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Foddai ACG, Wilhelmsson P, Lindgren PE, Sternberg JM, Bowman AS. A novel panel of peptides with diagnostic potential for serological identification of Borrelia burgdorferi sensu stricto, B. garinii and B. afzelii in human sera. J Immunol Methods 2025; 536:113802. [PMID: 39793694 DOI: 10.1016/j.jim.2025.113802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2024] [Revised: 12/24/2024] [Accepted: 01/06/2025] [Indexed: 01/13/2025]
Abstract
A novel panel of peptide for serological identification of Borrelia burgdoferi sensu stricto, Borrelia garinii and Borrelia afzelii was developed and assessed in this study. The diagnostic algorithm of the novel test was initially trained testing 10 US human sera including 3 early-stage and 3 late-stage Lyme disease positive sera, 2 sera positive for Babesia and 2 sera positive for Syphilis, all purchased from a private biorepository. Findings were then corroborated testing (a) 33 additional EU follow-up positive sera from seroconverted patients bitten by ticks that tested positive for B. burgdorferi sensu stricto (No 2), Borrelia garinii (No 14), Borrelia afzelii (No 15) Borrelia valaisiana (No 2), and (b) 40 negative sera from US healthy donors. Results of preliminary US sera testing showed successful detection of IgM and IgG antibodies and correct identification of Borrelia burgdorferi sensu stricto in all the samples tested. Analysis of EU follow-up sera showed much higher sensitivity and accuracy when IgM and IgG were tested combined together rather than separately. Sensitivity and accuracy in species identification of the anti-IgM + IgG multiplex peptide ELISA was 93.5 % and 96.5 % respectively; lower test performance was observed when IgM (i.e. sensitivity = 58.1 %; correct identification = 88.8 %) and IgG testing (i.e. sensitivity = 74.1 %; correct identification = 96.5 %) were carried out separately. Overall specificity of the anti-IgM, anti-IgG and anti-IgM + IgG multiplex peptide ELISA calculated on a total number of 46 negative sera included in this study was 91.3 %, 95.6 and 93.4 %, respectively.
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Affiliation(s)
- Antonio C G Foddai
- School of Health and Life Sciences, Teesside University, Middlesbrough, Tees Valley, TS1 3BX, UK.
| | - Peter Wilhelmsson
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden; Division of Clinical Microbiology, Laboratory Medicine, Region Jönköping County, Jönköping, Sweden
| | - Per-Eric Lindgren
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden; Division of Clinical Microbiology, Laboratory Medicine, Region Jönköping County, Jönköping, Sweden
| | - Jeremy M Sternberg
- School of Biological Sciences, University of Aberdeen, Scotland, Zoology Building, Tillydrone Avenue, AB24 2TZ Aberdeen, Scotland, United Kingdom
| | - Alan S Bowman
- School of Biological Sciences, University of Aberdeen, Scotland, Zoology Building, Tillydrone Avenue, AB24 2TZ Aberdeen, Scotland, United Kingdom
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2
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Wang T, Wang A, Zindrili R, Melis E, Guntupalli S, Brittain-Long R, Delibegovic M, Secombes CJ, Mody N, Mavin S, Buks R. Evaluation of the Epitogen Lyme Detect IgG ELISA: a novel peptide multiplexing approach. Microbiol Spectr 2024; 12:e0167524. [PMID: 39436129 PMCID: PMC11619319 DOI: 10.1128/spectrum.01675-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2024] [Accepted: 10/04/2024] [Indexed: 10/23/2024] Open
Abstract
Lyme Borreliosis (LB), or Lyme disease, is a growing health concern caused by Borrelia burgdorferi sensu lato (Bbsl) bacteria transmitted through tick bites, and untreated cases can lead to severe health complications. Existing serology tests, while valuable, have low sensitivity in early infection stages where diagnosis is vital, interpretation variability, and false positives from cross-reactivity, while direct detection methods also suffer from low sensitivity, due to the inconsistent presence of Bbsl components in clinical samples. This study validated the diagnostic performance of the novel Epitogen Lyme Detect IgG enzyme-linked immunosorbent assay (ELISA) based on scaffold-displayed peptide antigens, using 120 specific immunodominant epitopes selected from 37 antigenic bacterial proteins corresponding to the main pathogenic Bbsl genospecies. Using 220 serum samples from Scottish patients with early, late, and disseminated LB, the assay's sensitivity was compared with that of the LIAISON Borrelia IgG CLIA, while specificity was assessed with 198 control samples, including healthy individuals and patients with diseases that are humorally similar. The Epitogen Lyme Detect IgG assay demonstrated comparable performance to the LIAISON Borrelia IgG in disseminated and late LB (Lyme neuroborreliosis, acrodermatitis chronica atrophicans, and Lyme arthritis). Notably, the Epitogen Lyme Detect IgG showed significantly higher sensitivity in patients with suspected erythema migrans, while maintaining high specificity. The Epitogen Lyme Detect IgG ELISA offers a promising advancement in LB diagnostics, demonstrating its potential for more accurate and timely diagnosis, particularly in the early stages of LB infection.IMPORTANCELyme Borreliosis (LB), caused by Borrelia burgdorferi sensu lato bacteria, poses significant health risks if undiagnosed or diagnosed late. Current diagnostic tests have limitations, especially in early-stage detection. This study validates the Epitogen Lyme Detect IgG enzyme-linked immunosorbent assay, demonstrating superior sensitivity in early LB detection while maintaining high specificity. The Epitogen Lyme Detect IgG comprises a suite of 120 immunodominant IgG epitopes/peptides from 37 bacterial antigens, covering the main LB-causing species: Borrelia burgdorferi sensu stricto, Borrelia afzelii, Borrelia garinii, and Borrelia mayonii. The novel design of multiplexing peptide antigens onto a scaffold to facilitate expression, correct folding, and orientation of the relevant peptides offers a promising advancement, potentially leading to more accurate and timely LB diagnoses and improving patient outcomes.
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Affiliation(s)
- Tiehui Wang
- EpitogenX Ltd, Foresterhill Health Campus, Aberdeen, United Kingdom
- University of Aberdeen, Aberdeen, United Kingdom
| | - Alex Wang
- EpitogenX Ltd, Foresterhill Health Campus, Aberdeen, United Kingdom
| | - Rodanthi Zindrili
- EpitogenX Ltd, Foresterhill Health Campus, Aberdeen, United Kingdom
- University of Aberdeen, Aberdeen, United Kingdom
| | - Elena Melis
- EpitogenX Ltd, Foresterhill Health Campus, Aberdeen, United Kingdom
- University of Aberdeen, Aberdeen, United Kingdom
| | - Swapna Guntupalli
- Scottish Lyme Disease and Tick-Borne Infections Reference Laboratory, Raigmore Hospital, Inverness, United Kingdom
| | - Robin Brittain-Long
- EpitogenX Ltd, Foresterhill Health Campus, Aberdeen, United Kingdom
- Department of Infectious Diseases, NHS Grampian, Aberdeen Royal Infirmary, Aberdeen, United Kingdom
| | - Mirela Delibegovic
- EpitogenX Ltd, Foresterhill Health Campus, Aberdeen, United Kingdom
- University of Aberdeen, Aberdeen, United Kingdom
- Aberdeen Cardiovascular and Diabetes Centre, Institute of Medical Sciences, University of Aberdeen, Aberdeen, United Kingdom
| | - Christopher J. Secombes
- EpitogenX Ltd, Foresterhill Health Campus, Aberdeen, United Kingdom
- University of Aberdeen, Aberdeen, United Kingdom
| | - Nimesh Mody
- University of Aberdeen, Aberdeen, United Kingdom
- Aberdeen Cardiovascular and Diabetes Centre, Institute of Medical Sciences, University of Aberdeen, Aberdeen, United Kingdom
| | - Sally Mavin
- Scottish Lyme Disease and Tick-Borne Infections Reference Laboratory, Raigmore Hospital, Inverness, United Kingdom
| | - Ralfs Buks
- EpitogenX Ltd, Foresterhill Health Campus, Aberdeen, United Kingdom
- University of Aberdeen, Aberdeen, United Kingdom
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3
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Ghosh R, Joung HA, Goncharov A, Palanisamy B, Ngo K, Pejcinovic K, Krockenberger N, Horn EJ, Garner OB, Ghazal E, O'Kula A, Arnaboldi PM, Dattwyler RJ, Ozcan A, Di Carlo D. Rapid single-tier serodiagnosis of Lyme disease. Nat Commun 2024; 15:7124. [PMID: 39164226 PMCID: PMC11336255 DOI: 10.1038/s41467-024-51067-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Accepted: 07/29/2024] [Indexed: 08/22/2024] Open
Abstract
Point-of-care serological and direct antigen testing offers actionable insights for diagnosing challenging illnesses, empowering distributed health systems. Here, we report a POC-compatible serologic test for Lyme disease (LD), leveraging synthetic peptides specific to LD antibodies and a paper-based platform for rapid, and cost-effective diagnosis. Antigenic epitopes conserved across Borrelia burgdorferi genospecies, targeted by IgG and IgM antibodies, are selected to develop a multiplexed panel for detection of LD antibodies from patient sera. Multiple peptide epitopes, when combined synergistically with a machine learning-based diagnostic model achieve high sensitivity without sacrificing specificity. Blinded validation with 15 LD-positive and 15 negative samples shows 95.5% sensitivity and 100% specificity. Blind testing with the CDC's LD repository samples confirms the test accuracy, matching lab-based two-tier results, correctly differentiating between LD and look-alike diseases. This LD diagnostic test could potentially replace the cumbersome two-tier testing, improving diagnosis and enabling earlier treatment while facilitating immune monitoring and surveillance.
