Cargando…

Wearable Prophylaxis Tool for AI-Driven Identification of Early Warning Patterns of Pressure Ulcers

As today’s society ages, age-related diseases become more frequent. One very common but yet preventable disease is the development of pressure ulcers (PUs). PUs can occur if tissue is exposed to a long-lasting pressure load, e.g., lying on tissue without turning. The cure of PUs requires intensive c...

Descripción completa

Detalles Bibliográficos
Autores principales: Gruenerbel, Lorenz, Heinrich, Ferdinand, Böhlhoff-Martin, Jonathan, Röper, Lynn, Machens, Hans-Günther, Gruenerbel, Arthur, Schillinger, Moritz, Kist, Andreas, Wenninger, Franz, Richter, Martin, Steinbacher, Leonard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10603913/
https://www.ncbi.nlm.nih.gov/pubmed/37892855
http://dx.doi.org/10.3390/bioengineering10101125
_version_ 1785126709774778368
author Gruenerbel, Lorenz
Heinrich, Ferdinand
Böhlhoff-Martin, Jonathan
Röper, Lynn
Machens, Hans-Günther
Gruenerbel, Arthur
Schillinger, Moritz
Kist, Andreas
Wenninger, Franz
Richter, Martin
Steinbacher, Leonard
author_facet Gruenerbel, Lorenz
Heinrich, Ferdinand
Böhlhoff-Martin, Jonathan
Röper, Lynn
Machens, Hans-Günther
Gruenerbel, Arthur
Schillinger, Moritz
Kist, Andreas
Wenninger, Franz
Richter, Martin
Steinbacher, Leonard
author_sort Gruenerbel, Lorenz
collection PubMed
description As today’s society ages, age-related diseases become more frequent. One very common but yet preventable disease is the development of pressure ulcers (PUs). PUs can occur if tissue is exposed to a long-lasting pressure load, e.g., lying on tissue without turning. The cure of PUs requires intensive care, especially for the elderly or people with preexisting conditions whose tissue needs longer healing times. The consequences are heavy suffering for the patient and extreme costs for the health care system. To avoid these consequences, our objective is to develop a pressure ulcer prophylaxis device. For that, we built a new sensor system able to monitor the pressure load and tissue vital signs in immediate local proximity at patient’s predilection sites. In the clinical study, we found several indicators showing correlations between tissue perfusion and the risk of PU development, including strongly reduced SpO [Formula: see text] levels in body tissue prior to a diagnosed PU. Finally, we propose a prophylaxis system that allows for the prediction of PU developments in early stages before they become visible. This work is the first step in generating an effective system to warn patients or caregivers about developing PUs and taking appropriate preventative measures. Widespread application could reduce patient suffering and lead to substantial cost savings.
format Online
Article
Text
id pubmed-10603913
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-106039132023-10-28 Wearable Prophylaxis Tool for AI-Driven Identification of Early Warning Patterns of Pressure Ulcers Gruenerbel, Lorenz Heinrich, Ferdinand Böhlhoff-Martin, Jonathan Röper, Lynn Machens, Hans-Günther Gruenerbel, Arthur Schillinger, Moritz Kist, Andreas Wenninger, Franz Richter, Martin Steinbacher, Leonard Bioengineering (Basel) Article As today’s society ages, age-related diseases become more frequent. One very common but yet preventable disease is the development of pressure ulcers (PUs). PUs can occur if tissue is exposed to a long-lasting pressure load, e.g., lying on tissue without turning. The cure of PUs requires intensive care, especially for the elderly or people with preexisting conditions whose tissue needs longer healing times. The consequences are heavy suffering for the patient and extreme costs for the health care system. To avoid these consequences, our objective is to develop a pressure ulcer prophylaxis device. For that, we built a new sensor system able to monitor the pressure load and tissue vital signs in immediate local proximity at patient’s predilection sites. In the clinical study, we found several indicators showing correlations between tissue perfusion and the risk of PU development, including strongly reduced SpO [Formula: see text] levels in body tissue prior to a diagnosed PU. Finally, we propose a prophylaxis system that allows for the prediction of PU developments in early stages before they become visible. This work is the first step in generating an effective system to warn patients or caregivers about developing PUs and taking appropriate preventative measures. Widespread application could reduce patient suffering and lead to substantial cost savings. MDPI 2023-09-25 /pmc/articles/PMC10603913/ /pubmed/37892855 http://dx.doi.org/10.3390/bioengineering10101125 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Gruenerbel, Lorenz
Heinrich, Ferdinand
Böhlhoff-Martin, Jonathan
Röper, Lynn
Machens, Hans-Günther
Gruenerbel, Arthur
Schillinger, Moritz
Kist, Andreas
Wenninger, Franz
Richter, Martin
Steinbacher, Leonard
Wearable Prophylaxis Tool for AI-Driven Identification of Early Warning Patterns of Pressure Ulcers
title Wearable Prophylaxis Tool for AI-Driven Identification of Early Warning Patterns of Pressure Ulcers
title_full Wearable Prophylaxis Tool for AI-Driven Identification of Early Warning Patterns of Pressure Ulcers
title_fullStr Wearable Prophylaxis Tool for AI-Driven Identification of Early Warning Patterns of Pressure Ulcers
title_full_unstemmed Wearable Prophylaxis Tool for AI-Driven Identification of Early Warning Patterns of Pressure Ulcers
title_short Wearable Prophylaxis Tool for AI-Driven Identification of Early Warning Patterns of Pressure Ulcers
title_sort wearable prophylaxis tool for ai-driven identification of early warning patterns of pressure ulcers
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10603913/
https://www.ncbi.nlm.nih.gov/pubmed/37892855
http://dx.doi.org/10.3390/bioengineering10101125
work_keys_str_mv AT gruenerbellorenz wearableprophylaxistoolforaidrivenidentificationofearlywarningpatternsofpressureulcers
AT heinrichferdinand wearableprophylaxistoolforaidrivenidentificationofearlywarningpatternsofpressureulcers
AT bohlhoffmartinjonathan wearableprophylaxistoolforaidrivenidentificationofearlywarningpatternsofpressureulcers
AT roperlynn wearableprophylaxistoolforaidrivenidentificationofearlywarningpatternsofpressureulcers
AT machenshansgunther wearableprophylaxistoolforaidrivenidentificationofearlywarningpatternsofpressureulcers
AT gruenerbelarthur wearableprophylaxistoolforaidrivenidentificationofearlywarningpatternsofpressureulcers
AT schillingermoritz wearableprophylaxistoolforaidrivenidentificationofearlywarningpatternsofpressureulcers
AT kistandreas wearableprophylaxistoolforaidrivenidentificationofearlywarningpatternsofpressureulcers
AT wenningerfranz wearableprophylaxistoolforaidrivenidentificationofearlywarningpatternsofpressureulcers
AT richtermartin wearableprophylaxistoolforaidrivenidentificationofearlywarningpatternsofpressureulcers
AT steinbacherleonard wearableprophylaxistoolforaidrivenidentificationofearlywarningpatternsofpressureulcers