@article{8bce0fe480b34b9cb6501d35efb8313b,
title = "Utilising low-cost, easy-to-use microscopy techniques for early peritonitis infection screening in peritoneal dialysis patients",
abstract = "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.",
author = "Mark Buckup and Kaneda, {Janelle M.} and Birk, {Alisha M.} and Eleanor Glockner and Ross Venook and Aditya Jain and Shuchita Sharma and Cynthia Wong and Ken Sutha",
note = "Funding Information: We thank Dr. Jaime Uribarri at Mount Sinai Nephrology for providing reagents, and Dr. Miriam Merad at Mount Sinai Immunology for providing insight and lab space. We thank Matthew Carter, Christian Choe, Dr. David Camarillo, Dr. Richard Fan, and Dr. Ha Tran for providing mentorship and guidance in the early stages of the device{\textquoteright}s development at Stanford University and Dr. Steven Chen in the clinical validation stage at The Mount Sinai Hospital. We also thank Dr. Michael Sklar from Stanford{\textquoteright}s Department of Statistics for statistical consulting on the cross validation methods. We thank Colin Buckup, David Minick, and Nicholas Deutschmann for electrical and mechanical design guidance. We thank the National Kidney Foundation for distributing our market research questionnaire to their patient and professional members. This project was supported by Kidney Innovation Accelerator (KidneyX) Redesign Dialysis Phase I 2019 Finalist prise money hosted by American Society of Nephrology and U.S. Department of Health and Human Services, and Stanford Biodesign NEXT extension funding. K.S. is supported by the Ernst and Amelia Gallo Endowed Postdoctoral Fellowship from the Stanford Maternal and Child Health Research Institute and by the Jared J. Grantham Research Fellowship from KidneyCure, the American Society of Nephrology Research Foundation. Funding Information: We thank Dr. Jaime Uribarri at Mount Sinai Nephrology for providing reagents, and Dr. Miriam Merad at Mount Sinai Immunology for providing insight and lab space. We thank Matthew Carter, Christian Choe, Dr. David Camarillo, Dr. Richard Fan, and Dr. Ha Tran for providing mentorship and guidance in the early stages of the device{\textquoteright}s development at Stanford University and Dr. Steven Chen in the clinical validation stage at The Mount Sinai Hospital. We also thank Dr. Michael Sklar from Stanford{\textquoteright}s Department of Statistics for statistical consulting on the cross validation methods. We thank Colin Buckup, David Minick, and Nicholas Deutschmann for electrical and mechanical design guidance. We thank the National Kidney Foundation for distributing our market research questionnaire to their patient and professional members. This project was supported by Kidney Innovation Accelerator (KidneyX) Redesign Dialysis Phase I 2019 Finalist prise money hosted by American Society of Nephrology and U.S. Department of Health and Human Services, and Stanford Biodesign NEXT extension funding. K.S. is supported by the Ernst and Amelia Gallo Endowed Postdoctoral Fellowship from the Stanford Maternal and Child Health Research Institute and by the Jared J. Grantham Research Fellowship from KidneyCure, the American Society of Nephrology Research Foundation. Publisher Copyright: {\textcopyright} 2022, The Author(s).",
year = "2022",
month = dec,
doi = "10.1038/s41598-022-18380-9",
language = "English",
volume = "12",
journal = "Scientific Reports",
issn = "2045-2322",
publisher = "Nature Publishing Group",
number = "1",
}