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Affiliation(s)
- Rajesh Ghosh
- Bioengineering Department, University of California, Los Angeles, CA, 90095, USA
| | - Hyou-Arm Joung
- Electrical & Computer Engineering Department, University of California, Los Angeles, CA, 90095, USA
- California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, 90095, USA
| | - Artem Goncharov
- Electrical & Computer Engineering Department, University of California, Los Angeles, CA, 90095, USA
- California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, 90095, USA
| | - Barath Palanisamy
- Bioengineering Department, University of California, Los Angeles, CA, 90095, USA
| | - Kevin Ngo
- Bioengineering Department, University of California, Los Angeles, CA, 90095, USA
| | - Katarina Pejcinovic
- Bioengineering Department, University of California, Los Angeles, CA, 90095, USA
| | - Nicole Krockenberger
- Bioengineering Department, University of California, Los Angeles, CA, 90095, USA
| | | | - Omai B Garner
- Department of Pathology and Laboratory Medicine, University of California, Los Angeles, CA, 90095, USA
| | - Ezdehar Ghazal
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, NY, 10595, USA
| | - Andrew O'Kula
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, NY, 10595, USA
| | - Paul M Arnaboldi
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, NY, 10595, USA
- Biopeptides, Corp, Ridgefield, CT, 06877, USA
| | - Raymond J Dattwyler
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, NY, 10595, USA
- Biopeptides, Corp, Ridgefield, CT, 06877, USA
| | - Aydogan Ozcan
- Bioengineering Department, University of California, Los Angeles, CA, 90095, USA.
- Electrical & Computer Engineering Department, University of California, Los Angeles, CA, 90095, USA.
- California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, 90095, USA.
- Department of Surgery, University of California, Los Angeles, CA, 90095, USA.
| | - Dino Di Carlo
- Bioengineering Department, University of California, Los Angeles, CA, 90095, USA.
- California NanoSystems Institute (CNSI), University of California, Los Angeles, CA, 90095, USA.
- Department of Mechanical Engineering, University of California, Los Angeles, CA, 90095, USA.
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4
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Schutzer SE, Coyle PK. How Do I Approach the Evaluation and Treatment of Early Lyme Disease? NEJM EVIDENCE 2024; 3:EVIDccon2300131. [PMID: 39041869 DOI: 10.1056/evidccon2300131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/24/2024]
Abstract
AbstractThe incidence and geographic spread of Lyme disease are increasing, and more than 476,000 new cases a year are estimated to occur in the United States. Therefore, many clinicians in North America will need to consider how to approach a patient with a concern for Lyme disease. This Curbside Consult addresses common clinical considerations, including discussion of signs of early Lyme disease, available laboratory tests, when to treat and with which antibiotics.
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Affiliation(s)
- Steven E Schutzer
- Department of Medicine, Rutgers New Jersey Medical School, Division of Allergy and Immunology, Newark, NJ
| | - Patricia K Coyle
- Department of Neurology, Renaissance School of Medicine, Stony Brook University, Stony Brook, NY
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5
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Sanchez-Vicente S, Tokarz R. Tick-Borne Co-Infections: Challenges in Molecular and Serologic Diagnoses. Pathogens 2023; 12:1371. [PMID: 38003835 PMCID: PMC10674443 DOI: 10.3390/pathogens12111371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 11/14/2023] [Accepted: 11/18/2023] [Indexed: 11/26/2023] Open
Abstract
Co-infections are a poorly understood aspect of tick-borne diseases. In the United States alone, nineteen different tick-borne pathogens have been identified. The majority of these agents are transmitted by only two tick species, Ixodes scapularis and Amblyomma americanum. Surveillance studies have demonstrated the presence of multiple pathogens in individual ticks suggesting a risk of polymicrobial transmission to humans. However, relatively few studies have explored this relationship and its impact on human disease. One of the key factors for this deficiency are the intrinsic limitations associated with molecular and serologic assays employed for the diagnosis of tick-borne diseases. Limitations in the sensitivity, specificity and most importantly, the capacity for inclusion of multiple agents within a single assay represent the primary challenges for the accurate detection of polymicrobial tick-borne infections. This review will focus on outlining these limitations and discuss potential solutions for the enhanced diagnosis of tick-borne co-infections.
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Affiliation(s)
- Santiago Sanchez-Vicente
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY 10032, USA;
| | - Rafal Tokarz
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY 10032, USA;
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY 10032, USA
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6
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Porwancher R, Levin A, Trevejo R. Immunoblot Criteria for Diagnosis of Lyme Disease: A Comparison of CDC Criteria to Alternative Interpretive Approaches. Pathogens 2023; 12:1282. [PMID: 38003747 PMCID: PMC10674374 DOI: 10.3390/pathogens12111282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 09/29/2023] [Accepted: 10/02/2023] [Indexed: 11/26/2023] Open
Abstract
The current Centers for Disease Control and Prevention (CDC) interpretive criteria for serodiagnosis of Lyme disease (LD) involve a two-tiered approach, consisting of a first-tier EIA, IFA, or chemiluminescent assay, followed by confirmation of positive or equivocal results by either immunoblot or a second-tier EIA. To increase overall sensitivity, single-tier alternative immunoblot assays have been proposed, often utilizing antigens from multiple Borrelia burgdorferi strains or genospecies in a single immunoblot; including OspA and OspB in their antigen panel; requiring fewer positive bands than permitted by current CDC criteria; and reporting equivocal results. Published reports concerning alternative immunoblot assays have used relatively small numbers of LD patients and controls to evaluate novel multi-antigen assays and interpretive criteria. We compared the two most commonly used alternative immunoblot interpretive criteria (labeled A and B) to CDC criteria using data from multiple FDA-cleared IgG and IgM immunoblot test kits. These single-tier alternative interpretive criteria, applied to both IgG and IgM immunoblots, demonstrated significantly more false-positive or equivocal results in healthy controls than two-tiered CDC criteria (12.4% and 35.0% for Criteria A and B, respectively, versus 1.0% for CDC criteria). Due to limited standardization and high false-positive rates, the presently evaluated single-tier alternative immunoblot interpretive criteria appear inferior to CDC two-tiered criteria.
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Affiliation(s)
- Richard Porwancher
- Section of Allergy, Immunology, and Infectious Diseases, Department of Medicine, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ 08901, USA
- Princeton Infectious Diseases Associates, LLC, Plainsboro, NJ 08536, USA
| | - Andrew Levin
- Kephera Diagnostics, LLC, Framingham, MA 01702, USA;
| | - Rosalie Trevejo
- Epidemiologist, Acute and Communicable Disease Prevention, Oregon Health Authority, Portland, OR 97232, USA;
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Ghosh R, Joung HA, Goncharov A, Palanisamy B, Ngo K, Pejcinovic K, Krockenberger N, Horn EJ, Garner OB, Ghazal E, O’Kula A, Arnaboldi PM, Dattwyler RJ, Ozcan A, Di Carlo D. Single-tier point-of-care serodiagnosis of Lyme disease. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.06.14.544508. [PMID: 37398357 PMCID: PMC10312703 DOI: 10.1101/2023.06.14.544508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
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.
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Affiliation(s)
- Rajesh Ghosh
- Bioengineering Department, University of California, Los Angeles, CA 90095 USA
| | - Hyou-Arm Joung
- Electrical & Computer Engineering Department, University of California, Los Angeles, CA 90095 USA
- California NanoSystems Institute (CNSI), University of California, Los Angeles, CA 90095 USA
| | - Artem Goncharov
- Electrical & Computer Engineering Department, University of California, Los Angeles, CA 90095 USA
- California NanoSystems Institute (CNSI), University of California, Los Angeles, CA 90095 USA
| | - Barath Palanisamy
- Bioengineering Department, University of California, Los Angeles, CA 90095 USA
| | - Kevin Ngo
- Bioengineering Department, University of California, Los Angeles, CA 90095 USA
| | - Katarina Pejcinovic
- Bioengineering Department, University of California, Los Angeles, CA 90095 USA
| | | | | | - Omai B. Garner
- Department of Pathology and Laboratory Medicine, University of California, Los Angeles, CA 90095 USA
| | - Ezdehar Ghazal
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, New York 10595, United States
| | - Andrew O’Kula
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, New York 10595, United States
| | - Paul M. Arnaboldi
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, New York 10595, United States
- Biopeptides, Corp. East Setauket, NY 11733
| | - Raymond J. Dattwyler
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, New York 10595, United States
- Biopeptides, Corp. East Setauket, NY 11733
| | - Aydogan Ozcan
- Bioengineering Department, University of California, Los Angeles, CA 90095 USA
- Electrical & Computer Engineering Department, University of California, Los Angeles, CA 90095 USA
- California NanoSystems Institute (CNSI), University of California, Los Angeles, CA 90095 USA
- Department of Surgery, University of California, Los Angeles, CA 90095 USA
| | - Dino Di Carlo
- Bioengineering Department, University of California, Los Angeles, CA 90095 USA
- California NanoSystems Institute (CNSI), University of California, Los Angeles, CA 90095 USA
- Department of Mechanical Engineering, University of California, Los Angeles, CA 90095 USA
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8
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Kim S, Samanta K, Nguyen BT, Mata-Robles S, Richer L, Yoon JY, Gomes-Solecki M. A portable immunosensor provides sensitive and rapid detection of Borrelia burgdorferi antigen in spiked blood. Sci Rep 2023; 13:7546. [PMID: 37161039 PMCID: PMC10170079 DOI: 10.1038/s41598-023-34108-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Accepted: 04/24/2023] [Indexed: 05/11/2023] Open
Abstract
There are no assays for detecting B. burgdorferi antigen in blood of infected Lyme disease individuals. Here, we provide proof-of-principle evidence that we can quantify B. burgdorferi antigen in spiked blood using a portable smartphone-based fluorescence microscope that measures immunoagglutination on a paper microfluidic chip. We targeted B. burgdorferi OspA to develop a working prototype and added examples of two antigens (OspC and VlsE) that have diagnostic value for discrimination of Lyme disease stage. Using an extensively validated monoclonal antibody to OspA (LA-2), detection of OspA antigen had a broad linear range up to 100 pg/mL in 1% blood and the limit of detection (LOD) was 100 fg/mL (= 10 pg/mL in undiluted blood), which was 1000 times lower than our target of 10 ng/mL. Analysis of the two other targets was done using polyclonal and monoclonal antibodies. OspC antigen was detected at LOD 100 pg/mL (= 10 ng/mL of undiluted blood) and VlsE antigen was detected at LOD 1-10 pg/mL (= 0.1-1 ng/mL of undiluted blood). The method is accurate and was performed in 20 min from sample to answer. When optimized for detecting several B. burgdorferi antigens, this assay may differentiate active from past infections and facilitate diagnosis of Lyme disease in the initial weeks of infection, when antibody presence is typically below the threshold to be detected by serologic methods.
