The DOI matches its Crossref record; 149 of the 149 references it cites were found in a registry or an index.
The theory and fundamentals of bioimpedance analysis in clinical status monitoring and diagnosis of diseases.
Open accessAbstract
Bioimpedance analysis is a noninvasive, low cost and a commonly used approach for body composition measurements and assessment of clinical condition. There are a variety of methods applied for interpretation of measured bioimpedance data and a wide range of utilizations of bioimpedance in body composition estimation and evaluation of clinical status. This paper reviews the main concepts of bioimpedance measurement techniques including the frequency based, the allocation based, bioimpedance vector analysis and the real time bioimpedance analysis systems. Commonly used prediction equations for body composition assessment and influence of anthropometric measurements, gender, ethnic groups, postures, measurements protocols and electrode artifacts in estimated values are also discussed. In addition, this paper also contributes to the deliberations of bioimpedance analysis assessment of abnormal loss in lean body mass and unbalanced shift in body fluids and to the summary of diagnostic usage in different kinds of conditions such as cardiac, pulmonary, renal, and neural and infection diseases.
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“R of the conductor is expressed by R = ρL2/V, so V = ρL2/R, wherein ρ is the conductor resistivity, L is the length, and V is volume (48, 49).”
From Development and Cross-Validation of a Predictive Equation for Fat-Free Mass in Brazilian Adolescents by Bioelectrical Impedance (2022) · cites this paper as [49]
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“The electrical properties of the human body may explain the use of BIA to estimate FFM by the resistance index.”
From Development and Cross-Validation of a Predictive Equation for Fat-Free Mass in Brazilian Adolescents by Bioelectrical Impedance (2022) · cites this paper as [49]
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Cites
Dispersion and Absorption in Dielectrics I. Alternating Current Characteristics
Cole, K. S., & Cole, R. H. (1941) · The Journal of Chemical Physics · doi:10.1063/1.1750906 · Cited by 10,152
Bioelectrical impedance analysis?part I: review of principles and methods
KYLE, U. (2004) · Clinical Nutrition · doi:10.1016/j.clnu.2004.06.004 · Cited by 3,200 · cited 25×
“At high frequencies, the current will pass through the whole TBW which is composed of ECF and ICF [96], so the conducting volume is equal to the ratio between TBW and total body volume.”
BackgroundMethodInfluentialESPEN Guidelines for Nutrition Screening 2002
Kondrup, J. (2003) · Clinical Nutrition · doi:10.1016/s0261-5614(03)00098-0 · Cited by 3,159
Bioelectrical impedance analysis—part II: utilization in clinical practice
Kyle, U. G., Bosaeus, I., De Lorenzo, A. D., Deurenberg, P., Elia, M., Manuel Gómez, J., Lilienthal Heitmann, B., Kent-Smith, L., Melchior, J.-C., Pirlich, M., et al. (2004) · Clinical Nutrition · doi:10.1016/j.clnu.2004.09.012 · Cited by 2,350
Assessment of fat-free mass using bioelectrical impedance measurements of the human body
Lukaski, H., Johnson, P., Bolonchuk, W., & Lykken, G. (1985) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/41.4.810 · Cited by 1,896
Body mass index as a measure of body fatness: age- and sex-specific prediction formulas
Deurenberg, P., Weststrate, J., & Seidell, J. C. (1991) · British Journal of Nutrition · doi:10.1079/bjn19910073 · Cited by 1,397
Validation of tetrapolar bioelectrical impedance method to assess human body composition
Lukaski, H. C., Bolonchuk, W. W., Hall, C. B., & Siders, W. A. (1986) · Journal of Applied Physiology · doi:10.1152/jappl.1986.60.4.1327 · Cited by 1,370 · cited 4×
“It was introduced by Hoofer [4] and later revised by Nyboer [3] to decrease the contact impedance between skin and electrodes, and validated by Lukaski [17] in 140 normal adults.”
