Valdéz-Vega, Rodolfo Iván; Noboa-Velástegui, Jacqueline; Fletes-Rayas, Ana Lilia; Álvarez, Iñaki; Ramos-Marquez, Martha Eloisa; Ruíz-Quezada, Sandra Luz; Torres-Carrillo, Nora Magdalena; Navarro-Hernández, Rosa Elena (2025) Predicting Metabolic Syndrome Using Supervised Machine Learning: A Multivariate Parameter Approach. International Journal of Molecular Sciences, 26 (20). doi:10.3390/ijms26209897

References Listed

These are the references the publisher has listed as being connected to the article. Please check the article itself for the full list of references which may differ. Not all references are currently linkable within the Digital Library.

	Not Yet Imported: Cells - journal-article : 10.3390/cells13050380 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.3389/fendo.2015.00055 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1038/s41580-023-00680-1 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1055/a-1263-0898 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1016/j.cell.2023.01.035 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Guan (2024) Crit. Care Interpretable machine learning model for new-onset atrial fibrillation prediction in critically ill patients: A multi-center study 28, 349
	Yang, Haizhen, Yu, Baoxian, OUYang, Ping, Li, Xiaoxi, Lai, Xiaoying, Zhang, Guishan, Zhang, Han (2022) Machine learning-aided risk prediction for metabolic syndrome based on 3 years study. Scientific Reports, 12 (1) doi:10.1038/s41598-022-06235-2
	Not Yet Imported: - journal-article : 10.1371/journal.pone.0286635 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.3390/computation11090170 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Li, Z., Wu, W., and Kang, H. (2024). Machine Learning-Driven Metabolic Syndrome Prediction: An International Cohort Validation Study. Healthcare, 12.
	Anwar (2025) J. Endocrinol. Investig. Artificial intelligence in the management of metabolic disorders: A comprehensive review 48, 1525
	Choubey (2024) Egypt. J. Intern. Med. From prevention to management: Exploring AI’s role in metabolic syndrome management: A comprehensive review 36, 106
	Lee, Minhyuk, Park, Taesung, Shin, Ji-Yeon, Park, Mira (2024) A comprehensive multi-task deep learning approach for predicting metabolic syndrome with genetic, nutritional, and clinical data. Scientific Reports, 14 (1) doi:10.1038/s41598-024-68541-1
	Liu (2025) Diabetes Metab. Res. Rev. Integrating Artificial Intelligence in the Diagnosis and Management of Metabolic Syndrome: A Comprehensive Review 41, e70039
	Hossain, M.F., Hossain, S., Akter, M.N., Nahar, A., Liu, B., and Faruque, M.O. (2024). Metabolic syndrome predictive modelling in Bangladesh applying machine learning approach. PLoS ONE, 19.
	Shin, D. (2024). Prediction of metabolic syndrome using machine learning approaches based on genetic and nutritional factors: A 14-year prospective-based cohort study. BMC Med. Genom., 17.
	Goldman, O., Ben-Assuli, O., Ababa, S., Rogowski, O., and Berliner, S. (2025). Predicting metabolic syndrome: Machine learning techniques for improved preventive medicine. Health Inform. J., 31.
	Not Yet Imported: Evidence-Based Complementary and Alternative Medicine - journal-article : 10.1155/2021/8315047 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1186/1472-6947-13-30 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1186/s12859-015-0610-4 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: Electronics - journal-article : 10.3390/electronics11060857 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1002/oby.20408 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Zhang (2024) JAMA Netw. Open Body Roundness Index and All-Cause Mortality Among US Adults 7, e2415051
	Not Yet Imported: - journal-article : 10.1186/s12872-021-01905-x If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1111/obr.13023 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: Adipocyte - journal-article : 10.1080/21623945.2021.1893452 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Hajhamidiasl (2022) Nutr. Hosp. Predicting metabolic syndrome by visceral adiposity index, body roundness index, dysfunctional adiposity index, lipid accumulation product index, and body shape index in adults 39, 794
	Keyif, B., and Yavuzcan, A. (2025). Visceral and Dysfunctional Adiposity Indices as Predictors of Insulin Resistance and Metabolic Syndrome in Women with Polycystic Ovary Syndrome: A Cross-Sectional Study. Medicina, 61.
	Heo, An-Sik, Lee, Jung-Chul (2025) Development of a Metabolic Syndrome Prediction Model Using HOMA-IR and Multivariate Factors. Applied Sciences, 15 (6). doi:10.3390/app15062985
	Shim (2005) Diabetes Metab. J. The Relationship between Metabolic Syndrome and Small Dense Low Density Lipoprotein-Cholesterol 29, 548
	Not Yet Imported: - journal-article : 10.2147/DMSO.S450783 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: Nutrition & Metabolism - journal-article : 10.1186/s12986-019-0334-y If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: Arteriosclerosis, Thrombosis, and Vascular Biology - journal-article : 10.1161/01.ATV.0000099786.99623.EF If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1186/1475-2840-13-103 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1080/21623945.2017.1402151 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Frühbeck, Gema, Catalán, Victoria, Rodríguez, Amaia, Ramírez, Beatriz, Becerril, Sara, Salvador, Javier, Portincasa, Piero, Colina, Inmaculada, Gómez-Ambrosi, Javier (2017) Involvement of the leptin-adiponectin axis in inflammation and oxidative stress in the metabolic syndrome. Scientific Reports, 7. doi:10.1038/s41598-017-06997-0