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Affiliation(s)
- Sangsik Kim
- Department of Biomedical Engineering, The University of Arizona, Tucson, AZ, 85721, USA
| | - Kamalika Samanta
- Department of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, TN, 38163, USA
- Merck & Co., West Point, PA, 19486, USA
- Immuno Technologies, Inc, Memphis, TN, 38103, USA
| | - Brandon T Nguyen
- College of Medicine, The University of Arizona, Tucson, AZ, 85724, USA
| | - Samantha Mata-Robles
- Department of Biomedical Engineering, The University of Arizona, Tucson, AZ, 85721, USA
| | - Luciana Richer
- Department of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, TN, 38163, USA
- Immuno Technologies, Inc, Memphis, TN, 38103, USA
- US Biologic, Inc, Memphis, TN, 38103, USA
| | - Jeong-Yeol Yoon
- Department of Biomedical Engineering, The University of Arizona, Tucson, AZ, 85721, USA.
| | - Maria Gomes-Solecki
- Department of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, TN, 38163, USA.
- Immuno Technologies, Inc, Memphis, TN, 38103, USA.
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9
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Arnaboldi PM, Katseff AS, Sambir M, Dattwyler RJ. Linear Peptide Epitopes Derived from ErpP, p35, and FlaB in the Serodiagnosis of Lyme Disease. Pathogens 2022; 11:944. [PMID: 36015064 PMCID: PMC9414810 DOI: 10.3390/pathogens11080944] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 08/13/2022] [Accepted: 08/16/2022] [Indexed: 11/16/2022] Open
Abstract
Lyme disease is the most common vector-borne disease in the northern hemisphere. Current serodiagnostics are insensitive in early infection. Sensitivity in these seroassays is compromised by the necessity to preserve specificity in the presence of cross-reactive epitopes in Borrelia burgdorferi target antigens. We evaluated the efficacy of using synthetic peptides containing epitopes unique to B. burgdorferi as antigen targets in a Lyme disease seroassay. We performed linear B cell epitope mapping of the proteins p35 (BBH32) and ErpP to identify unique epitopes. We generated peptides containing these newly identified linear epitope sequences along with previously identified epitopes from the antigens FlaB and VlsE and evaluated their diagnostic capabilities via ELISA using large serum sets. Single-epitope peptides, while specific, demonstrated insufficient sensitivity. However, when epitopes from FlaB, ErpP, or p35 were combined in tandem with an epitope from VlsE, the sensitivity of the assay was significantly increased without compromising specificity. The identification of additional unique epitopes from other B. burgdorferi antigens and the further development of a combined multi-peptide-based assay for the laboratory diagnosis of Lyme disease offers a way to address the poor specificity associated with the use of whole protein antigen targets and thus significantly improve the laboratory diagnosis of Lyme disease.
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Affiliation(s)
- Paul M. Arnaboldi
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, NY 10595, USA
- Biopeptides, Corp., East Setauket, NY 11733, USA
| | - Adiya S. Katseff
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, NY 10595, USA
| | - Mariya Sambir
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, NY 10595, USA
- Biopeptides, Corp., East Setauket, NY 11733, USA
| | - Raymond J. Dattwyler
- Department of Pathology, Microbiology, and Immunology, New York Medical College, Valhalla, NY 10595, USA
- Biopeptides, Corp., East Setauket, NY 11733, USA
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10
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Tagliafierro T, Joshi S, Sameroff S, Marques A, Dumler JS, Mishra N, Sanchez-Vicente S, Wormser GP, Marcos LA, Lipkin WI, Tokarz R. Detection of antibodies to Anaplasma phagocytophilum and Babesia microti using linear peptides. Ticks Tick Borne Dis 2022; 13:101999. [DOI: 10.1016/j.ttbdis.2022.101999] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 06/03/2022] [Accepted: 06/25/2022] [Indexed: 11/30/2022]
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11
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Porwancher R, Landsberg L. Optimizing use of multi-antibody assays for Lyme disease diagnosis: A bioinformatic approach. PLoS One 2021; 16:e0253514. [PMID: 34499659 PMCID: PMC8428682 DOI: 10.1371/journal.pone.0253514] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 06/07/2021] [Indexed: 11/25/2022] Open
Abstract
Multiple different recombinant and peptide antigens are now available for serodiagnosis of Lyme disease (LD), but optimizing test utilization remains challenging. Since 1995 the Centers for Disease Control and Prevention (CDC) has recommended a 2-tiered serologic approach consisting of a first-tier whole-cell enzyme immunoassay (EIA) for polyvalent antibodies to Borrelia burgdorferi followed by confirmation of positive or equivocal results by IgG and IgM immunoblots [standard 2-tiered (STT) approach]. Newer modified 2-tiered (MTT) approaches employ a second-tier EIA to detect antibodies to B. burgdorferi rather than immunoblotting. We applied modern bioinformatic techniques to a large public database of recombinant and peptide antigen-based immunoassays to improve testing strategy. A retrospective CDC collection of 280 LD samples and 559 controls had been tested using the STT approach as well as kinetic-EIAs for VlsE1-IgG, C6-IgG, VlsE1-IgM, and pepC10-IgM antibodies. When used individually, the cutoff for each kinetic-EIA was set to generate 99% specificity. Utilizing logistic-likelihood regression analysis and receiver operating characteristic (ROC) techniques we determined that VlsE1-IgG, C6-IgG, and pepC10-IgM antibodies each contributed significant diagnostic information; a single-tier diagnostic score (DS) was generated for each sample using a weighted linear combination of antibody levels to these 3 antigens. DS performance was then compared to the STT and to MTT models employing different combinations of kinetic-EIAs. After setting the DS cutoff to match STT specificity (99%), the DS was 22.5% more sensitive than the STT for early-acute-phase disease (95% CI: 11.8% to 32.2%), 16.0% more sensitive for early-convalescent-phase disease (95% CI: 7.2% to 24.7%), and equivalent for detection of disseminated infection. The DS was also significantly more sensitive for early-acute-phase LD than MTT models whose specificity met or exceeded 99%. Prospective validation of this single-tier diagnostic score for Lyme disease will require larger studies using a broader range of potential cross-reacting conditions.
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Affiliation(s)
- Richard Porwancher
- Division of Infectious Diseases, Department of Medicine, Rutgers Robert Wood Johnson Medical School, New Brunswick, New Jersey, United States of America
- Infectious Disease Consultants, PC, Mercerville, New Jersey, United States of America
| | - Lisa Landsberg
- Clinical Research Operations & Regulatory Affairs, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania, United States of America
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12
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Serologic response to Borrelia antigens varies with clinical phenotype in children and young adults with Lyme disease. J Clin Microbiol 2021; 59:e0134421. [PMID: 34379528 DOI: 10.1128/jcm.01344-21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Lyme disease is commonly diagnosed by serologic response to Borrelia burgdorferi and related species, but the relationship between serologic targets and clinical features is unknown. We developed a multi-antigen Luminex-based panel and evaluated IgG responses in 527 children 1 to 21 years of age assessed for Lyme disease across 4 Pedi Lyme Net emergency departments, including 127 Lyme cases defined by either an erythema migrans (EM) lesion or positive C6 enzyme immunoassay followed by immunoblot and 400 patients considered clinical mimics. Of 42 antigens tested, 26 elicited specific reactivity in Lyme patients, without marked age-dependent variation. Children with single EM lesions typically lacked Borrelia-specific IgG. By principal component analysis, children with early disseminated and late Lyme disease clustered separately from clinical mimics and also from each other. Neurological disease and arthritis exhibited distinct serologic responses, with OspC variants overrepresented in neurological disease and p100, BmpA, p58 and p45 overrepresented in arthritis. Machine learning identified a 3-antigen panel (VlsE_Bb, p41_Bb, OspC_Bafz) that distinguished Lyme disease from clinical mimics with a sensitivity of 86.6% (95% confidence interval [CI] 80.3-92.1) and a specificity of 95.5% (95% CI 93.4-97.4). Sensitivity was much lower in early Lyme disease (38.5%, 95% CI 15.4-69.2). Interestingly, 17 children classified as Lyme mimics had a positive 3-antigen panel, suggesting that more comprehensive serologic analysis could help refine Lyme diagnosis. In conclusion, multiplex antigen panels provide a novel approach to understanding the immune response in Lyme disease, potentially helping to facilitate accurate diagnosis and to understand differences between clinical stages.
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13
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Tokarz R, Lipkin WI. Discovery and Surveillance of Tick-Borne Pathogens. JOURNAL OF MEDICAL ENTOMOLOGY 2021; 58:1525-1535. [PMID: 33313662 PMCID: PMC8285023 DOI: 10.1093/jme/tjaa269] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Indexed: 05/06/2023]
Abstract
Within the past 30 yr molecular assays have largely supplanted classical methods for detection of tick-borne agents. Enhancements provided by molecular assays, including speed, throughput, sensitivity, and specificity, have resulted in a rapid increase in the number of newly characterized tick-borne agents. The use of unbiased high throughput sequencing has enabled the prompt identification of new pathogens and the examination of tick microbiomes. These efforts have led to the identification of hundreds of new tick-borne agents in the last decade alone. However, little is currently known about the majority of these agents beyond their phylogenetic classification. Our article outlines the primary methods involved in tick-borne agent discovery and the current status of our understanding of tick-borne agent diversity.
