Have a personal or library account? Click to login
Novel bioparameters derived from bioimpedance measurements for accurate prediction of weight status in infant–juvenile individuals: A regression analysis Cover

Novel bioparameters derived from bioimpedance measurements for accurate prediction of weight status in infant–juvenile individuals: A regression analysis

Open Access
|May 2025

References

  1. Stupin DD, Kuzina EA, Abelit AA, Emelyanov AK, Nikolaev DM, Ryazantsev MN, et al. Bioimpedance Spectroscopy: Basics and Applications. ACS Biomater Sci Eng. 2021;7:1962–86. https://doi.org/10.1021/acsbiomaterials.0c01570.
  2. Kyle UG, Bosaeus I, De Lorenzo AD, Deurenberg P, Elia M, Gómez JM, et al. Bioelectrical impedance analysis - Part II: Utilization in clinical practice. Clin Nutr. 2004;23:1430–53. https://doi.org/10.1016/j.clnu.2004.09.012.
  3. Shah C, Whitworth P, Valente S, Schwarz GS, Kruse M, Kohli M, et al. Bioimpedance spectroscopy for breast cancer-related lymphedema assessment: clinical practice guidelines. Breast Cancer Res Treat. 2023;198:1–9. https://doi.org/10.1007/s10549-022-06850-7.
  4. Carobbio ALC, Cheng Z, Gianiorio T, Missale F, Africano S, Ascoli A, et al. Electric Bioimpedance Sensing for the Detection of Head and Neck Squamous Cell Carcinoma, Diagnostics. 2023;13(14):2453. https://doi.org/10.3390/diagnostics13142453.
  5. Kyle UG, Bosaeus I, De Lorenzo AD, Deurenberg P, Elia M, Gómez JM, et al. Bioelectrical Impedance Analysis - Part I: Review of Principles and Methods. Clin. Nutr. 2004;23(5):1226–1243. https://doi.org/10.1016/j.clnu.2004.06.004.
  6. da Silva BR, Rufato S, Mialich MS, Cruz LP, Gozzo T, Jordão AA. Phase angle is related to oxidative stress and antioxidant biomarkers in breast cancer patients undergoing chemotherapy. PLoS One. 2023;18(6):e0283235. https://doi.org/10.1371/journal.pone.0283235.
  7. Zhou C, Lin X, Ma G, Yuan J, Zha Y. Increased Predialysis Extracellular to Intracellular Water Ratio Is Associated with Sarcopenia in Hemodialysis Patients. J. Ren. Nutr. 2023;33(1):157–164. https://doi.org/10.1053/J.JRN.2022.03.004.
  8. Pérez-Morales R, Donate-Correa J, Martín-Núñez E, Pérez-Delgado N, Ferri C, López-Montes A., et al. Extracellular water/total body water ratio as predictor of mortality in hemodialysis patients. Renal Failure 2021;43(1):821–829. https://doi.org/10.1080/0886022X.2021.1922442.
  9. Ge YZ, Ruan GT, Zhang Q, Dong WJ, Zhang X, Song MM, et al. Extracellular Water to Total Body Water Ratio Predicts Survival in Cancer Patients with Sarcopenia: A Multi-Center Cohort Study. Nutr. Metab. 2022;19(1):1–9. https://doi.org/10.1186/s12986-022-00667-3.
  10. Nawaz, S.; Chinnadurai, R.; Al-Chalabi, S.; Evans, P.; Kalra, P. A.; Syed, A. A.; Sinha, S. Obesity and Chronic Kidney Disease: A Current Review. Obes. Sci. Pract. 2023;9(2): 61–74. https://doi.org/10.1002/osp4.629.
  11. Di Angelantonio E, Di Angelantonio E, Bhupathiraju SN, et al. Body-mass index and all-cause mortality: individual-participant-data meta-analysis of 239 prospective studies in four continents. Lancet. 2016;388(10046):776–786. https://doi.org/10.1016/S0140-6736(16)30175-1.
  12. Arroyo-Johnson C, Mincey KD. Obesity epidemiology worldwide. Gastroenterol Clin North Am 2016;45:571–579. https://doi.org/10.1080/0886022X.2021.1922442.
  13. Tanaka S, Kuroda T, Saito M, Shiraki M. Overweight/obesity and underweight are both risk factors for osteoporotic fractures at different sites in Japanese postmeno-pausal women. Osteoporos Int 2013;24: 69–76. https://doi.org/10.1007/s00198-012-2209-1.
  14. Kanazawa I, Notsu M, Takeno A, Tanaka KI, Sugimoto T. Overweight and underweight are risk factors for vertebral fractures in patients with type 2 diabetes mellitus. J Bone Miner Metab 2019;37:703–710. https://doi.org/10.1007/s00774-018-0960-x.
  15. Kang SH, Choi EK, Han KD, Lee SR, Lim WH, Cha MJ, et al. Underweight is a risk factor for atrial fibrillation: a nationwide population-based study. Int J Cardiol 2016;215:449–456. https://doi.org/10.1016/j.ijcard.2016.04.036.
  16. Gribsholt SB, Pedersen L, Richelsen B, Sorensen HT, Thomsen RW. Body mass index and 90-day mortality among 35,406 Danish patients hospitalized for infection. Mayo Clin Proc 2021;96:550–562. https://doi.org/10.1016/j.mayocp.2020.06.062.
  17. Ye P, Pang R, Li L, Li HR, Liu SL, Zhao L. Both underweight and obesity are associated with an increased risk of coronavirus disease 2019 (COVID-19) severity. Front Nutr 2021;8:649422. https://doi.org/10.1002/ncp.10901.