	Abdalla (2024) Ther. Adv. Endocrinol. Metab. Therapeutic potential of adiponectin in prediabetes: Strategies, challenges, and future directions 18, 15
	Sekgala, M.D., Sewpaul, R., Kengne, A.P., Mchiza, Z., and Peer, N. (2024). Clinical utility of novel anthropometric indices in identifying type 2 diabetes mellitus among South African adult females. BMC Public Health, 24.
	Not Yet Imported: - journal-article : 10.1016/j.beem.2013.06.008 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.3389/fendo.2019.00842 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Byeon (2024) ICIC Express Lett. Explainable AI using dart booster and lime algorithms for metabolic syndrome prediction in Korean adults 15, 1125
	Not Yet Imported: - journal-article : 10.1186/s12902-022-01121-4 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: BMC Endocrine Disorders - journal-article : 10.1186/1472-6823-13-47 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	de Luis, D., Muñoz, M., Izaola, O., Gomez, J.J.L., Rico, D., and Primo, D. (2025). Body Roundness Index (BRI) Predicts Metabolic Syndrome in Postmenopausal Women with Obesity Better than Insulin Resistance. Diabetology, 6.
	Cahyaningsih, I., Rokhman, M.R., Postma, M.J., and van der Schans, J. (2025). Accuracy of the Modified Finnish Diabetes Risk Score (Modified FINDRISC) for detecting metabolic syndrome: Findings from the Indonesian national health survey. PLoS ONE, 20.
	Not Yet Imported: - journal-article : 10.1016/S0188-4409(03)00073-0 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Petri (2016) Mediat. Inflamm. Inverse Relationship of the CMKLR1 Relative Expression and Chemerin Serum Levels in Obesity with Dysmetabolic Phenotype and Insulin Resistance 2016, 3085390
	Not Yet Imported: - journal-article : 10.1371/journal.pone.0246054 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: Diabetes and Vascular Disease Research - journal-article : 10.1177/1479164118816659 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: Circulation - journal-article : 10.1161/CIRCULATIONAHA.105.589655 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: PLoS ONE - journal-article : 10.1371/journal.pone.0039504 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1038/oby.2012.81 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1016/0895-4356(91)90059-I If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	(2023) Rev. Clínica Med. Fam. Relación predictiva de los índices de adiposidad visceral y adiposidad disfuncional con el riesgo cardiovascular en población laboral 16, 318
	Not Yet Imported: - journal-article : 10.2337/dc09-1825 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1161/01.CIR.0000111245.75752.C6 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1242/dmm.001180 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1007/s11906-018-0812-z If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.3390/jsan12050067 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - book : 10.1007/978-1-4614-6849-3 If you would like this item imported into the Digital Library, please contact us quoting Book ID 9781461468486
	Giger, Marius, Csillaghy, André (2024) Unsupervised Anomaly Detection With Variational Autoencoders Applied to Full‐Disk Solar Images. Space Weather, 22 (2) doi:10.1029/2023sw003516
	Not Yet Imported: Current Research in Behavioral Sciences - journal-article : 10.1016/j.crbeha.2021.100053 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - book : 10.1007/978-0-387-98141-3 If you would like this item imported into the Digital Library, please contact us quoting Book ID 9780387981406
	Rainio, Oona, Teuho, Jarmo, Klén, Riku (2024) Author Correction: Evaluation metrics and statistical tests for machine learning. Scientific Reports, 14 (1) doi:10.1038/s41598-024-66611-y
	Not Yet Imported: Journal of Thoracic Disease - journal-article : 10.21037/jtd.2019.01.25 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1038/s41371-020-0314-8 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: Archives of Medical Science - journal-article : 10.5114/aoms/170960 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.2196/44666 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1177/0272989X06295361 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1186/s41512-019-0064-7 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - proceedings-article : 10.1145/2939672.2939778 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Valdez Vega, R.I., Noboa Velastegui, J.A., Torres Carrillo, N.M., Fletes Rayas, A.L., Ruiz Quezada, S.L., Ramos Marquez, M.E., Alvarez Perez, I., and Navarra Hernández, R.E. (2025, January 11–14). Parameters to Predicting Metabolic Syndrome by Improves the Performance of the Dysfunctional Adipose Index. Presented at the European Congress of Obesity, Málaga, Spain.

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