PMID- 31540364 OWN - NLM STAT- PubMed-not-MEDLINE LR - 20200930 IS - 2075-4418 (Print) IS - 2075-4418 (Electronic) IS - 2075-4418 (Linking) VI - 9 IP - 3 DP - 2019 Sep 18 TI - Evaluation of Acridine Orange Staining for a Semi-Automated Urinalysis Microscopic Examination at the Point-of-Care. LID - 10.3390/diagnostics9030122 [doi] LID - 122 AB - A urinary tract infection (UTI) can be diagnosed via urinalysis, consisting of a dipstick test and manual microscopic examination. Point-of-care (POC) image-based systems have been designed to automate the microscopic examination for low-volume laboratories or low-resource clinics. In this pilot study, acridine orange (AO) was evaluated as a fluorescence-based contrast agent to aid in detecting and enumerating urine sediment specific for diagnosing a UTI. Acridine orange staining of epithelial cells, leukocytes, and bacteria provided sufficient contrast to successfully implement image segmentation techniques, which enabled the extraction of classifiable morphologic features. Surface area bounded by each cell border was used to differentiate the sediment; epithelial cells were larger than 500mum(2), bacteria were less than 30mum(2), and leukocytes in between. This image-based semi-automated technique using AO resulted in similar cell counts to the clinical results, which demonstrates the feasibility of AO as an aid for POC urinalysis systems. FAU - Powless, Amy J AU - Powless AJ AD - Department of Biomedical Engineering, University of Arkansas, Fayetteville, AR 72701, USA. apowless@uark.edu. FAU - Prieto, Sandra P AU - Prieto SP AD - Department of Biomedical Engineering, University of Arkansas, Fayetteville, AR 72701, USA. spprieto@uark.edu. FAU - Gramling, Madison R AU - Gramling MR AD - Pat Walker Health Center, University of Arkansas, Fayetteville, AR 72701, USA. gramling@uark.edu. FAU - Conley, Roxanna J AU - Conley RJ AD - Pat Walker Health Center, University of Arkansas, Fayetteville, AR 72701, USA. rjconley@uark.edu. FAU - Holley, Gregory G AU - Holley GG AD - Pat Walker Health Center, University of Arkansas, Fayetteville, AR 72701, USA. gholley@uark.edu. FAU - Muldoon, Timothy J AU - Muldoon TJ AD - Department of Biomedical Engineering, University of Arkansas, Fayetteville, AR 72701, USA. tmuldoon@uark.edu. LA - eng GR - N/A/Arkansas Biosciences Institute/ GR - N/A/Arkansas Women's Giving Circle/ PT - Journal Article DEP - 20190918 PL - Switzerland TA - Diagnostics (Basel) JT - Diagnostics (Basel, Switzerland) JID - 101658402 PMC - PMC6787640 OTO - NOTNLM OT - acridine orange OT - cell classification OT - fluorescence OT - point-of-care OT - urinalysis OT - urinary tract infection COIS- The authors declare no conflict of interest. EDAT- 2019/09/22 06:00 MHDA- 2019/09/22 06:01 PMCR- 2019/09/18 CRDT- 2019/09/22 06:00 PHST- 2019/08/29 00:00 [received] PHST- 2019/09/11 00:00 [revised] PHST- 2019/09/16 00:00 [accepted] PHST- 2019/09/22 06:00 [entrez] PHST- 2019/09/22 06:00 [pubmed] PHST- 2019/09/22 06:01 [medline] PHST- 2019/09/18 00:00 [pmc-release] AID - diagnostics9030122 [pii] AID - diagnostics-09-00122 [pii] AID - 10.3390/diagnostics9030122 [doi] PST - epublish SO - Diagnostics (Basel). 2019 Sep 18;9(3):122. doi: 10.3390/diagnostics9030122.