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Affiliation(s)
- Rafal Tokarz
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY
- Corresponding author, e-mail:
| | - W Ian Lipkin
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY
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14
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Diagnostic Performance of the Novel BioPlex Lyme Serological Assays in European Patients with Lyme Disease. J Clin Microbiol 2021; 59:e0320520. [PMID: 33883179 DOI: 10.1128/jcm.03205-20] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Serodiagnosis of Lyme borreliosis (LB) comes with several drawbacks, among which is limited sensitivity in early disease. This study assesses the sensitivity and specificity of the novel BioPlex 2200 Lyme IgG and Lyme IgM assays. It also assesses potential improvements to the assays through receiver-operating characteristic (ROC) analysis. The BioPlex assays were performed on sera of 158 Dutch patients with physician-confirmed LB (both early localized and disseminated), 800 healthy blood donors from the Netherlands, and 90 cross-reactive controls. The BioPlex (Biopl) assays were compared with two commercial enzyme immunoassays (Euroimmun [Eur]/C6-ELISA) and one immunoblot (recomLine). The highest sensitivity in early LB was achieved with the BioPlex assays, which outperformed the Euroimmun and C6-ELISA (Biopl: 81/88, 92.1%; Eur: 64/88, 72.7%; C6: 72/88, 81.8%). Sensitivity of all assays was comparable in patients with disseminated LB. The BioPlex assays were outperformed in terms of specificity (all healthy blood donors, Biopl: 571/800, 71.4%; Eur: 711/800, 88.9%; C6: 727/800, 90.9%), but further analyses showed promising avenues following cutoff optimization. ROC analysis showed that 2/6 antigens of the combined BioPlex IgG and IgM assays had significantly higher areas under the curve (AUCs) than those of the other analyses. Potential modified versions of the assays based on these antigens largely outperformed the Euroimmun and C6-ELISA in EM patients (Biopl: 81/80, 92.1%) while maintaining a comparable or even higher specificity (Biopl: 714/800, 89.3%). The BioPlex 2200 Lyme IgG and Lyme IgM assays are promising tools for the serodiagnosis of early LB, with the potential to be used as a standalone test. Further research is necessary to validate the findings of this discovery cohort.
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15
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Chou E, Minor A, Cady NC. Quantitative multiplexed strategies for human Lyme disease serological testing. Exp Biol Med (Maywood) 2021; 246:1388-1399. [PMID: 33794698 PMCID: PMC8243215 DOI: 10.1177/15353702211003496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Lyme disease, which is primarily caused by infection with the bacterium Borrelia burgdorferi in the United States or other Borrelia species internationally, presents an ongoing challenge for diagnostics. Serological testing is the primary means of diagnosis but testing approaches differ widely, with varying degrees of sensitivity and specificity. Moreover, there is currently no reliable test to determine disease resolution following treatment. A distinct challenge in Lyme disease diagnostics is the variable patterns of human immune response to a plurality of antigens presented by Borrelia spp. during the infection. Thus, multiplexed testing approaches that capture these patterns and detect serological response against multiple antigens may be the key to prompt, accurate Lyme disease diagnosis. In this review, current state-of-the-art multiplexed diagnostic approaches are presented and compared with respect to their diagnostic accuracy and their potential for monitoring response to treatment.
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Affiliation(s)
- Eunice Chou
- Nanobioscience Constellation, College of Nanoscale Science &
Engineering, State University of New York Polytechnic Institute, Albany, NY
12203, USA
- College of Medicine, State University of New York, Downstate
Medical Center, Brooklyn, NY 11203, USA
| | - Armond Minor
- Nanobioscience Constellation, College of Nanoscale Science &
Engineering, State University of New York Polytechnic Institute, Albany, NY
12203, USA
| | - Nathaniel C Cady
- Nanobioscience Constellation, College of Nanoscale Science &
Engineering, State University of New York Polytechnic Institute, Albany, NY
12203, USA
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16
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Arthritis and Diagnostics in Lyme Disease. Trop Med Infect Dis 2021; 6:tropicalmed6010018. [PMID: 33572912 PMCID: PMC7931108 DOI: 10.3390/tropicalmed6010018] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2020] [Revised: 01/23/2021] [Accepted: 01/25/2021] [Indexed: 12/30/2022] Open
Abstract
The diagnosis of Lyme disease, caused by Borrelia burgdorferi, is clinical but frequently supported by laboratory tests. Lyme arthritis is now less frequently seen than at the time of its discovery. However, it still occurs, and it is important to recognize this, the differential diagnoses, and how laboratory tests can be useful and their limitations. The most frequently used diagnostic tests are antibody based. However, antibody testing still suffers from many drawbacks and is only an indirect measure of exposure. In contrast, evolving direct diagnostic methods can indicate active infection.
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Abstract
Lyme borreliosis is caused by a growing list of related, yet distinct, spirochetes with complex biology and sophisticated immune evasion mechanisms. It may result in a range of clinical manifestations involving different organ systems, and can lead to persistent sequelae in a subset of cases. The pathogenesis of Lyme borreliosis is incompletely understood, and laboratory diagnosis, the focus of this review, requires considerable understanding to interpret the results correctly. Direct detection of the infectious agent is usually not possible or practical, necessitating a continued reliance on serologic testing. Still, some important advances have been made in the area of diagnostics, and there are many promising ideas for future assay development. This review summarizes the state of the art in laboratory diagnostics for Lyme borreliosis, provides guidance in test selection and interpretation, and highlights future directions.
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18
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Reifert J, Kamath K, Bozekowski J, Lis E, Horn EJ, Granger D, Theel ES, Shon J, Sawyer JR, Daugherty PS. Serum Epitope Repertoire Analysis Enables Early Detection of Lyme Disease with Improved Sensitivity in an Expandable Multiplex Format. J Clin Microbiol 2021; 59:e01836-20. [PMID: 33148704 PMCID: PMC8111119 DOI: 10.1128/jcm.01836-20] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Accepted: 10/27/2020] [Indexed: 12/25/2022] Open
Abstract
Widely employed diagnostic antibody serology for Lyme disease, known as standard two-tier testing (STTT), exhibits insufficient sensitivity in early Lyme disease, yielding many thousands of false-negative test results each year. Given this problem, we applied serum antibody repertoire analysis (SERA), or next-generation sequencing (NGS)-based serology, to discover IgG and IgM antibody epitope motifs capable of detecting Lyme disease-specific antibodies with high sensitivity and specificity. Iterative motif discovery and bioinformatic analysis of epitope repertoires from subjects with Lyme disease (n = 264) and controls (n = 391) yielded a set of 28 epitope motifs representing 20 distinct IgG antibody epitopes and a set of 38 epitope motifs representing 21 distinct IgM epitopes, which performed equivalently in a large validation cohort of STTT-positive samples. In a second validation set from subjects with clinically defined early Lyme disease (n = 119) and controls (n = 257), the SERA Lyme IgG and IgM assay exhibited significantly improved sensitivity relative to STTT (77% versus 62%; Z-test; P = 0.013) and improved specificity (99% versus 97%). Early Lyme disease subjects exhibited significantly fewer reactive epitopes (Mann-Whitney U test; P < 0.0001) relative to subjects with Lyme arthritis. Thus, SERA Lyme IgG and M panels provided increased accuracy in early Lyme disease in a readily expandable multiplex assay format.
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Affiliation(s)
| | | | | | - Ewa Lis
- Serimmune Inc., Goleta, California, USA
| | | | - Dane Granger
- Division of Clinical Microbiology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester Minnesota, USA
| | - Elitza S Theel
- Division of Clinical Microbiology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester Minnesota, USA
| | - John Shon
- Serimmune Inc., Goleta, California, USA
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19
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Jayaraman V, Krishna K, Yang Y, Rajasekaran KJ, Ou Y, Wang T, Bei K, Krishnamurthy HK, Rajasekaran JJ, Rai AJ, Green DA. An ultra-high-density protein microarray for high throughput single-tier serological detection of Lyme disease. Sci Rep 2020; 10:18085. [PMID: 33093502 PMCID: PMC7581523 DOI: 10.1038/s41598-020-75036-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2019] [Accepted: 10/09/2020] [Indexed: 11/14/2022] Open
Abstract
Current serological immunoassays have inherent limitations for certain infectious diseases such as Lyme disease, a bacterial infection caused by Borrelia burgdorferi in North America. Here we report a novel method of manufacturing high-density multiplexed protein microarrays with the capacity to detect low levels of antibodies accurately from small blood volumes in a fully automated system. A panel of multiple serological markers for Lyme disease are measured using a protein microarray system, Lyme Immunochip, in a single step but interpreted adhering to the standard two-tiered testing algorithm (enzyme immunoassay followed by Western blot). Furthermore, an enhanced IgM assay was supplemented to improve the test's detection sensitivity for early Lyme disease. With a training cohort (n = 40) and a blinded validation cohort (n = 90) acquired from CDC, the Lyme Immunochip identified a higher proportion of Lyme disease patients than the two-tiered testing (82.4% vs 70.6% in the training set, 66.7% vs 60.0% in the validation set, respectively). Additionally, the Immunochip improved sensitivity to 100% while having a lower specificity of 95.2% using a set of investigational antigens which are being further evaluated with a large cohort of blinded samples from the CDC and Columbia University. This universal microarray platform provides an unprecedented opportunity to resolve a broad range of issues with diagnostic tests, including multiplexing, workflow simplicity, and reduced turnaround time and cost.
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Affiliation(s)
| | | | | | | | - Yuzheng Ou
- Vibrant America LLC., San Carlos, CA, USA
| | | | - Kang Bei
- Vibrant Sciences LLC., San Carlos, CA, USA
| | | | | | - Alex J Rai
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Daniel A Green
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA.
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20
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A Fully Automated Multiplex Assay for Diagnosis of Lyme Disease with High Specificity and Improved Early Sensitivity. J Clin Microbiol 2020; 58:JCM.01785-19. [PMID: 32132190 DOI: 10.1128/jcm.01785-19] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2019] [Accepted: 02/28/2020] [Indexed: 12/11/2022] Open
Abstract
Lyme borreliosis is a tick-borne disease caused by the Borrelia burgdorferi sensu lato complex. Bio-Rad Laboratories has developed a fully automated multiplex bead-based assay for the detection of IgM and IgG antibodies to B. burgdorferi The BioPlex 2200 Lyme Total assay exhibits an improved rate of seropositivity in patients with early Lyme infection. Asymptomatic subjects from endemic and nonendemic origins demonstrated a seroreactivity rate of approximately 4% that was similar to other commercial assays evaluated in this study. Coupled to this result was the observation that the Lyme Total assay retained a high first-tier specificity of 96% while demonstrating a relatively high sensitivity of 91% among a well-characterized CDC Premarketing Lyme serum panel. The Lyme Total assay also performs well under a modified two-tier algorithm (sensitivity, 84.4 to 88.9%; specificity, 98.4 to 99.5%). Furthermore, the new assay is able to readily detect early Lyme infection in patient samples from outside North America.
