IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v17y2020i21p8176-d440444.html
   My bibliography  Save this article

Prediction of Somatotype from Bioimpedance Analysis in Elite Youth Soccer Players

Author

Listed:
  • Francesco Campa

    (Department for Life Quality Studies, University of Bologna, 47921 Rimini, Italy)

  • Catarina N. Matias

    (Faculdade de Educação Física e Desporto, Universidade Lusófona, 1749-024 Lisboa, Portugal
    CIPER—Interdisciplinary Center for the Study of Human Performance, Faculty Human Kinetics, University of Lisbon, 1495-751 Lisboa, Portugal
    Bioperformance & Nutrition Research Unit, Ingrediente Métrico S.A., 2740-262 Lisbon, Portugal)

  • Pantelis T. Nikolaidis

    (School of Health and Caring Sciences, University of West Attica, 12243 Athens, Greece)

  • Henry Lukaski

    (Department of Kinesiology and Public Health Education, Hyslop Sports Center, University of North Dakota, Grand Forks, ND 58202, USA)

  • Jacopo Talluri

    (Department of clinical research and development, Akern Ltd., 56121 Pisa, Italy)

  • Stefania Toselli

    (Department of Biomedical and Neuromotor Sciences, University of Bologna, 40126 Bologna, Italy)

Abstract

The accurate body composition assessment comprises several variables, causing it to be a time consuming evaluation as well as requiring different and sometimes costly measurement instruments. The aim of this study was to develop new equations for the somatotype prediction, reducing the number of normal measurements required by the Heath and Carter approach. A group of 173 male soccer players (age, 13.6 ± 2.2 years, mean ± standard deviation; body mass index, BMI, 19.9 ± 2.5 kg/m 2 ), members of the academy of a professional Italian soccer team participating in the first division (Serie A), participated in this study. Bioelectrical impedance analysis (BIA) was performed using the single frequency of 50 kHz and fat-free mass (FFM) was calculated using a BIA specific, impedance based equation. Somatotype components were estimated according to the Heath-Carter method. The participants were randomly split into development ( n = 117) and validation groups ( n = 56). New anthropometric and BIA based models were developed (endomorphy = −1.953 − 0.011 × stature 2 /resistance + 0.135 × BMI + 0.232 × triceps skinfold, R 2 = 0.86, SEE = 0.28; mesomorphy = 6.848 + 0.138 × phase angle + 0.232 × contracted arm circumference + 0.166 × calf circumference − 0.093 × stature, R 2 = 0.87, SEE = 0.40; ectomorphy = −5.592 − 38.237 × FFM/stature + 0.123 × stature, R 2 = 0.86, SEE = 0.37). Cross validation revealed R 2 of 0.84, 0.80, and 0.87 for endomorphy, mesomorphy, and ectomorphy, respectively. The new proposed equations allow for the integration of the somatotype assessment into BIA, reducing the number of collected measurements, the instruments used, and the time normally required to obtain a complete body composition analysis.