MethodInfluentialBody composition of reference children from birth to age 10 years
Fomon, S. J., Haschke, F., Ziegler, E., & Nelson, S. (1982) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/35.5.1169 · Cited by 1,264
Bioimpedance and Bioelectricity Basics
(2015) · Elsevier eBooks · doi:10.1016/c2012-0-06951-7 · Cited by 1,175
Norman, K., Stobäus, N., Pirlich, M., & Bosy-Westphal, A. (2012) · Clinical Nutrition · doi:10.1016/j.clnu.2012.05.008 · Cited by 1,049
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Research works printed but not linked: 3
- Thomasset, 1963, Bio-electrical properties of tissues, Lyon Med., 209, 1325
- Sargent, J.A., and Gotch, F.A. (1989). Replacement of Renal Function by Dialysis, Springer.
- Serrano, M.D.M., de Espinosa, M.G.-M., and Zamorano, E.M. (2012). Handbook of Anthropometry, Springer.
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Jordan, T., Ogrin, J., & Kozjek, N. R. (2026) · Radiology and Oncology · doi:10.2478/raon-2026-0048
Siddique, A., Kingler, A., Neelagiri, S., Kota, R., Shapiro, D. I., Pisani, C., Batchu, P., & Terrill, T. H. (2026) · Smart Agricultural Technology · doi:10.1016/j.atech.2026.102548
Kowalczyk, K., Gałczyńska, D., Herman, J., Czyż, M., Kowalczyk, D., Drosdzol-Cop, A. B., & Franik, G. (2026) · Frontiers in Endocrinology · doi:10.3389/fendo.2026.1975667
Sun, B., Zhao, Z., Peng, J., Yao, J., Huang, J., & Zhao, T. (2026) · IEEE International Instrumentation and Measurement Technology Conference · doi:10.1109/i2mtc66907.2026.11694557
Luongo, A., Carlo, F. P. M. D., Coluccia, S., Rocco, P., Russo, N., Racca, E., D’Amico, M., Coppola, E., D’Errico, D., Crispo, A., et al. (2026) · Current Oncology · doi:10.3390/curroncol33100591
Kaushiki, R., Alka, H., Archana, S., Swati, P., & Aayushi, P. (2026) · Research Square · doi:10.21203/rs.3.rs-10802353/v1
Giovannini, S., Pedico, A., Malizia, A. M., Angelini, F., Panzillo, G. A. D., Loreti, C., Morciano, N., Frisullo, G., Petrucci, M., Biscotti, L., et al. (2026) · Nutrients · doi:10.3390/nu18213506
Jung, G. S., Park, C., Ye, A. Y., & Kim, K. T. (2026) · Research Square · doi:10.21203/rs.3.rs-11337974/v1
Structured multifrequency segmental bioimpedance descriptors for diabetes screening support
Choi, M., Lee, K. H., & Kim, J. U. (2026) · Frontiers in Physiology · doi:10.3389/fphys.2026.1958735
Metadata
- Authors
- Khalil, S., Mohktar, M., & Ibrahim, F.
- Affiliations
- University of Malaya (MY)
- Corresponding author
- Ibrahim, Fatimah
- Venue
- Sensors
- Publisher
- MDPI AG
- Published
- 2014-06-19
- Volume
- 14
- Issue
- 6
- Pages
- 10895-10928
- ISSN
- 1424-8220 (ISSN-L)
- PMC
- PMC4118362
- OpenAlex
- W2082211146
- Cited by
- 712
- References
- 149
- Citations by year
- 2026: 64 · 2025: 83 · 2024: 91 · 2023: 86 · 2022: 94 · 2021: 72 · 2020: 74 · 2019: 51 · 2018: 48 · 2017: 25 · 2016: 16 · 2015: 7 · 2014: 1
- FWCI
- 1.92
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Sensors (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Health Sciences › Medicine › Physiology (medical) › Body Composition Measurement Techniques
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Electrical and Bioimpedance Tomography
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Keywords
- bioelectrical impedance analysis, body composition, bioimpedance vector analysis, prediction equations, anthropometry, lean mass loss, fluid shifts, heart disease, lung disease, kidney disease, neurological disorders, infectious diseases
- MeSH terms
- Body Composition, Diagnosis, Computer-Assisted, Equipment Design, Humans, Models, Biological, Monitoring, Physiologic, Plethysmography, Impedance, Biosensing Techniques, Equipment Failure Analysis
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