  18. Zhang X, Chen H, Gu K, Chen J, Jiang X. Association of body mass index with risk of chronic obstructive pulmonary disease: a systematic review and meta-analysis. COPD 2021;18:101–113. https://doi.org/10.1080/15412555.2021.1884213.
  19. Agha M, Agha R. The rising prevalence of obesity: part A: impact on public health. Int J Surg Oncol. 2017;2(7):e17. https://doi.org/10.1097/ij9.0000000000000017.
  20. Ladhani M, Craig JC, Irving M, Clayton PA, Wong G. Obesity and the risk of cardiovascular and all-cause mortality in chronic kidney disease: a systematic review and meta-analysis. Nephrol Dial Transplant 2017;32: 439–449. https://doi.org/10.1093/NDT/GFW075.
  21. Kaplowitz PB. Link between body fat and the timing of puberty. Pediatrics 2008;121:S208–17. https://doi.org/10.1542/peds.2007-1813F.
  22. WHO. Obesity and overweight. Fact sheet N°311. Geneva: World Health Organization, 2015.
  23. Tiwari A. Supervised learning: From theory to applications. In: Artificial Intelligence and Machine Learning for EDGE Computing. Elsevier; 2022. p. 23–32. https://doi.org/10.1016/B978-0-12-824054-0.00026-5.
  24. Singh P, Singh N, Singh KK, Singh A. Diagnosing of disease using machine learning. In: Machine Learning and the Internet of Medical Things in Healthcare. Elsevier; 2021. p. 89–111. https://doi.org/10.1016/B978-0-12-821229-5.00003-3.
  25. Chen G, Shen J. Artificial Intelligence Enhances Studies on Inflammatory Bowel Disease. Front Bioeng Biotechnol. 2021;9:635764. https://doi.org/10.3389/fbioe.2021.635764.
  26. Wang B, Torriani M. Artificial Intelligence in the Evaluation of Body Composition. Semin Musculoskelet Radiol. 2020;24:030–7. https://doi.org/10.1055/s-0039-3400267.
  27. Luna TB, Bello JLG, Carbonell AG, Montoya A de la CR, Lafargue AL, Ciria HMC, Zulueta YA. Integrating classification and regression learners with bioimpedance methods for estimating weight status in infants and juveniles from the southern Cuba region. BMC Pediatr. 2024;24:1–17. https://doi.org/10.1186/s12887-024-04841-9.
  28. The MathWorks Inc. (2020). MATLAB R2020 (Release). Natick, Massachusetts: The MathWorks Inc. https://www.mathworks.com/
  29. Ward LC, Brantlov S. Bioimpedance basics and phase angle fundamentals. Reviews in Endocrine and Metabolic Disorders 2023;24(3): 381–391. https://doi.org/10.1007/s11154-022-09780-3.
  30. Karavetian M, Salhab N, Rizk R, Poulia KA. Malnutrition-inflammation score vs phase angle in the era of GLIM criteria: A cross-sectional study among hemodialysis patients in UAE. Nutrients. 2019;11. https://doi.org/10.3390/nu11112771.
  31. Anja BW, Danielzik S, Dörhöfer RP, Later W, Wiese S, Müller MJ. Phase angle from bioelectrical impedance analysis: Population reference values by age, sex, and body mass index. J Parenter Enter Nutr. 2006;30:309–16. https://doi.org/10.1177/0148607106030004309.
  32. Jaffrin MY, Morel H. Body fluid volumes measurements by impedance: A review of bioimpedance spectroscopy (BIS) and bioimpedance analysis (BIA) methods. Med Eng Phys. 2008;30:1257–69. https://doi.org/10.1016/j.medengphy.2008.06.009.
  33. Hannan WJ, Cowen SJ, Fearon KC, Plester CE, Falconer JS, Richardson RA. Evaluation of multifrequency bioimpedance analysis for the assessment of extracellular and total body water in surgical patients. Clin Sci 1994;86:479–85. https://doi.org/10.1042/cs0860479.
  34. Mala L, Maly T, Zahalka F, Hrasky P. Body composition of elite youth soccer players with respect to field position. J Phys Educ Sport. 2015;15(4):678. https://doi.org/10.1042/cs0860479.
  35. L’Abée C, Poorts-Borger PH, Gorter EHGM, Piccoli A, Stolk RP, Sauer PJJ. The bioelectrical impedance vector migration in healthy infants. Clin Nutr. 2010;29:222–6. https://doi.org/10.1016/j.clnu.2009.08.007.
  36. Amani R. Comparison between bioelectrical impedance analysis and body mass index methods in determination of obesity prevalence in Ahvazi women. Eur J Clin Nutr. 2007;61:478–82. https://doi.org/10.1038/sj.ejcn.1602545.
  37. Mattiello R, Amaral MA, Mundstock E, Ziegelmann PK. Reference values for the phase angle of the electrical bioimpedance: Systematic review and meta-analysis involving more than 250,000 subjects. Clin Nutr. 2020;39:1411–7. https://doi.org/10.1016/j.clnu.2019.07.004.
Language: English
Page range: 62 - 68
Submitted on: Apr 14, 2025
Published on: May 26, 2025
Published by: University of Oslo
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2025 Taira Batista Luna, Jose Luis García Bello, Alcibíades Lara Lafargue, Héctor Manuel Camué Ciria, Yohandys A. Zulueta, published by University of Oslo
This work is licensed under the Creative Commons Attribution 4.0 License.