Suggested Citation

  • Francesco Campa & Catarina N. Matias & Pantelis T. Nikolaidis & Henry Lukaski & Jacopo Talluri & Stefania Toselli, 2020. "Prediction of Somatotype from Bioimpedance Analysis in Elite Youth Soccer Players," IJERPH, MDPI, vol. 17(21), pages 1-10, November.
  • Handle: RePEc:gam:jijerp:v:17:y:2020:i:21:p:8176-:d:440444
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/17/21/8176/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/17/21/8176/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Francesco Campa & Analiza M. Silva & Catarina N. Matias & Cristina P. Monteiro & Antonio Paoli & João Pedro Nunes & Jacopo Talluri & Henry Lukaski & Stefania Toselli, 2020. "Body Water Content and Morphological Characteristics Modify Bioimpedance Vector Patterns in Volleyball, Soccer, and Rugby Players," IJERPH, MDPI, vol. 17(18), pages 1-12, September.
    2. Francesco Campa & Catarina Matias & Hannes Gatterer & Stefania Toselli & Josely C. Koury & Angela Andreoli & Giovanni Melchiorri & Luis B. Sardinha & Analiza M. Silva, 2019. "Classic Bioelectrical Impedance Vector Reference Values for Assessing Body Composition in Male and Female Athletes," IJERPH, MDPI, vol. 16(24), pages 1-12, December.
    3. Francesco Campa & Analiza M. Silva & Jacopo Talluri & Catarina N. Matias & Georgian Badicu & Stefania Toselli, 2020. "Somatotype and Bioimpedance Vector Analysis: A New Target Zone for Male Athletes," Sustainability, MDPI, vol. 12(11), pages 1-13, May.
    4. Cristóbal Sánchez Muñoz & José J. Muros & Óscar López Belmonte & Mikel Zabala, 2020. "Anthropometric Characteristics, Body Composition and Somatotype of Elite Male Young Runners," IJERPH, MDPI, vol. 17(2), pages 1-10, January.
    5. Francesco Campa & Analiza Monica Silva & Vincenzo Iannuzzi & Gabriele Mascherini & Luca Benedetti & Stefania Toselli, 2019. "The Role of Somatic Maturation on Bioimpedance Patterns and Body Composition in Male Elite Youth Soccer Players," IJERPH, MDPI, vol. 16(23), pages 1-11, November.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Francesco Campa & Analiza M. Silva & Catarina N. Matias & Cristina P. Monteiro & Antonio Paoli & João Pedro Nunes & Jacopo Talluri & Henry Lukaski & Stefania Toselli, 2020. "Body Water Content and Morphological Characteristics Modify Bioimpedance Vector Patterns in Volleyball, Soccer, and Rugby Players," IJERPH, MDPI, vol. 17(18), pages 1-12, September.
    2. Ivo B. Regli & Rachel Turner & Simon Woyke & Simon Rauch & Hermann Brugger & Hannes Gatterer, 2021. "Bioelectrical Impedance Vector Analysis: A Valuable Tool to Monitor Daily Body Hydration Dynamics at Altitude," IJERPH, MDPI, vol. 18(10), pages 1-10, May.
    3. Marcus Vinicius de Oliveira Cattem & Bruna Taranto Sinforoso & Francesco Campa & Josely Correa Koury, 2021. "Bioimpedance Vector Patterns according to Age and Handgrip Strength in Adolescent Male and Female Athletes," IJERPH, MDPI, vol. 18(11), pages 1-11, June.
    4. Andrea Di Credico & Giulia Gaggi & Anastasios Vamvakis & Sofia Serafini & Barbara Ghinassi & Angela Di Baldassarre & Pascal Izzicupo, 2021. "Bioelectrical Impedance Vector Analysis of Young Elite Team Handball Players," IJERPH, MDPI, vol. 18(24), pages 1-12, December.
    5. Francesco Campa & Alessandro Piras & Milena Raffi & Aurelio Trofè & Monica Perazzolo & Gabriele Mascherini & Stefania Toselli, 2020. "The Effects of Dehydration on Metabolic and Neuromuscular Functionality during Cycling," IJERPH, MDPI, vol. 17(4), pages 1-10, February.
    6. Stefania Toselli & Elisabetta Marini & Pasqualino Maietta Latessa & Luca Benedetti & Francesco Campa, 2020. "Maturity Related Differences in Body Composition Assessed by Classic and Specific Bioimpedance Vector Analysis among Male Elite Youth Soccer Players," IJERPH, MDPI, vol. 17(3), pages 1-10, January.
    7. Florin Valentin Leuciuc & Ileana Petrariu & Gheorghe Pricop & Dan Mihai Rohozneanu & Ileana Monica Popovici, 2022. "Toward an Anthropometric Pattern in Elite Male Handball," IJERPH, MDPI, vol. 19(5), pages 1-14, February.