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21
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Kamath K, Reifert J, Johnston T, Gable C, Pantazes RJ, Rivera HN, McAuliffe I, Handali S, Daugherty PS. Antibody epitope repertoire analysis enables rapid antigen discovery and multiplex serology. Sci Rep 2020; 10:5294. [PMID: 32210339 PMCID: PMC7093460 DOI: 10.1038/s41598-020-62256-9] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2019] [Accepted: 03/11/2020] [Indexed: 01/26/2023] Open
Abstract
The detection of pathogen-specific antibodies remains a cornerstone of clinical diagnostics. Yet, many test exhibit undesirable performance or are completely lacking. Given this, we developed serum epitope repertoire analysis (SERA), a method to rapidly discover conserved, pathogen-specific antigens and their epitopes, and applied it to develop an assay for Chagas disease caused by the protozoan parasite Trypanosoma cruzi. Antibody binding peptide motifs were identified from 28 Chagas repertoires using a bacterial display random 12-mer peptide library and next-generation sequencing (NGS). Thirty-three motifs were selected and mapped to candidate Chagas antigens. In a blinded validation set (n = 72), 30/30 Chagas were positive, 30/30 non-Chagas were negative, and 1/12 Leishmania sp. was positive. After unblinding, a Leishmania cross-reactive epitope was identified and removed from the panel. The Chagas assay exhibited 100% sensitivity (30/30) and specificity (90/90) in a second blinded validation set including individuals with other parasitic infections. Amongst additional epitope repertoires with unknown Chagas serostatus, assay specificity was 99.8% (998/1000). Thus, the Chagas assay achieved a combined sensitivity and specificity equivalent or superior to diagnostic algorithms that rely on three separate tests to achieve high specificity. NGS-based serology via SERA provides an effective approach to discover antigenic epitopes and develop high performance multiplex serological assays.
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Affiliation(s)
- Kathy Kamath
- Serimmune Inc., 150 Castilian Dr., Goleta, CA, 93117, USA
| | - Jack Reifert
- Serimmune Inc., 150 Castilian Dr., Goleta, CA, 93117, USA
| | | | - Cameron Gable
- Serimmune Inc., 150 Castilian Dr., Goleta, CA, 93117, USA
| | - Robert J Pantazes
- Serimmune Inc., 150 Castilian Dr., Goleta, CA, 93117, USA
- Department of Chemical Engineering, Auburn University, Auburn, AL, 36849-5127, USA
| | - Hilda N Rivera
- Centers for Disease Control (CDC)- Division of Parasitic Disease and Malaria, 1600 Clifton Road, MS D-64, Atlanta, GA, 30329-4027, USA
| | - Isabel McAuliffe
- Centers for Disease Control (CDC)- Division of Parasitic Disease and Malaria, 1600 Clifton Road, MS D-64, Atlanta, GA, 30329-4027, USA
| | - Sukwan Handali
- Centers for Disease Control (CDC)- Division of Parasitic Disease and Malaria, 1600 Clifton Road, MS D-64, Atlanta, GA, 30329-4027, USA
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22
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Joung HA, Ballard ZS, Wu J, Tseng DK, Teshome H, Zhang L, Horn EJ, Arnaboldi PM, Dattwyler RJ, Garner OB, Di Carlo D, Ozcan A. Point-of-Care Serodiagnostic Test for Early-Stage Lyme Disease Using a Multiplexed Paper-Based Immunoassay and Machine Learning. ACS NANO 2020; 14:229-240. [PMID: 31849225 DOI: 10.1021/acsnano.9b08151] [Citation(s) in RCA: 53] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
Caused by the tick-borne spirochete Borrelia burgdorferi, Lyme disease (LD) is the most common vector-borne infectious disease in North America and Europe. Though timely diagnosis and treatment are effective in preventing disease progression, current tests are insensitive in early stage LD, with a sensitivity of <50%. Additionally, the serological testing currently recommended by the U.S. Center for Disease Control has high costs (>$400/test) and extended sample-to-answer timelines (>24 h). To address these challenges, we created a cost-effective and rapid point-of-care (POC) test for early-stage LD that assays for antibodies specific to seven Borrelia antigens and a synthetic peptide in a paper-based multiplexed vertical flow assay (xVFA). We trained a deep-learning-based diagnostic algorithm to select an optimal subset of antigen/peptide targets and then blindly tested our xVFA using human samples (N(+) = 42, N(-) = 54), achieving an area-under-the-curve (AUC), sensitivity, and specificity of 0.950, 90.5%, and 87.0%, respectively, outperforming previous LD POC tests. With batch-specific standardization and threshold tuning, the specificity of our blind-testing performance improved to 96.3%, with an AUC and sensitivity of 0.963 and 85.7%, respectively.
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Affiliation(s)
- Hyou-Arm Joung
- Department of Electrical & Computer Engineering , University of California , Los Angeles , California 90025 , United States
- California NanoSystems Institute (CNSI) , University of California , Los Angeles , California 90025 , United States
- Department of Bioengineering , University of California , Los Angeles , California 90025 , United States
| | - Zachary S Ballard
- Department of Electrical & Computer Engineering , University of California , Los Angeles , California 90025 , United States
- California NanoSystems Institute (CNSI) , University of California , Los Angeles , California 90025 , United States
- Department of Bioengineering , University of California , Los Angeles , California 90025 , United States
| | - Jing Wu
- Department of Electrical & Computer Engineering , University of California , Los Angeles , California 90025 , United States
- Department of Chemistry , Lanzhou University , Lanzhou , Gansu 730000 , China
| | - Derek K Tseng
- Department of Electrical & Computer Engineering , University of California , Los Angeles , California 90025 , United States
| | - Hailemariam Teshome
- Department of Neuroscience , University of California , Los Angeles , California 90025 , United States
| | - Linghao Zhang
- Department of Mechanical Engineering , University of California , Los Angeles , California 90025 , United States
| | | | - Paul M Arnaboldi
- Department of Microbiology/Immunology , New York Medical College , Valhalla , New York 10595 , United States
| | - Raymond J Dattwyler
- Department of Microbiology/Immunology , New York Medical College , Valhalla , New York 10595 , United States
| | - Omai B Garner
- Department of Pathology and Laboratory Medicine , University of California , Los Angeles , California 90025 , United States
| | - Dino Di Carlo
- California NanoSystems Institute (CNSI) , University of California , Los Angeles , California 90025 , United States
- Department of Bioengineering , University of California , Los Angeles , California 90025 , United States
- Department of Mechanical Engineering , University of California , Los Angeles , California 90025 , United States
| | - Aydogan Ozcan
- Department of Electrical & Computer Engineering , University of California , Los Angeles , California 90025 , United States
- California NanoSystems Institute (CNSI) , University of California , Los Angeles , California 90025 , United States
- Department of Bioengineering , University of California , Los Angeles , California 90025 , United States
- Department of Surgery , University of California , Los Angeles , California 90025 , United States
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23
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Nigrovic LE, Bennett JE, Balamuth F, Levas MN, Neville D, Lyons TW, Branda JA, Maulden AB, Lewander D, Garro A. Diagnostic Performance of C6 Enzyme Immunoassay for Lyme Arthritis. Pediatrics 2020; 145:peds.2019-0593. [PMID: 31836615 DOI: 10.1542/peds.2019-0593] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/26/2019] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVES In Lyme disease endemic areas, initial management of children with arthritis can be challenging because diagnostic tests take several days to return results, leading to potentially unnecessary invasive procedures. Our objective was to examine the role of the C6 peptide enzyme immunoassay (EIA) test to guide initial management. METHODS We enrolled children with acute arthritis undergoing evaluation for Lyme disease presenting to a participating Pedi Lyme Net emergency department (2015-2019) and performed a C6 EIA test. We defined Lyme arthritis with a positive or equivocal C6 EIA test result followed by a positive supplemental immunoblot result and defined septic arthritis as a positive synovial fluid culture result or a positive blood culture result with synovial fluid pleocytosis. Otherwise, children were considered to have inflammatory arthritis. We report the sensitivity and specificity of the C6 EIA for the diagnosis of Lyme arthritis. RESULTS Of the 911 study patients, 211 children (23.2%) had Lyme arthritis, 11 (1.2%) had septic arthritis, and 689 (75.6%) had other inflammatory arthritis. A positive or equivocal C6 EIA result had a sensitivity of 100% (211 out of 211; 95% confidence interval [CI]: 98.2%-100%) and specificity of 94.2% (661 out of 700; 95% CI: 92.5%-95.9%) for Lyme arthritis. None of the 250 children with a positive or equivocal C6 EIA result had septic arthritis (0%; 95% CI: 0%-1.5%), although 75 children underwent diagnostic arthrocentesis and 27 underwent operative joint washout. CONCLUSIONS In Lyme disease endemic areas, a C6 EIA result could be used to guide initial clinical decision-making, without misclassifying children with septic arthritis.
