Rapid screening of urinary tract infection using microfluidic inertial-impedance cytometry
Urinary tract infection (UTI) diagnosis based on urine culture for bacteriuria analysis is time-consuming and often leads to wastage of hospital resources due to false-positive UTI cases. Direct cellular phenotyping (e.g., RBCs, neutrophils, epithelial cells) of urine samples remains a technical cha...
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sg-ntu-dr.10356-1709512023-10-14T16:48:33Z Rapid screening of urinary tract infection using microfluidic inertial-impedance cytometry Petchakup, Chayakorn Chen, Constance Yuan Yi Tay, Hui Min Ong, Hong Boon Hon, Pei-Yun De, Partha Pratim Yeo, Tsin Wen Li, Holden King Ho Vasoo, Shawn Hou, Han Wei School of Mechanical and Aerospace Engineering Lee Kong Chian School of Medicine (LKCMedicine) Engineering::Mechanical engineering Impedan Cecytometry Neutrophil Phenotyping Urinary tract infection (UTI) diagnosis based on urine culture for bacteriuria analysis is time-consuming and often leads to wastage of hospital resources due to false-positive UTI cases. Direct cellular phenotyping (e.g., RBCs, neutrophils, epithelial cells) of urine samples remains a technical challenge as low cell concentrations, and urine characteristics (conductivities, pH, microbes) can affect the accuracy of cell measurements. In this work, we report a microfluidic inertial-impedance cytometry technique for label-free rapid (<5 min) neutrophil sorting and impedance profiling from urine directly. Based on size-based inertial focusing effects, neutrophils are isolated, concentrated, and resuspended in saline (buffer exchange) to improve consistency in impedance-based single-cell analysis. We first observed that both urine pH and the presence of bacteria can affect neutrophil high-frequency impedance measurements possibly due to changes in nucleus morphology as neutrophils undergo NETosis and phagocytosis, respectively. As a proof-of-concept for clinical testing, we report for the first time, rapid UTI testing based on multiparametric impedance profiling of putative neutrophils (electrical size, membrane properties, and distribution) in urine samples from non-UTI (n = 20) and UTI patients (n = 20). A significant increase in cell count was observed in UTI samples, and biophysical parameters were used to develop a UTI classifier with an area under the receiver operating characteristic curve of 0.84. Overall, the developed platform facilitates rapid culture-free urine screening which can be further developed to assess disease severity in UTI and other urologic diseases based on neutrophil electrical signatures. Ministry of Education (MOE) Nanyang Technological University Submitted/Accepted version This research is supported by Singapore MOE AcRF Tier 1(RG53/18), HealthTech NTU-LKCMedicine-NHG POCT (ID POCT/17003) and MOE AcRF Tier2 (MOE-T2EP30120-0004). C.P acknowledged support for the NTU-RSB Postdoctoral Fellowship. 2023-10-09T06:02:49Z 2023-10-09T06:02:49Z 2023 Journal Article Petchakup, C., Chen, C. Y. Y., Tay, H. M., Ong, H. B., Hon, P., De, P. P., Yeo, T. W., Li, H. K. H., Vasoo, S. & Hou, H. W. (2023). Rapid screening of urinary tract infection using microfluidic inertial-impedance cytometry. ACS Sensors, 8(8), 3136-3145. https://dx.doi.org/10.1021/acssensors.3c00819 2379-3694 https://hdl.handle.net/10356/170951 10.1021/acssensors.3c00819 37477562 2-s2.0-85166742004 8 8 3136 3145 en RG53/18 ID POCT/17003 MOE-T2EP30120-0004 ACS Sensors © 2023 American Chemical Society. All rights reserved. This article may be downloaded for personal use only. Any other use requires prior permission of the copyright holder. The Version of Record is available online at http://doi.org/10.1021/acssensors.3c00819. application/pdf |
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Engineering::Mechanical engineering Impedan Cecytometry Neutrophil Phenotyping Petchakup, Chayakorn Chen, Constance Yuan Yi Tay, Hui Min Ong, Hong Boon Hon, Pei-Yun De, Partha Pratim Yeo, Tsin Wen Li, Holden King Ho Vasoo, Shawn Hou, Han Wei Rapid screening of urinary tract infection using microfluidic inertial-impedance cytometry |
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Urinary tract infection (UTI) diagnosis based on urine culture for bacteriuria analysis is time-consuming and often leads to wastage of hospital resources due to false-positive UTI cases. Direct cellular phenotyping (e.g., RBCs, neutrophils, epithelial cells) of urine samples remains a technical challenge as low cell concentrations, and urine characteristics (conductivities, pH, microbes) can affect the accuracy of cell measurements. In this work, we report a microfluidic inertial-impedance cytometry technique for label-free rapid (<5 min) neutrophil sorting and impedance profiling from urine directly. Based on size-based inertial focusing effects, neutrophils are isolated, concentrated, and resuspended in saline (buffer exchange) to improve consistency in impedance-based single-cell analysis. We first observed that both urine pH and the presence of bacteria can affect neutrophil high-frequency impedance measurements possibly due to changes in nucleus morphology as neutrophils undergo NETosis and phagocytosis, respectively. As a proof-of-concept for clinical testing, we report for the first time, rapid UTI testing based on multiparametric impedance profiling of putative neutrophils (electrical size, membrane properties, and distribution) in urine samples from non-UTI (n = 20) and UTI patients (n = 20). A significant increase in cell count was observed in UTI samples, and biophysical parameters were used to develop a UTI classifier with an area under the receiver operating characteristic curve of 0.84. Overall, the developed platform facilitates rapid culture-free urine screening which can be further developed to assess disease severity in UTI and other urologic diseases based on neutrophil electrical signatures. |
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School of Mechanical and Aerospace Engineering |
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School of Mechanical and Aerospace Engineering Petchakup, Chayakorn Chen, Constance Yuan Yi Tay, Hui Min Ong, Hong Boon Hon, Pei-Yun De, Partha Pratim Yeo, Tsin Wen Li, Holden King Ho Vasoo, Shawn Hou, Han Wei |
format |
Article |
author |
Petchakup, Chayakorn Chen, Constance Yuan Yi Tay, Hui Min Ong, Hong Boon Hon, Pei-Yun De, Partha Pratim Yeo, Tsin Wen Li, Holden King Ho Vasoo, Shawn Hou, Han Wei |
author_sort |
Petchakup, Chayakorn |
title |
Rapid screening of urinary tract infection using microfluidic inertial-impedance cytometry |
title_short |
Rapid screening of urinary tract infection using microfluidic inertial-impedance cytometry |
title_full |
Rapid screening of urinary tract infection using microfluidic inertial-impedance cytometry |
title_fullStr |
Rapid screening of urinary tract infection using microfluidic inertial-impedance cytometry |
title_full_unstemmed |
Rapid screening of urinary tract infection using microfluidic inertial-impedance cytometry |
title_sort |
rapid screening of urinary tract infection using microfluidic inertial-impedance cytometry |
publishDate |
2023 |
url |
https://hdl.handle.net/10356/170951 |
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1781793870360608768 |