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Utilising low-cost, easy-to-use microscopy techniques for early peritonitis infection screening in peritoneal dialysis patients

Peritoneal dialysis (PD) patients are at high risk for peritonitis, an infection of the peritoneum that affects 13% of PD users annually. Relying on subjective peritonitis symptoms results in delayed treatment, leading to high hospitalisation costs, peritoneal scarring, and premature transition to h...

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Autores principales: Buckup, Mark, Kaneda, Janelle M., Birk, Alisha M., Glockner, Eleanor, Venook, Ross, Jain, Aditya, Sharma, Shuchita, Wong, Cynthia, Sutha, Ken
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9388639/
https://www.ncbi.nlm.nih.gov/pubmed/35982214
http://dx.doi.org/10.1038/s41598-022-18380-9
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author Buckup, Mark
Kaneda, Janelle M.
Birk, Alisha M.
Glockner, Eleanor
Venook, Ross
Jain, Aditya
Sharma, Shuchita
Wong, Cynthia
Sutha, Ken
author_facet Buckup, Mark
Kaneda, Janelle M.
Birk, Alisha M.
Glockner, Eleanor
Venook, Ross
Jain, Aditya
Sharma, Shuchita
Wong, Cynthia
Sutha, Ken
author_sort Buckup, Mark
collection PubMed
description Peritoneal dialysis (PD) patients are at high risk for peritonitis, an infection of the peritoneum that affects 13% of PD users annually. Relying on subjective peritonitis symptoms results in delayed treatment, leading to high hospitalisation costs, peritoneal scarring, and premature transition to haemodialysis. We have developed and tested a low-cost, easy-to-use technology that uses microscopy and image analysis to screen for peritonitis across the effluent drain tube. Compared to other technologies, our prototype is made from off-the-shelf, low-cost materials. It can be set up quickly and key stakeholders believe it can improve the overall PD experience. We demonstrate that our prototype classifies infection-indicating and healthy white blood cell levels in clinically collected patient effluent with 94% accuracy. Integration of our technology into PD setups as a screening tool for peritonitis would enable earlier physician notification, allowing for prompt diagnosis and treatment to prevent hospitalisations, reduce scarring, and increase PD longevity. Our findings demonstrate the versatility of microscopy and image analysis for infection screening and are a proof of principle for their future applications in health care.
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spelling pubmed-93886392022-08-20 Utilising low-cost, easy-to-use microscopy techniques for early peritonitis infection screening in peritoneal dialysis patients Buckup, Mark Kaneda, Janelle M. Birk, Alisha M. Glockner, Eleanor Venook, Ross Jain, Aditya Sharma, Shuchita Wong, Cynthia Sutha, Ken Sci Rep Article Peritoneal dialysis (PD) patients are at high risk for peritonitis, an infection of the peritoneum that affects 13% of PD users annually. Relying on subjective peritonitis symptoms results in delayed treatment, leading to high hospitalisation costs, peritoneal scarring, and premature transition to haemodialysis. We have developed and tested a low-cost, easy-to-use technology that uses microscopy and image analysis to screen for peritonitis across the effluent drain tube. Compared to other technologies, our prototype is made from off-the-shelf, low-cost materials. It can be set up quickly and key stakeholders believe it can improve the overall PD experience. We demonstrate that our prototype classifies infection-indicating and healthy white blood cell levels in clinically collected patient effluent with 94% accuracy. Integration of our technology into PD setups as a screening tool for peritonitis would enable earlier physician notification, allowing for prompt diagnosis and treatment to prevent hospitalisations, reduce scarring, and increase PD longevity. Our findings demonstrate the versatility of microscopy and image analysis for infection screening and are a proof of principle for their future applications in health care. Nature Publishing Group UK 2022-08-18 /pmc/articles/PMC9388639/ /pubmed/35982214 http://dx.doi.org/10.1038/s41598-022-18380-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Buckup, Mark
Kaneda, Janelle M.
Birk, Alisha M.
Glockner, Eleanor
Venook, Ross
Jain, Aditya
Sharma, Shuchita
Wong, Cynthia
Sutha, Ken
Utilising low-cost, easy-to-use microscopy techniques for early peritonitis infection screening in peritoneal dialysis patients
title Utilising low-cost, easy-to-use microscopy techniques for early peritonitis infection screening in peritoneal dialysis patients
title_full Utilising low-cost, easy-to-use microscopy techniques for early peritonitis infection screening in peritoneal dialysis patients
title_fullStr Utilising low-cost, easy-to-use microscopy techniques for early peritonitis infection screening in peritoneal dialysis patients
title_full_unstemmed Utilising low-cost, easy-to-use microscopy techniques for early peritonitis infection screening in peritoneal dialysis patients
title_short Utilising low-cost, easy-to-use microscopy techniques for early peritonitis infection screening in peritoneal dialysis patients
title_sort utilising low-cost, easy-to-use microscopy techniques for early peritonitis infection screening in peritoneal dialysis patients
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9388639/
https://www.ncbi.nlm.nih.gov/pubmed/35982214
http://dx.doi.org/10.1038/s41598-022-18380-9
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