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Affiliation(s)
- Lise E Nigrovic
- Division of Emergency Medicine, Boston Children's Hospital, Boston, Massachusetts; .,Harvard Medical School, Harvard University, Boston, Massachusetts
| | - Jonathan E Bennett
- Division of Emergency Medicine, Alfred I. Dupont Hospital for Children and Jefferson School of Medicine, Wilmington, Delaware
| | - Fran Balamuth
- Department of Pediatrics, Children's Hospital of Philadelphia and University of Pennsylvania, Philadelphia, Pennsylvania
| | - Michael N Levas
- Department of Pediatric Emergency Medicine, Children's Hospital of Wisconsin and Medical College of Wisconsin, Milwaukee, Wisconsin
| | - Desiree Neville
- Division of Emergency Medicine, UPMC Children's Hospital of Pittsburgh and School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Todd W Lyons
- Division of Emergency Medicine, Boston Children's Hospital, Boston, Massachusetts.,Harvard Medical School, Harvard University, Boston, Massachusetts
| | - John A Branda
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Harvard University, Boston, Massachusetts; and
| | - Alexandra B Maulden
- Division of Emergency Medicine, Boston Children's Hospital, Boston, Massachusetts
| | - David Lewander
- Division of Emergency Medicine, Boston Children's Hospital, Boston, Massachusetts
| | - Aris Garro
- Department of Pediatrics and Emergency Medicine, Hasbro Children's Hospital and Alpert Medical School, Brown University, Providence, Rhode Island
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24
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Bamm VV, Ko JT, Mainprize IL, Sanderson VP, Wills MKB. Lyme Disease Frontiers: Reconciling Borrelia Biology and Clinical Conundrums. Pathogens 2019; 8:E299. [PMID: 31888245 PMCID: PMC6963551 DOI: 10.3390/pathogens8040299] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Revised: 12/06/2019] [Accepted: 12/12/2019] [Indexed: 12/18/2022] Open
Abstract
Lyme disease is a complex tick-borne zoonosis that poses an escalating public health threat in several parts of the world, despite sophisticated healthcare infrastructure and decades of effort to address the problem. Concepts like the true burden of the illness, from incidence rates to longstanding consequences of infection, and optimal case management, also remain shrouded in controversy. At the heart of this multidisciplinary issue are the causative spirochetal pathogens belonging to the Borrelia Lyme complex. Their unusual physiology and versatile lifestyle have challenged microbiologists, and may also hold the key to unlocking mysteries of the disease. The goal of this review is therefore to integrate established and emerging concepts of Borrelia biology and pathogenesis, and position them in the broader context of biomedical research and clinical practice. We begin by considering the conventions around diagnosing and characterizing Lyme disease that have served as a conceptual framework for the discipline. We then explore virulence from the perspective of both host (genetic and environmental predispositions) and pathogen (serotypes, dissemination, and immune modulation), as well as considering antimicrobial strategies (lab methodology, resistance, persistence, and clinical application), and borrelial adaptations of hypothesized medical significance (phenotypic plasticity or pleomorphy).
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Affiliation(s)
| | | | | | | | - Melanie K. B. Wills
- G. Magnotta Lyme Disease Research Lab, Molecular and Cellular Biology, University of Guelph, 50 Stone Road East, Guelph, ON N1G 2W1, Canada; (V.V.B.); (J.T.K.); (I.L.M.); (V.P.S.)
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Brandt KS, Horiuchi K, Biggerstaff BJ, Gilmore RD. Evaluation of Patient IgM and IgG Reactivity Against Multiple Antigens for Improvement of Serodiagnostic Testing for Early Lyme Disease. Front Public Health 2019; 7:370. [PMID: 31867303 PMCID: PMC6906137 DOI: 10.3389/fpubh.2019.00370] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2019] [Accepted: 11/20/2019] [Indexed: 01/22/2023] Open
Abstract
Serologic testing is the standard for laboratory diagnosis and confirmation of Lyme disease. Serodiagnostic assays to detect antibodies against Borrelia burgdorferi, the agent of Lyme borreliosis, are used for detection of infection. However, serologic testing within the first month of infection is less sensitive as patients' antibody responses continue to develop. Previously, we screened several B. burgdorferi in vivo expressed antigens for candidates that elicit early antibody responses in patients with Stage 1 and 2 Lyme disease. We evaluated patient IgM seroreactivity against 6 antigens and found an increase in sensitivity without compromising specificity when compared to current IgM second-tier immunoblot scoring. In this study, we continued the evaluation using a multi-antigen panel to measure IgM plus IgG seroreactivity in these early Lyme disease patients' serum samples. Using two statistical methods for calculating positivity cutoff values, sensitivity was 70 and 84-87%, for early acute and early convalescent Lyme disease patients, respectively. Specificity was 98-100% for healthy non-endemic control patients, and 96-100% for healthy endemic controls depending on the statistical analysis. We conclude that improved serologic testing for early Lyme disease may be achieved by the addition of multiple borrelial antigens that elicit IgM and IgG antibodies early in infection.
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Affiliation(s)
- Kevin S Brandt
- Division of Vector Borne Diseases, National Center for Emerging and Zoonotic Infectious Diseases, Centers for Disease Control and Prevention, Fort Collins, CO, United States
| | - Kalanthe Horiuchi
- Division of Vector Borne Diseases, National Center for Emerging and Zoonotic Infectious Diseases, Centers for Disease Control and Prevention, Fort Collins, CO, United States
| | - Brad J Biggerstaff
- Division of Vector Borne Diseases, National Center for Emerging and Zoonotic Infectious Diseases, Centers for Disease Control and Prevention, Fort Collins, CO, United States
| | - Robert D Gilmore
- Division of Vector Borne Diseases, National Center for Emerging and Zoonotic Infectious Diseases, Centers for Disease Control and Prevention, Fort Collins, CO, United States
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Arumugam S, Nayak S, Williams T, di Santa Maria FS, Guedes MS, Chaves RC, Linder V, Marques AR, Horn EJ, Wong SJ, Sia SK, Gomes-Solecki M. A Multiplexed Serologic Test for Diagnosis of Lyme Disease for Point-of-Care Use. J Clin Microbiol 2019; 57:e01142-19. [PMID: 31597750 PMCID: PMC6879297 DOI: 10.1128/jcm.01142-19] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2019] [Accepted: 09/27/2019] [Indexed: 12/24/2022] Open
Abstract
Single multiplexed assays could replace the standard 2-tiered (STT) algorithm recommended for the laboratory diagnosis of Lyme disease if they perform with a specificity and a sensitivity superior or equal to those of the STT algorithm. We used human serum rigorously characterized to be sera from patients with acute- and convalescent-phase early Lyme disease, Lyme arthritis, and posttreatment Lyme disease syndrome, as well as the necessary controls (n = 241 samples), to select the best of 12 Borrelia burgdorferi proteins to improve our microfluidic assay (mChip-Ld). We then evaluated its serodiagnostic performance in comparison to that of a first-tier enzyme immunoassay and the STT algorithm. We observed that more antigens became positive as Lyme disease progressed from early to late stages. We selected three antigens (3Ag) to include in the mChip-Ld: VlsE and a proprietary synthetic 33-mer peptide (PepVF) to capture sensitivity in all disease stages and OspC for early Lyme disease. With the specificity set at 95%, the sensitivity of the mChip-Ld with 3Ag ranged from 80% (95% confidence interval [CI], 56% to 94%) and 85% (95% CI, 74% to 96%) for two panels of serum from patients with early Lyme disease and was 100% (95% CI, 83% to 100%) for serum from patients with Lyme arthritis; the STT algorithm detected early Lyme disease in the same two panels of serum from patients with early Lyme disease with a sensitivity of 48.5% and 75% and Lyme arthritis in serum from patients with Lyme arthritis with a sensitivity of 100%, and the specificity was 97.5% to 100%. The mChip-Ld platform outperformed the STT algorithm according to sensitivity. These results open the door for the development of a single, rapid, multiplexed diagnostic test for point-of-care use that can be designed to identify the Lyme disease stage.
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Affiliation(s)
- Siddarth Arumugam
- Department of Biomedical Engineering, Columbia University, New York, New York, USA
| | - Samiksha Nayak
- Department of Biomedical Engineering, Columbia University, New York, New York, USA
| | | | | | - Mariana Soares Guedes
- Immuno Technologies Inc., Memphis, Tennessee, USA
- Department of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | | | | | - Adriana R Marques
- Lyme Disease Studies Unit, Laboratory of Clinical Immunology and Microbiology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland, USA
| | | | - Susan J Wong
- Wadsworth Center, New York State Department of Health, Axelrod Institute, Albany, New York, USA
| | - Samuel K Sia
- Department of Biomedical Engineering, Columbia University, New York, New York, USA
| | - Maria Gomes-Solecki
- Immuno Technologies Inc., Memphis, Tennessee, USA
- Department of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Memphis, Tennessee, USA
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27
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Santarella S, Sellati TJ. Controversies About Lyme Disease. JAMA 2018; 320:2481-2482. [PMID: 30561472 DOI: 10.1001/jama.2018.17191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
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Abstract
Lyme disease (LD) is the most common tick-borne disease in the Northern Hemisphere. As the most prevalent vector-borne disease in the USA, LD affects 300,000 human cases each year. LD is caused by inoculation of the bacterial spirochete, Borrelia burgdorferi sensu lato, from an infected tick. If not treated quickly and completely, the bacteria disseminate from the tick's biting site into multiple organs including the joints, heart, and brain. Thus, the best outcome from medical intervention can be expected with early detection and treatment with antibiotics, prior to multi-organ dissemination. In the absence of a characteristic rash, LD is diagnosed using serological testing involving enzyme-linked immunosorbent assay (ELISA) followed by western blotting, which is collectively known as the two-tier algorithm. These assays detect host antibodies against the bacteria, but are hampered by low sensitivity, which can miss early LD cases. This review discusses the application of some current assays for diagnosing LD clinically, thus providing a foundation for exploring newer techniques being developed in the laboratory for more sensitive detection of early LD.