    8. Stefania Toselli & Georgian Badicu & Laura Bragonzoni & Federico Spiga & Paolo Mazzuca & Francesco Campa, 2020. "Comparison of the Effect of Different Resistance Training Frequencies on Phase Angle and Handgrip Strength in Obese Women: A Randomized Controlled Trial," IJERPH, MDPI, vol. 17(4), pages 1-10, February.
    9. Francesco Campa & Gianpiero Greco, 2022. "Growth, Somatic Maturation, and Their Impact on Physical Health and Sports Performance: An Editorial," IJERPH, MDPI, vol. 19(3), pages 1-4, January.
    10. Agnieszka Ostachowska-Gąsior & Monika Piwowar & Joanna Zając, 2021. "Segmental Phase Angle and Body Composition Fluctuation of Elite Ski Jumpers between Summer and Winter FIS Competitions," IJERPH, MDPI, vol. 18(9), pages 1-17, April.
    11. Alejandro Martínez-Rodríguez & María Martínez-Olcina & María Hernández-García & Jacobo Á. Rubio-Arias & Javier Sánchez-Sánchez & Daniel Lara-Cobos & Manuel Vicente-Martínez & Maria José Carvalho & Jua, 2021. "Mediterranean Diet Adherence, Body Composition and Performance in Beach Handball Players: A Cross Sectional Study," IJERPH, MDPI, vol. 18(6), pages 1-15, March.
    12. Francesco Campa & Catarina Matias & Hannes Gatterer & Stefania Toselli & Josely C. Koury & Angela Andreoli & Giovanni Melchiorri & Luis B. Sardinha & Analiza M. Silva, 2019. "Classic Bioelectrical Impedance Vector Reference Values for Assessing Body Composition in Male and Female Athletes," IJERPH, MDPI, vol. 16(24), pages 1-12, December.
    13. Michal Lehnert & Mark De Ste Croix & Amr Zaatar & Patrycja Lipinska & Petr Stastny, 2020. "Effect of a Simulated Match on Lower Limb Neuromuscular Performance in Youth Footballers—A Two Year Longitudinal Study," IJERPH, MDPI, vol. 17(22), pages 1-17, November.
    14. Marijan Spehnjak & Marko Gušić & Slavko Molnar & Mario Baić & Slobodan Andrašić & Musa Selimi & Draženka Mačak & Dejan M. Madić & Suzana Žilič Fišer & Goran Sporiš & Nebojša Trajković, 2021. "Body Composition in Elite Soccer Players from Youth to Senior Squad," IJERPH, MDPI, vol. 18(9), pages 1-12, May.
    15. Basilio Pueo & Jose Julio Espina-Agullo & Sergio Selles-Perez & Alfonso Penichet-Tomas, 2020. "Optimal Body Composition and Anthropometric Profile of World-Class Beach Handball Players by Playing Positions," Sustainability, MDPI, vol. 12(17), pages 1-13, August.
    16. Raquel Vaquero-Cristóbal & Mario Albaladejo-Saura & Ana E. Luna-Badachi & Francisco Esparza-Ros, 2020. "Differences in Fat Mass Estimation Formulas in Physically Active Adult Population and Relationship with Sums of Skinfolds," IJERPH, MDPI, vol. 17(21), pages 1-12, October.
    17. Catarina N. Matias & Stefania Toselli & Cristina P. Monteiro & Francesco Campa, 2022. "Editorial: New Training Strategies and Evaluation Methods for Improving Health and Physical Performance," IJERPH, MDPI, vol. 19(10), pages 1-4, May.
    18. Stefania Toselli & Francesco Campa & Pasqualino Maietta Latessa & Gianpiero Greco & Alberto Loi & Alessia Grigoletto & Luciana Zaccagni, 2021. "Differences in Maturity and Anthropometric and Morphological Characteristics among Young Male Basketball and Soccer Players and Non-Players," IJERPH, MDPI, vol. 18(8), pages 1-15, April.
    19. Mario Albaladejo-Saura & Raquel Vaquero-Cristóbal & Noelia González-Gálvez & Francisco Esparza-Ros, 2021. "Relationship between Biological Maturation, Physical Fitness, and Kinanthropometric Variables of Young Athletes: A Systematic Review and Meta-Analysis," IJERPH, MDPI, vol. 18(1), pages 1-20, January.
    20. Ruben Francisco & Catarina N. Matias & Diana A. Santos & Francesco Campa & Claudia S. Minderico & Paulo Rocha & Steven B. Heymsfield & Henry Lukaski & Luís B. Sardinha & Analiza M. Silva, 2020. "The Predictive Role of Raw Bioelectrical Impedance Parameters in Water Compartments and Fluid Distribution Assessed by Dilution Techniques in Athletes," IJERPH, MDPI, vol. 17(3), pages 1-14, January.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:17:y:2020:i:21:p:8176-:d:440444. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.