IDEAS home Printed from https://ideas.repec.org/a/hin/complx/6070518.html
   My bibliography  Save this article

Influence of Duodenal–Jejunal Implantation on Glucose Dynamics: A Pilot Study Using Different Nonlinear Methods

Author

Listed:
  • David Cuesta-Frau
  • Daniel Novák
  • Vacláv Burda
  • Daniel Abasolo
  • Tricia Adjei
  • Manuel Varela
  • Borja Vargas
  • Milos Mraz
  • Petra Kavalkova
  • Marek Benes
  • Martin Haluzik

Abstract

Diabetes is a disease of great and rising prevalence, with the obesity epidemic being a significant contributing risk factor. Duodenal–jejunal bypass liner (DJBL) is a reversible implant that mimics the effects of more aggressive surgical procedures, such as gastric bypass, to induce weight loss. We hypothesized that DJBL also influences the glucose dynamics in type II diabetes, based on the induced changes already demonstrated in other physiological characteristics and parameters. In order to assess the validity of this assumption, we conducted a quantitative analysis based on several nonlinear algorithms (Lempel–Ziv Complexity, Sample Entropy, Permutation Entropy, and modified Permutation Entropy), well suited to the characterization of biomedical time series. We applied them to glucose records drawn from two extreme cases available of DJBL implantation: before and after 10 months. The results confirmed the hypothesis and an accuracy of 86.4% was achieved with modified Permutation Entropy. Other metrics also yielded significant classification accuracy results, all above 70%, provided a suitable parameter configuration was chosen. With the Leave–One–Out method, the results were very similar, between 72% and 82% classification accuracy. There was also a decrease in entropy of glycaemia records during the time interval studied. These findings provide a solid foundation to assess how glucose metabolism may be influenced by DJBL implantation and opens a new line of research in this field.

Suggested Citation

  • David Cuesta-Frau & Daniel Novák & Vacláv Burda & Daniel Abasolo & Tricia Adjei & Manuel Varela & Borja Vargas & Milos Mraz & Petra Kavalkova & Marek Benes & Martin Haluzik, 2019. "Influence of Duodenal–Jejunal Implantation on Glucose Dynamics: A Pilot Study Using Different Nonlinear Methods," Complexity, Hindawi, vol. 2019, pages 1-10, February.
  • Handle: RePEc:hin:complx:6070518
    DOI: 10.1155/2019/6070518
    as

    Download full text from publisher

    File URL: http://downloads.hindawi.com/journals/8503/2019/6070518.pdf
    Download Restriction: no

    File URL: http://downloads.hindawi.com/journals/8503/2019/6070518.xml
    Download Restriction: no

