TY - JOUR
T1 - Wearable Prophylaxis Tool for AI-Driven Identification of Early Warning Patterns of Pressure Ulcers
AU - Gruenerbel, Lorenz
AU - Heinrich, Ferdinand
AU - Böhlhoff-Martin, Jonathan
AU - Röper, Lynn
AU - Machens, Hans Günther
AU - Gruenerbel, Arthur
AU - Schillinger, Moritz
AU - Kist, Andreas
AU - Wenninger, Franz
AU - Richter, Martin
AU - Steinbacher, Leonard
N1 - Publisher Copyright:
© 2023 by the authors.
PY - 2023/10
Y1 - 2023/10
N2 - 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 presented.) 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.
AB - 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 presented.) 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.
KW - AI
KW - bedsore
KW - continuous monitoring
KW - decubitus
KW - digital health
KW - foot ulcer
KW - machine learning
KW - personalized medicine
KW - pressure ulcers
KW - prevention
UR - http://www.scopus.com/inward/record.url?scp=85175160241&partnerID=8YFLogxK
U2 - 10.3390/bioengineering10101125
DO - 10.3390/bioengineering10101125
M3 - Article
AN - SCOPUS:85175160241
SN - 2306-5354
VL - 10
JO - Bioengineering
JF - Bioengineering
IS - 10
M1 - 1125
ER -