Evidence map›Paper›PMID 40001725›Full record

ArticleBioengineering (Basel, Switzerland)2025

Development of Mathematical Model for Understanding Microcirculation in Diabetic Foot Ulcers Based on Ankle-Brachial Index.

Ana Karoline Almeida da Silva, Gustavo Adolfo Marcelino de Almeida Nunes, Rafael Mendes Faria, Mário Fabrício Fleury Rosa, Lindemberg Barreto Mota da Costa, Newton de Faria, Adson Ferreira da Rocha, José Carlos Tatmatsu-Rocha, Suelia de Siqueira Rodrigues Fleury Rosa

Abstract read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Ana Karoline Almeida da SilvaPostgraduate Programme in Mechatronic Systems, Mechanical Engineering Department, Campus Darcy Ribeiro, University of Brasilia, Brasilia 70910-900, DF, Brazil.ORCID 0000-0001-9340-6568
Gustavo Adolfo Marcelino de Almeida NunesPostgraduate Programme in Mechatronic Systems, Mechanical Engineering Department, Campus Darcy Ribeiro, University of Brasilia, Brasilia 70910-900, DF, Brazil.ORCID 0000-0002-7710-0654
Rafael Mendes FariaDepartment of Electrical Engineering, Federal Institute of Education, Science and Technology of Triângulo Mineiro, Campus Paracatu, Paracatu 38603-402, MG, Brazil.ORCID 0000-0002-0155-0392
Mário Fabrício Fleury RosaPostgraduate Programme in Biomedical Engineering, Faculty of Science and Engineering Technologies (FCTE), University of Brasilia, Gama 72444-240, DF, Brazil.ORCID 0000-0002-4821-9007
Lindemberg Barreto Mota da CostaPostgraduate Programme in Biomedical Engineering, Faculty of Science and Engineering Technologies (FCTE), University of Brasilia, Gama 72444-240, DF, Brazil.ORCID 0000-0003-4860-6565
Newton de FariaMeinig School of Biomedical Engineering, Master of engineering (M.Eng.) Program, Cornell University, Ithaca, NY 14853, USA.
Adson Ferreira da RochaPostgraduate Programme in Biomedical Engineering, Faculty of Science and Engineering Technologies (FCTE), University of Brasilia, Gama 72444-240, DF, Brazil.
José Carlos Tatmatsu-RochaPostgraduate Program in Physiotherapy in Functionality, Federal University of Ceará, Fortaleza 60430-275, CE, Brazil.ORCID 0000-0003-4900-4857
Suelia de Siqueira Rodrigues Fleury RosaPostgraduate Programme in Mechatronic Systems, Mechanical Engineering Department, Campus Darcy Ribeiro, University of Brasilia, Brasilia 70910-900, DF, Brazil.ORCID 0000-0002-1247-9050

Funding

Foundation for Research Support of the Federal District 00193.00002366/2022-81Fundação de Empreendimentos Científicos e Tecnológicos (Finatec) 7425
6 · The paper itself

Abstract

This study proposes an innovative mathematical model for assessing microcirculation in patients with diabetic ulcers, using the ankle-brachial index (ABI). The methodology combines Bond Graph (BG) modeling and Particle Swarm Optimization (PSO), enabling a detailed analysis of hemodynamic patterns in a pilot sample of three patients. The results revealed a correlation between ulcer size and reduced ABI values, suggesting that deficits in microcirculation directly impact the severity of lesions. Furthermore, despite variations in ABI values and arterial pressures, all patients exhibited high capillary resistance, indicating difficulties in microcirculatory blood flow. The PSO-optimized parameters for the capillary equivalent circuit were found to be R1=89.784Ω, R2=426.55Ω, L=27.506H, and C=0.00040675F, which confirms the presence of high vascular resistance and reduced compliance in the microvascular system of patients with diabetic foot ulcers. This quantitative analysis, made possible through mathematical modeling, is crucial for detecting subtle changes in microcirculatory dynamics, which may not be easily identified through conventional pressure measurements alone. The increased capillary resistance observed may serve as a key indicator of vascular impairment, potentially guiding early intervention strategies and optimizing diabetic ulcer treatment. We acknowledge that the sample size of three patients represents a limitation of the study, but this number was intentionally chosen to allow for a detailed and controlled analysis of the variables involved. Although the findings are promising, additional experimental validations are necessary to confirm the clinical applicability of the model in a larger patient sample, thus solidifying its relevance in clinical practice.

Indexed as

angiogenesisbiomedicalbond graphcomputational biologycomputer simulationdiabetic footmicrovesselsparticle swarm optimization (PSO)

Identifiers

PMID40001725
PMCPMC11851477

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.