    File URL: https://libkey.io/10.1155/2019/6070518?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Katya L Masconi & Tandi E Matsha & Rajiv T Erasmus & Andre P Kengne, 2015. "Effects of Different Missing Data Imputation Techniques on the Performance of Undiagnosed Diabetes Risk Prediction Models in a Mixed-Ancestry Population of South Africa," PLOS ONE, Public Library of Science, vol. 10(9), pages 1-12, September.
    2. Till Seuring & Olga Archangelidi & Marc Suhrcke, 2015. "The Economic Costs of Type 2 Diabetes: A Global Systematic Review," PharmacoEconomics, Springer, vol. 33(8), pages 811-831, August.
    3. Restrepo, Juan F. & Schlotthauer, Gastón & Torres, María E., 2014. "Maximum approximate entropy and r threshold: A new approach for regularity changes detection," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 409(C), pages 97-109.
    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. Clara Bermudez-Tamayo & Stéphane Besançon & Mira Johri & Sidibe Assa & Jonathan Betz Brown & Kaushik Ramaiya, 2017. "Direct and indirect costs of diabetes mellitus in Mali: A case-control study," PLOS ONE, Public Library of Science, vol. 12(5), pages 1-14, May.
    2. Haruhisa Fukuda & Shunya Ikeda & Takeru Shiroiwa & Takashi Fukuda, 2016. "The Effects of Diagnostic Definitions in Claims Data on Healthcare Cost Estimates: Evidence from a Large-Scale Panel Data Analysis of Diabetes Care in Japan," PharmacoEconomics, Springer, vol. 34(10), pages 1005-1014, October.
    3. Seuring, Till & Serneels, Pieter & Suhrcke, Marc & Bachmann, Max, 2020. "Diabetes, employment and behavioural risk factors in China: Marginal structural models versus fixed effects models," Economics & Human Biology, Elsevier, vol. 39(C).
    4. Elina Jussila & Kaisa Kotakorpi & Jouko Verho, 2022. "Prescription Behavior of Physicians in the Public and Private Sector," CESifo Working Paper Series 10186, CESifo.
    5. Rättö, Hanna & Kurko, Terhi & Martikainen, Jaana E. & Aaltonen, Katri, 2021. "The impact of a co-payment increase on the consumption of type 2 antidiabetics – A nationwide interrupted time series analysis," Health Policy, Elsevier, vol. 125(9), pages 1166-1172.
    6. Frank Ranganai Matenda & Mabutho Sibanda, 2022. "Determinants of Default Probability for Audited and Unaudited SMEs under Stressed Conditions in Zimbabwe," Economies, MDPI, vol. 10(11), pages 1-28, November.
    7. Clémence Bussière & Nicolas Sirven & Thomas Rapp & Christine Sevilla‐Dedieu, 2020. "Adherence to medical follow‐up recommendations reduces hospital admissions: Evidence from diabetic patients in France," Health Economics, John Wiley & Sons, Ltd., vol. 29(4), pages 508-522, April.
    8. Delgado-Bonal, Alfonso & López, Álvaro García, 2021. "Quantifying the randomness of the forex market," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 569(C).
    9. Gourzoulidis, George & Kourlaba, Georgia & Stafylas, Panagiotis & Giamouzis, Gregory & Parissis, John & Maniadakis, Nikolaos, 2017. "Association between copayment, medication adherence and outcomes in the management of patients with diabetes and heart failure," Health Policy, Elsevier, vol. 121(4), pages 363-377.
    10. François-Olivier Baudot & Anne-Sophie Aguadé & Thomas Barnay & Christelle Gastaldi-Ménager & Anne Fagot-Campagna, 2019. "Impact of type 2 diabetes on health expenditure: estimation based on individual administrative data," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 20(5), pages 657-668, July.
    11. Isabelle Chort & Olivier Dagnelie, 2022. "Worms or sugar? Mass deworming treatment doubles the probability to suffer from diabetes ten to fifteen years later," Working papers of Transitions Energétiques et Environnementales (TREE) hal-03887621, HAL.
    12. Seuring, Till & Serneels, Pieter & Suhrcke, Marc, 2019. "The impact of diabetes on labour market outcomes in Mexico: A panel data and biomarker analysis," Social Science & Medicine, Elsevier, vol. 233(C), pages 252-261.
    13. Luz María Peña-Longobardo & Isaac Aranda-Reneo & Juan Oliva-Moreno & Svenja Litzkendorf & Isabelle Durand-Zaleski & Eduardo Tizzano & Julio López-Bastida, 2020. "The Economic Impact and Health-Related Quality of Life of Spinal Muscular Atrophy. An Analysis across Europe," IJERPH, MDPI, vol. 17(16), pages 1-12, August.
    14. Michael Ekholuenetale & Anthony Ike Wegbom & Clement Kevin Edet & Charity Ehimwenma Joshua & Amadou Barrow & Chimezie Igwegbe Nzoputam, 2023. "Impact of Chronic Diseases on Labour Force Participation among South African Women: Further Analysis of Population-Based Data," World, MDPI, vol. 4(1), pages 1-12, February.
    15. Juan Bolea & Raquel Bailón & Esther Pueyo, 2018. "On the Standardization of Approximate Entropy: Multidimensional Approximate Entropy Index Evaluated on Short-Term HRV Time Series," Complexity, Hindawi, vol. 2018, pages 1-15, November.
    16. Tamara Skoric & Olivera Sarenac & Branislav Milovanovic & Nina Japundzic-Zigon & Dragana Bajic, 2017. "On Consistency of Cross-Approximate Entropy in Cardiovascular and Artificial Environments," Complexity, Hindawi, vol. 2017, pages 1-15, September.
    17. Muhammad Daoud Butt & Siew Chin Ong & Muhammad Umar Wahab & Muhammad Fawad Rasool & Fahad Saleem & Adnan Hashmi & Ahsan Sajjad & Furqan Aslam Chaudhry & Zaheer-Ud-Din Babar, 2022. "Cost of Illness Analysis of Type 2 Diabetes Mellitus: The Findings from a Lower-Middle Income Country," IJERPH, MDPI, vol. 19(19), pages 1-15, October.
    18. Kurubaran Ganasegeran & Chee Peng Hor & Mohd Fadzly Amar Jamil & Hong Chuan Loh & Juliana Mohd Noor & Norshahida Abdul Hamid & Purnima Devi Suppiah & Mohd Rizal Abdul Manaf & Alan Swee Hock Ch’ng & Ir, 2020. "A Systematic Review of the Economic Burden of Type 2 Diabetes in Malaysia," IJERPH, MDPI, vol. 17(16), pages 1-23, August.
    19. Juan Carlos Caro & Pourya Valizadeh & Alejandrina Correa & Andres Silva & Shu Wen Ng, 2020. "Combined fiscal policies to promote healthier diets: Effects on purchases and consumer welfare," PLOS ONE, Public Library of Science, vol. 15(1), pages 1-23, January.
    20. Ling Jie Cheng & Wenru Wang & Suan Tee Lim & Vivien Xi Wu, 2019. "Factors associated with glycaemic control in patients with diabetes mellitus: A systematic literature review," Journal of Clinical Nursing, John Wiley & Sons, vol. 28(9-10), pages 1433-1450, May.

    More about this item

    Statistics

    Access and download statistics

    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:hin:complx:6070518. 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: Mohamed Abdelhakeem (email available below). General contact details of provider: https://www.hindawi.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.