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Affiliation(s)
- Eunice Chou
- Vassar College in Poughkeepsie, NY SUNY Downstate Medical School and SUNY Polytechnic Institute
| | - Yi-Pin Lin
- University in Ithaca, NY and postdoctoral training from Tufts University in Boston, MA
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Blum LK, Adamska JZ, Martin DS, Rebman AW, Elliott SE, Cao RRL, Embers ME, Aucott JN, Soloski MJ, Robinson WH. Robust B Cell Responses Predict Rapid Resolution of Lyme Disease. Front Immunol 2018; 9:1634. [PMID: 30072990 PMCID: PMC6060717 DOI: 10.3389/fimmu.2018.01634] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2018] [Accepted: 07/03/2018] [Indexed: 12/11/2022] Open
Abstract
Lyme disease (Borrelia burgdorferi infection) is increasingly recognized as a significant source of morbidity worldwide. Here, we show that blood plasmablasts and CD27− memory B cells are elevated in untreated Lyme disease, with higher plasmablast levels associated with more rapid resolution of clinical symptoms. Stronger serum reactivity to surface proteins and peptides from B. burgdorferi was also associated with faster resolution of clinical symptoms. Through molecular identifier-enabled antibody heavy-chain sequencing of bulk B cells and single-cell paired-chain antibody sequencing of blood plasmablasts, we characterized immunoglobulin gene usage patterns specific to B. burgdorferi infection. Recombinantly expressed antibodies from expanded lineages bound B. burgdorferi antigens, confirming that these clones are driven by the infection. Furthermore, recombinant sequence-derived antibodies were functional, inhibiting growth of B. burgdorferi in vitro. Elevations and clonal expansion of blood plasmablasts were associated with rapid return to health, while poor plasmablast responses were associated with a longer duration of symptoms following treatment. Plasmablasts induced by B. burgdorferi infection showed preferential antibody gene segment usage, while bulk sequencing of total B cells revealed convergent CDR3 motifs specific to B. burgdorferi-infected patients. Our results show that robust plasmablast responses encoding Bb-static antibodies are associated with more rapid resolution of Lyme disease, and these antibodies could provide the basis for next-generation therapeutics for Lyme disease.
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Affiliation(s)
- Lisa K Blum
- Stanford University School of Medicine, Stanford, CA, United States.,VA Palo Alto Healthcare System, Palo Alto, CA, United States
| | - Julia Z Adamska
- Stanford University School of Medicine, Stanford, CA, United States.,VA Palo Alto Healthcare System, Palo Alto, CA, United States
| | - Dale S Martin
- Division of Bacteriology and Parasitology, Tulane National Primate Research Center, Tulane University Health Sciences Center, Covington, LA, United States
| | - Alison W Rebman
- Lyme Disease Research Center, Division of Rheumatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Serra E Elliott
- Stanford University School of Medicine, Stanford, CA, United States.,VA Palo Alto Healthcare System, Palo Alto, CA, United States
| | - Richard R L Cao
- Stanford University School of Medicine, Stanford, CA, United States
| | - Monica E Embers
- Division of Bacteriology and Parasitology, Tulane National Primate Research Center, Tulane University Health Sciences Center, Covington, LA, United States
| | - John N Aucott
- Lyme Disease Research Center, Division of Rheumatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Mark J Soloski
- Lyme Disease Research Center, Division of Rheumatology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - William H Robinson
- Stanford University School of Medicine, Stanford, CA, United States.,VA Palo Alto Healthcare System, Palo Alto, CA, United States
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30
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A Community Study of Borrelia burgdorferi Antibodies among Individuals with Prior Lyme Disease in Endemic Areas. Healthcare (Basel) 2018; 6:healthcare6020069. [PMID: 29921784 PMCID: PMC6023339 DOI: 10.3390/healthcare6020069] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2018] [Revised: 06/12/2018] [Accepted: 06/13/2018] [Indexed: 01/18/2023] Open
Abstract
The objective was to examine the prevalence of Borrelia antibodies among symptomatic individuals with recent and past Lyme disease in endemic communities using standard assays and novel assays employing next-generation antigenic substrates. Single- and two-tiered algorithms included different anti-Borrelia ELISAs and immunoblots. Antibody prevalence was examined in sera from 32 individuals with recent erythema migrans (EM), 335 individuals with persistent symptoms following treatment for Lyme disease (PTLS), and 41 community controls without a history of Lyme disease. Among convalescent EM cases, sensitivity was highest using the C6 ELISA (93.8%) compared to other single assays; specificity was 92.7% for the C6 ELISA vs. 85.4–97.6% for other assays. The two-tiered ELISA-EUROLINE IgG immunoblot combinations enhanced case detection substantially compared to the respective ELISA-IgG Western blot combinations (75.0% vs. 34.4%) despite similar specificity (95.1% vs. 97.6%, respectively). For PTLS cohorts, two-tier ELISA-IgG-blot positivity ranged from 10.1% to 47.4%, depending upon assay combination, time from initial infection, and clinical history. For controls, the two-tier positivity rate was 0–14.6% across assays. A two-tier algorithm of two-ELISA assays yielded a high positivity rate of 87.5% among convalescent EM cases with specificity of 92.7%. For convalescent EM, combinations of the C6 ELISA with a second-tier ELISA or line blot may provide useful alternatives to WB-based testing algorithms.
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Branda JA, Body BA, Boyle J, Branson BM, Dattwyler RJ, Fikrig E, Gerald NJ, Gomes-Solecki M, Kintrup M, Ledizet M, Levin AE, Lewinski M, Liotta LA, Marques A, Mead PS, Mongodin EF, Pillai S, Rao P, Robinson WH, Roth KM, Schriefer ME, Slezak T, Snyder J, Steere AC, Witkowski J, Wong SJ, Schutzer SE. Advances in Serodiagnostic Testing for Lyme Disease Are at Hand. Clin Infect Dis 2018; 66:1133-1139. [PMID: 29228208 PMCID: PMC6019075 DOI: 10.1093/cid/cix943] [Citation(s) in RCA: 77] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2017] [Accepted: 11/15/2017] [Indexed: 12/17/2022] Open
Abstract
The cause of Lyme disease, Borrelia burgdorferi, was discovered in 1983. A 2-tiered testing protocol was established for serodiagnosis in 1994, involving an enzyme immunoassay (EIA) or indirect fluorescence antibody, followed (if reactive) by immunoglobulin M and immunoglobulin G Western immunoblots. These assays were prepared from whole-cell cultured B. burgdorferi, lacking key in vivo expressed antigens and expressing antigens that can bind non-Borrelia antibodies. Additional drawbacks, particular to the Western immunoblot component, include low sensitivity in early infection, technical complexity, and subjective interpretation when scored by visual examination. Nevertheless, 2-tiered testing with immunoblotting remains the benchmark for evaluation of new methods or approaches. Next-generation serologic assays, prepared with recombinant proteins or synthetic peptides, and alternative testing protocols, can now overcome or circumvent many of these past drawbacks. This article describes next-generation serodiagnostic testing for Lyme disease, focusing on methods that are currently available or near-at-hand.
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Affiliation(s)
- John A Branda
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston
| | - Barbara A Body
- Laboratory Corporation of America (LabCorp) (retired), Burlington, North Carolina
| | | | | | | | - Erol Fikrig
- Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut
| | - Noel J Gerald
- Office of In Vitro Diagnostics and Radiological Health, Food and Drug Administration, Department of Health and Human Services, Washington, DC
| | - Maria Gomes-Solecki
- Department of Microbiology, Immunology and Biochemistry, University of Tennessee Health Science Center, Knoxville
| | | | | | | | | | - Lance A Liotta
- Center for Applied Proteomics and Molecular Medicine, College of Science, George Mason University, Fairfax, Virginia
| | - Adriana Marques
- Clinical Studies Unit, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland
| | - Paul S Mead
- Division of Vector-Borne Diseases, Centers for Disease Control and Prevention, Fort Collins, Colorado
| | - Emmanuel F Mongodin
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore
| | - Segaran Pillai
- Office of Laboratory Science and Safety, Food and Drug Administration, Department of Health and Human Services, Washington, DC
| | - Prasad Rao
- Office of In Vitro Diagnostics and Radiological Health, Food and Drug Administration, Department of Health and Human Services, Washington, DC
| | | | - Kristian M Roth
- Office of In Vitro Diagnostics and Radiological Health, Food and Drug Administration, Department of Health and Human Services, Washington, DC
| | - Martin E Schriefer
- Division of Vector-Borne Diseases, Centers for Disease Control and Prevention, Fort Collins, Colorado
| | | | | | - Allen C Steere
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston
| | | | - Susan J Wong
- Wadsworth Center, New York State Department of Health, Albany
| | - Steven E Schutzer
- Department of Medicine, Rutgers New Jersey Medical School,Correspondence: S. E. Schutzer, Rutgers New Jersey Medical School, 185 South Orange Ave, Newark, NJ 07103 ()
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Tokarz R, Mishra N, Tagliafierro T, Sameroff S, Caciula A, Chauhan L, Patel J, Sullivan E, Gucwa A, Fallon B, Golightly M, Molins C, Schriefer M, Marques A, Briese T, Lipkin WI. A multiplex serologic platform for diagnosis of tick-borne diseases. Sci Rep 2018; 8:3158. [PMID: 29453420 PMCID: PMC5816631 DOI: 10.1038/s41598-018-21349-2] [Citation(s) in RCA: 52] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2017] [Accepted: 02/01/2018] [Indexed: 12/16/2022] Open
Abstract
Tick-borne diseases are the most common vector-borne diseases in the United States, with serology being the primary method of diagnosis. We developed the first multiplex, array-based assay for serodiagnosis of tick-borne diseases called the TBD-Serochip. The TBD-Serochip was designed to discriminate antibody responses to 8 major tick-borne pathogens present in the United States, including Anaplasma phagocytophilum, Babesia microti, Borrelia burgdorferi, Borrelia miyamotoi, Ehrlichia chaffeensis, Rickettsia rickettsii, Heartland virus and Powassan virus. Each assay contains approximately 170,000 12-mer linear peptides that tile along the protein sequence of the major antigens from each agent with 11 amino acid overlap. This permits accurate identification of a wide range of specific immunodominant IgG and IgM epitopes that can then be used to enhance diagnostic accuracy and integrate differential diagnosis into a single assay. To test the performance of the TBD-Serochip, we examined sera from patients with confirmed Lyme disease, babesiosis, anaplasmosis, and Powassan virus disease. We identified a wide range of specific discriminatory epitopes that facilitated accurate diagnosis of each disease. We also identified previously undiagnosed infections. Our results indicate that the TBD-Serochip is a promising tool for a differential diagnosis not available with currently employed serologic assays for TBDs.
