Muhammadiyah Surakarta. https://eprints.ums.ac.id/89720/3/NASKAH PUBLIKASI.pdf.
Roderka, Meredith, Sadhana Puri, John A Batsis, and Clinical Practice. 2020. “Addressing Obesity to Promote Healthy Aging.” Clin Geriatr Med 36(4): 631–43. doi:10.1016/j.cger.2020.06.006.Addressing.
Roziana, Yessi Alza, Yessi Marlina, and Yuliana Arsil. 2024. “Hubungan Asupan Zat Gizi Terhadap Kadar GlukosaDarah, Kolesterol, Dan Asam Urat Pada Pegawai Kantor Di Provinsi Riau.” Darussalam Nutrition Journal 8(1234): 24-33. doi:10.21111/dnj.v8i1.10771.
Sasmana, I Gede Aswin Parisya, I Wayan Surudarma, Ida Ayu Dewi Wiryanthini, and I Wayan Gede Sutadarma. 2024. “Antihyperglycemic and Pancreatoprotective Effects of Butterfly Pea Flower (Clitoria Ternatea) Aqueous Extract in Hyperglycemic Mice.” Intisari Sains Medis 15(1): 86–91. doi:10.15562/ism.v15i1.1906.
Shi, Xiuqin, Wenhua Xue, Shuhong Liang, Jie Zhao, and Xiaojian Zhang. 2016. “Acute Caffeine Ingestion Reduces Insulin Sensitivity in Healthy Subjects: A Systematic Review and Meta-Analysis.” Nutrition Journal 15(1): 1–8. doi:10.1186/s12937-016-0220-7.
Sirajuddin, Surmita, and Triana Astuti. 2018. Bahan Ajar Gizi: Survey Konsumsi Pangan. Kementerian Kesehatan Republik Indonesia.
Sudargo, Toto, Harry Freitag, Nur Aini Kusmayanti, and Felicia Rosiyani. 2018. Pola Makan Dan Obesitas. 2nd ed. Yogyakarta: Gajah Mada University Press. https://books.google.co.id/books?hl=id&lr=&id=kNBWDwAAQBAJ&oi=fnd&pg=PR1&ots=cvZ4wDu0kr&sig=YK8U7g6l9uPUmgsgG7cLWBeHViQ&redir_esc=y#v=onepage&q&f=false.
Suwinawati, Eni, Hanifah Ardiani, and Riska Ratnawati. 2020. “Hubungan Obesitas Dengan Kejadian Diabetes Melitus Tipe 2 Di Posbindu PTM Puskesmas Kendal Kabupaten Ngawi.” Journal of Health Science and Prevention 4(2): 79–84. doi:10.29080/jhsp.v4i2.388.
Swinburn, Boyd A, Vivica I Kraak, Steven Allender, Vincent J Atkins, Phillip I Baker, Jessica R Bogard, Hannah Brinsden, et al. 2019. “The Lancet Commissions The Global Syndemic of Obesity , Undernutrition , and Climate Change?: The Lancet Commission Report.” The Lancet 393(10173): 791–846. doi:10.1016/S0140-6736(18)32822-8.
Tajik, Narges, Mahboubeh Tajik, Isabelle Mack, and Paul Enck. 2017. “The Potential Effects of Chlorogenic Acid, the Main Phenolic Components in Coffee, on Health: A Comprehensive Review of the Literature.” European Journal of Nutrition 56(7): 2215–2244. doi:https://doi.org/10.1007/s00394-017-1379-1.
Tantri, Agesti Avita, and Desti Ambar Wati. 2024. “Hubungan Tingkat Asupan Zat Gizi Makro, Indeks Glikemik, Beban Glikemik Dengan Glukosa Darah Sewaktu Pada Pasien Diabetes Melitus Tipe 2.” Jurnal Riset Gizi 12(2): 240–49. doi:10.31983/jrg.v12i2.11757.
Tontowi, Farhana, Satwika Arya Pratama, Choirul Anna Nur Afifah, and Lini Anisfatus Sholihah. 2025. “Kepatuhan Diet Dan Asupan Protein Terhadap Kadar Glukosa Darah Puasa Pasien Diabetes Melitus Tipe 2 Di RSUD Dr . Iskak.” Antifan: Jurnal Kesehatan Masyarakat dan Ilmu Gizi 3(3): 360–71. doi:https://doi.org/10.57213/antigen.v3i3.811.
U.S. Food and Drug Administration (FDA). 2024. “Spilling the Beans: How Much Caffeine Is Too Much?” U.S. Food and Drug Administration: 1. https://www.fda.gov/consumers/consumer-updates/spilling-beans-how-much-caffeine-too-much.
Utami, Ni Made Anggari, and Ni Luh Agustini Purnama. 2017. “Obesitas Dan Kadar Gula Darah Puasa Pada Dewasa.” Jurnal Penelitian Kesehatan 7(1): 11–15. doi:https://doi.org/10.54040/jpk.v7i1.108.
Vieytes, Christian A Maino, Hania M Taha, Amirah A Burton-obanla, Katherine G Douglas, and Anna E Arthur. 2019. “Carbohydrate Nutrition and the Risk of Cancer.” Current Nutrition Reports 8: 230–39.
Wardani, Erika Martining, and Riezky Faisal Nugroho. 2023. “The Correlation Lifestyle with the Incidence of Diabetes Mellitus Type 2.” Jurnal Kedokteran Diponegoro (Diponegoro Medical Journal) 12(3): 119–23. doi:10.14710/dmj.v12i3.37822.
World Health Organization. 2023. Acceleration Plan To Stop Obesity. World Health Organization. https://www.who.int/publications/i/item/9789240075634.
Zhou, Heping, C. J. Urso, and Viren Jadeja. 2020. “Saturated Fatty Acids in Obesity-Associated Inflammation.” Journal of Inflammation Research 13: 1–14. doi:10.2147/JIR.S229691.
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2026-08-03
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