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Single-tier point-of-care serodiagnosis of Lyme disease
Point-of-care (POC) serological testing provides actionable information for several difficult to diagnose illnesses, empowering distributed health systems. Accessible and adaptable diagnostic platforms that can assay the repertoire of antibodies formed against pathogens are essential to drive early...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10312703/ https://www.ncbi.nlm.nih.gov/pubmed/37398357 http://dx.doi.org/10.1101/2023.06.14.544508 |
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author | Ghosh, Rajesh Joung, Hyou-Arm Goncharov, Artem Palanisamy, Barath Ngo, Kevin Pejcinovic, Katarina Krockenberger, Nicole Horn, Elizabeth J. Garner, Omai B. Ghazal, Ezdehar O’Kula, Andrew Arnaboldi, Paul M. Dattwyler, Raymond J. Ozcan, Aydogan Di Carlo, Dino |
author_facet | Ghosh, Rajesh Joung, Hyou-Arm Goncharov, Artem Palanisamy, Barath Ngo, Kevin Pejcinovic, Katarina Krockenberger, Nicole Horn, Elizabeth J. Garner, Omai B. Ghazal, Ezdehar O’Kula, Andrew Arnaboldi, Paul M. Dattwyler, Raymond J. Ozcan, Aydogan Di Carlo, Dino |
author_sort | Ghosh, Rajesh |
collection | PubMed |
description | Point-of-care (POC) serological testing provides actionable information for several difficult to diagnose illnesses, empowering distributed health systems. Accessible and adaptable diagnostic platforms that can assay the repertoire of antibodies formed against pathogens are essential to drive early detection and improve patient outcomes. Here, we report a POC serologic test for Lyme disease (LD), leveraging synthetic peptides tuned to be highly specific to the LD antibody repertoire across patients and compatible with a paper-based platform for rapid, reliable, and cost-effective diagnosis. A subset of antigenic epitopes conserved across Borrelia burgdorferi genospecies and targeted by IgG and IgM antibodies, were selected based on their seroreactivity to develop a multiplexed panel for a single-step measurement of combined IgM and IgG antibodies from LD patient sera. Multiple peptide epitopes, when combined synergistically using a machine learning-based diagnostic model, yielded a high sensitivity without any loss in specificity. We blindly tested the platform with samples from the U.S. Centers for Disease Control & Prevention (CDC) LD repository and achieved a sensitivity and specificity matching the lab-based two-tier results with a single POC test, correctly discriminating cross-reactive look-alike diseases. This computational LD diagnostic test can potentially replace the cumbersome two-tier testing paradigm, improving diagnosis and enabling earlier effective treatment of LD patients while also facilitating immune monitoring and surveillance of the disease in the community. |
format | Online Article Text |
id | pubmed-10312703 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-103127032023-07-01 Single-tier point-of-care serodiagnosis of Lyme disease Ghosh, Rajesh Joung, Hyou-Arm Goncharov, Artem Palanisamy, Barath Ngo, Kevin Pejcinovic, Katarina Krockenberger, Nicole Horn, Elizabeth J. Garner, Omai B. Ghazal, Ezdehar O’Kula, Andrew Arnaboldi, Paul M. Dattwyler, Raymond J. Ozcan, Aydogan Di Carlo, Dino bioRxiv Article Point-of-care (POC) serological testing provides actionable information for several difficult to diagnose illnesses, empowering distributed health systems. Accessible and adaptable diagnostic platforms that can assay the repertoire of antibodies formed against pathogens are essential to drive early detection and improve patient outcomes. Here, we report a POC serologic test for Lyme disease (LD), leveraging synthetic peptides tuned to be highly specific to the LD antibody repertoire across patients and compatible with a paper-based platform for rapid, reliable, and cost-effective diagnosis. A subset of antigenic epitopes conserved across Borrelia burgdorferi genospecies and targeted by IgG and IgM antibodies, were selected based on their seroreactivity to develop a multiplexed panel for a single-step measurement of combined IgM and IgG antibodies from LD patient sera. Multiple peptide epitopes, when combined synergistically using a machine learning-based diagnostic model, yielded a high sensitivity without any loss in specificity. We blindly tested the platform with samples from the U.S. Centers for Disease Control & Prevention (CDC) LD repository and achieved a sensitivity and specificity matching the lab-based two-tier results with a single POC test, correctly discriminating cross-reactive look-alike diseases. This computational LD diagnostic test can potentially replace the cumbersome two-tier testing paradigm, improving diagnosis and enabling earlier effective treatment of LD patients while also facilitating immune monitoring and surveillance of the disease in the community. Cold Spring Harbor Laboratory 2023-06-14 /pmc/articles/PMC10312703/ /pubmed/37398357 http://dx.doi.org/10.1101/2023.06.14.544508 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article Ghosh, Rajesh Joung, Hyou-Arm Goncharov, Artem Palanisamy, Barath Ngo, Kevin Pejcinovic, Katarina Krockenberger, Nicole Horn, Elizabeth J. Garner, Omai B. Ghazal, Ezdehar O’Kula, Andrew Arnaboldi, Paul M. Dattwyler, Raymond J. Ozcan, Aydogan Di Carlo, Dino Single-tier point-of-care serodiagnosis of Lyme disease |
title | Single-tier point-of-care serodiagnosis of Lyme disease |
title_full | Single-tier point-of-care serodiagnosis of Lyme disease |
title_fullStr | Single-tier point-of-care serodiagnosis of Lyme disease |
title_full_unstemmed | Single-tier point-of-care serodiagnosis of Lyme disease |
title_short | Single-tier point-of-care serodiagnosis of Lyme disease |
title_sort | single-tier point-of-care serodiagnosis of lyme disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10312703/ https://www.ncbi.nlm.nih.gov/pubmed/37398357 http://dx.doi.org/10.1101/2023.06.14.544508 |
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