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Affiliation(s)
- Rafal Tokarz
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA.
| | - Nischay Mishra
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Teresa Tagliafierro
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Stephen Sameroff
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Adrian Caciula
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Lokendrasingh Chauhan
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Jigar Patel
- Roche Sequencing Solutions, Madison, WI, USA
| | | | - Azad Gucwa
- Department of Biology, Farmingdale State College, Farmingdale, NY, USA
| | - Brian Fallon
- Lyme and Tick-borne Diseases Research Center, Columbia University, New York, NY, USA
| | - Marc Golightly
- Department of Pathology, Stony Brook University, New York, NY, USA
| | - Claudia Molins
- Division of Vector-Borne Diseases, Centers for Disease Control and Prevention, Fort Collins, CO, USA
| | - Martin Schriefer
- Division of Vector-Borne Diseases, Centers for Disease Control and Prevention, Fort Collins, CO, USA
| | - Adriana Marques
- Laboratory of Clinical Immunology and Microbiology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Thomas Briese
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - W Ian Lipkin
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
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Alasel M, Keusgen M. Promising alternatives for one-tier testing of Lyme borreliosis. Clin Chim Acta 2018; 479:148-154. [PMID: 29366833 DOI: 10.1016/j.cca.2018.01.030] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Revised: 01/15/2018] [Accepted: 01/19/2018] [Indexed: 11/16/2022]
Abstract
A main focus of human health studies is the early detection of infectious diseases to enable more rapid treatment and prevent disease transmission. Diagnosis of Lyme borreliosis has been always challenging because of the lack of specific, but simple assay formats. Two-tiered testing has been recommended by US Centers for Disease Control and Prevention to provide more specific results for diagnosis of Lyme disease. However, such a technique is time consuming and is not well suited for early stage detection. Therefore, many tests were proposed as alternatives to overcome these drawbacks. Simple assays, which are mainly performed in one-tier manner, could be conducted with better performance than the two-tiered testing. Proposed assays utilize both newly identified antigens and new platforms to improve detection performance. These assays can be classified into those based on employing a single antigen and assays based on using multiple antigens. In addition to assays to this type of assays, immunoassays on borreliosis-related biomarkers are available. We report here the most recent assays developed over the last 10 years, for detection of Lyme borreliosis in body fluids.
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Affiliation(s)
- Mohammed Alasel
- Institute of Pharmaceutical Chemistry, Philipps-Universität, Marbacher Weg 6-10, 35032 Marburg, Germany.
| | - Michael Keusgen
- Institute of Pharmaceutical Chemistry, Philipps-Universität, Marbacher Weg 6-10, 35032 Marburg, Germany
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Multiple epitope presentation and surface density control enabled by chemoselective immobilization lead to enhanced performance in IgE-binding fingerprinting on peptide microarrays. Anal Chim Acta 2017; 983:189-197. [DOI: 10.1016/j.aca.2017.06.027] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2017] [Revised: 06/09/2017] [Accepted: 06/16/2017] [Indexed: 11/17/2022]
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D'Arco C, Dattwyler RJ, Arnaboldi PM. Borrelia burgdorferi-specific IgA in Lyme Disease. EBioMedicine 2017; 19:91-97. [PMID: 28457619 PMCID: PMC5440658 DOI: 10.1016/j.ebiom.2017.04.025] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2017] [Revised: 04/18/2017] [Accepted: 04/18/2017] [Indexed: 11/17/2022] Open
Abstract
The laboratory diagnosis of Lyme disease is currently dependent on the detection of IgM and IgG antibodies against Borrelia burgdorferi, the causative agent of the disease. The significance of serum IgA against B. burgdorferi remains unclear. The production of intrathecal IgA has been noted in patients with the late Lyme disease manifestation, neuroborreliosis, but production of antigen-specific IgA during early disease has not been evaluated. In the current study, we assessed serum IgA binding to the B. burgdorferi peptide antigens, C6, the target of the FDA-cleared C6 EIA, and FlaB(211-223)-modVlsE(275-291), a peptide containing a Borrelia flagellin epitope linked to a modified VlsE sequence, in patients with early and late Lyme disease. Specific IgA was detected in 59 of 152 serum samples (38.8%) from early Lyme disease patients. Approximately 50% of early Lyme disease patients who were seropositive for peptide-specific IgM and/or IgG were also seropositive for peptide-specific IgA. In a subpopulation of patients, high peptide-specific IgA could be correlated with disseminated disease, defined as multiple erythema migrans lesions, and neurological disease complications. These results suggest that there may be an association between elevated levels of antigen-specific IgA and particular disease manifestations in some patients with early Lyme disease. Approximately one-third of all patients diagnosed with early Lyme disease have significant levels of antigen-specific IgA Approximately one-half of patients seropositive for IgM and/or IgG are also seropositive for IgA Antigen-specific IgA correlated with disseminated disease and neurological symptoms in patients with early Lyme disease
The significance of serum IgA production in patients with early Lyme disease has not been previously evaluated. In the present study, we demonstrated that IgA antibodies against Borrelia burgdorferi, the causative agent of Lyme disease, were present in ~ 33% of patients diagnosed with early disease. Anti-B. burgdorferi IgA production correlated with disseminated disease as well as neurological manifestations in a subset of these patients. Though further study is necessary, these results suggest that monitoring serum IgA could have potential diagnostic and/or prognostic value in early Lyme disease.
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Affiliation(s)
- Christina D'Arco
- Department of Microbiology and Immunology, School of Medicine, New York Medical College, Valhalla, NY 10595, United States
| | - Raymond J Dattwyler
- Department of Microbiology and Immunology, School of Medicine, New York Medical College, Valhalla, NY 10595, United States; Biopeptides, Corp., East Setauket, NY 11733, United States
| | - Paul M Arnaboldi
- Department of Microbiology and Immunology, School of Medicine, New York Medical College, Valhalla, NY 10595, United States; Biopeptides, Corp., East Setauket, NY 11733, United States.
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The Accuracy of Diagnostic Tests for Lyme Disease in Humans, A Systematic Review and Meta-Analysis of North American Research. PLoS One 2016; 11:e0168613. [PMID: 28002488 PMCID: PMC5176185 DOI: 10.1371/journal.pone.0168613] [Citation(s) in RCA: 91] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2016] [Accepted: 12/02/2016] [Indexed: 12/03/2022] Open
Abstract
There has been an increasing incidence of Lyme disease (LD) in Canada and the United States corresponding to the expanding range of the Ixodes tick vector and Lyme disease agent (Borrelia burgdorferi sensu stricto). There are many diagnostic tests for LD available in North America, all of which have some performance issues, and physicians are concerned about the appropriate use and interpretation of these tests. The objective of this systematic review is to summarize the North American evidence on the accuracy of diagnostic tests and test regimes at various stages of LD. Included in the review are 48 studies on diagnostic tests used in North America published since 1995. Thirteen studies examined a two-tier serological test protocol vs. clinical diagnosis, 24 studies examined single assays vs. clinical diagnosis, 9 studies examined single immunoblot vs. clinical diagnosis, 7 studies compared culture or PCR direct detection methods vs. clinical diagnosis, 22 studies compared two or more tests with each other and 8 studies compared a two-tiered serological test protocol to another test. Recent studies examining the sensitivity and specificity of various test protocols noted that the Immunetics® C6 B. burgdorferi ELISA™ and the two tier approach have superior specificity compared to proposed replacements, and the CDC recommended western blot algorithm has equivalent or superior specificity over other proposed test algorithms. There is a dramatic increase in test sensitivity with progression of B. burgdorferi infection from early to late LD. Direct detection methods, culture and PCR of tissue or blood samples were not as sensitive or timely compared to serological testing. It was also noted that there are a large number of both commercial (n = 42) and in-house developed tests used by private laboratories which have not been evaluated in the primary literature.
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Lyme Disease. CURR EPIDEMIOL REP 2016. [DOI: 10.1007/s40471-016-0082-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Five-Antigen Fluorescent Bead-Based Assay for Diagnosis of Lyme Disease. CLINICAL AND VACCINE IMMUNOLOGY : CVI 2016; 23:294-303. [PMID: 26843487 DOI: 10.1128/cvi.00685-15] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2015] [Accepted: 02/01/2016] [Indexed: 12/18/2022]
Abstract
The systematically difficult task of diagnosing Lyme disease can be simplified by sensitive and specific laboratory tests. The currently recommended two-tier test for serology is highly specific but falls short in sensitivity, especially in the early acute phase. We previously examined serially collected serum samples from Borrelia burgdorferi-infected rhesus macaques and defined a combination of antigens that could be utilized for detection of infection at all phases of disease in humans. The five B. burgdorferi antigens, consisting of OspC, OspA, DbpA, OppA2, and the C6 peptide, were combined into a fluorescent cytometric bead-based assay for the detection of B. burgdorferi antigen-specific IgG antibodies. Samples from Lyme disease patients and controls were used to determine the diagnostic value of this assay. Using this sample set, we found that our five-antigen multiplex IgG assay exhibited higher sensitivity (79.5%) than the enzyme immunoassay (EIA) (76.1%), the two-tier test (61.4%), and the C6 peptide enzyme-linked immunosorbent assay (ELISA) (77.2%) while maintaining specificity over 90%. When detection of IgM was added to the bead-based assay, the sensitivity improved to 91%, but at a cost of reduced specificity (78%). These results indicate that the rational combination of antigens in our multiplex assay may offer an improved serodiagnostic test for Lyme disease.
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The Past, Present, and (Possible) Future of Serologic Testing for Lyme Disease. J Clin Microbiol 2016; 54:1191-6. [PMID: 26865690 DOI: 10.1128/jcm.03394-15] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Lyme disease prevails as the most commonly transmitted tick-borne infection in the United States, and serologic evaluation for antibodies to Borrelia burgdorferi remains the recommended modality for diagnosis. This review presents a brief historical perspective on the evolution of serologic assays for Lyme disease and provides a summary of the performance characteristics for the currently recommended two-tiered testing algorithm (TTTA). Additionally, a recently proposed alternative to the traditional TTTA is discussed, and novel methodologies, including immuno-PCR and metabolic profiling for Lyme disease, are outlined.
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