Measurement of organ-specific and acute-phase blood protein levels in early Lyme disease

Lyme disease results from infection of humans with the spirochete Borrelia burgdorferi. The first and most common clinical manifestation is the circular, inflamed skin lesion referred to as erythema migrans; later manifestations result from infections of other body sites. Laboratory diagnosis of Lyme disease can be challenging in patients with erythema migrans because of the time delay in the development of specific diagnostic antibodies against Borrelia. Reliable blood biomarkers for the early diagnosis of Lyme disease in patients with erythema migrans are needed. Here, we performed selected reaction monitoring, a targeted mass spectrometry-based approach, to measure selected proteins that 1) are known to be predominantly expressed in one organ (i.e., organ-specific blood proteins) and whose blood concentrations may change as a result of Lyme disease, or 2) are involved in acute immune responses. In a longitudinal cohort of 40 Lyme disease patients and 20 healthy controls, we identified 10 proteins with significantly altered serum levels in patients at the time of diagnosis, and we also developed a 10-protein panel identified through multivariate analysis. In an independent cohort of patients with erythema migrans, six of these proteins, APOA4, C9, CRP, CST6, PGLYRP2 and S100A9, were confirmed to show significantly altered serum levels in patients at time of presentation. Nine of the 10 proteins from the multivariate panel were also verified in the second cohort. These proteins, primarily innate immune response proteins or proteins specific to liver, skin or white blood cells, may serve as candidate blood biomarkers requiring further validation to aid in the laboratory diagnosis of early Lyme disease.

[1]  M. Mahdavi,et al.  Calprotectin (S100A8/S100A9): a key protein between inflammation and cancer , 2018, Inflammation Research.

[2]  B. Kuehn Insect Borne Disease Threat Grows. , 2018, Journal of the American Medical Association (JAMA).

[3]  B. Kuehn Rise in Fall-Related Deaths. , 2018, Journal of the American Medical Association (JAMA).

[4]  C. Beard,et al.  Vital Signs: Trends in Reported Vectorborne Disease Cases — United States and Territories, 2004–2016 , 2018, MMWR. Morbidity and mortality weekly report.

[5]  Huanming Yang,et al.  Digging More Missing Proteins Using an Enrichment Approach with ProteoMiner. , 2017, Journal of proteome research.

[6]  N. Ogden,et al.  The Accuracy of Diagnostic Tests for Lyme Disease in Humans, A Systematic Review and Meta-Analysis of North American Research , 2016, PloS one.

[7]  G. Wormser,et al.  Expression of C-Reactive Protein and Serum Amyloid A in Early to Late Manifestations of Lyme Disease. , 2016, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[8]  L. Hood,et al.  Identification of Organ-Enriched Protein Biomarkers of Acute Liver Injury by Targeted Quantitative Proteomics of Blood in Acetaminophen- and Carbon-Tetrachloride-Treated Mouse Models and Acetaminophen Overdose Patients. , 2016, Journal of proteome research.

[9]  Chris Sander,et al.  Human SRMAtlas: A Resource of Targeted Assays to Quantify the Complete Human Proteome , 2016, Cell.

[10]  Dmitri D. Pervouchine,et al.  Gene-specific patterns of expression variation across organs and species , 2016, Genome Biology.

[11]  Marco Y. Hein,et al.  The Perseus computational platform for comprehensive analysis of (prote)omics data , 2016, Nature Methods.

[12]  A. Steere,et al.  Lyme borreliosis , 2016, Nature Reviews Disease Primers.

[13]  J. Aucott,et al.  Quantification of Borrelia burgdorferi Membrane Proteins in Human Serum: A New Concept for Detection of Bacterial Infection. , 2015, Analytical chemistry.

[14]  Shubhayu Saha,et al.  Incidence of Clinician-Diagnosed Lyme Disease, United States, 2005–2010 , 2015, Emerging infectious diseases.

[15]  H. Pfister,et al.  Lyme neuroborreliosis—epidemiology, diagnosis and management , 2015, Nature Reviews Neurology.

[16]  L. Ehret-Sabatier,et al.  Heterogeneity of Borrelia burgdorferi Sensu Stricto Population and Its Involvement in Borrelia Pathogenicity: Study on Murine Model with Specific Emphasis on the Skin Interface , 2015, PloS one.

[17]  Adriana R Marques,et al.  Laboratory diagnosis of Lyme disease: advances and challenges. , 2015, Infectious disease clinics of North America.

[18]  Sverre Grimnes,et al.  Chapter 9 – Data and Models , 2015 .

[19]  E. Shapiro Clinical practice. Lyme disease. , 2014, The New England journal of medicine.

[20]  W. Robinson,et al.  Serum Inflammatory Mediators as Markers of Human Lyme Disease Activity , 2014, PloS one.

[21]  L. Hood,et al.  Optimal Scaling of Digital Transcriptomes , 2013, PloS one.

[22]  Paul Kearney,et al.  A Blood-Based Proteomic Classifier for the Molecular Characterization of Pulmonary Nodules , 2013, Science Translational Medicine.

[23]  G. Wallstrom,et al.  Biomarker Discovery for Heterogeneous Diseases , 2013, Cancer Epidemiology, Biomarkers & Prevention.

[24]  J. Kos,et al.  Cystatins in Immune System , 2012, Journal of Cancer.

[25]  A. Steere,et al.  Single-tier testing with the C6 peptide ELISA kit compared with two-tier testing for Lyme disease. , 2013, Diagnostic microbiology and infectious disease.

[26]  Kevin W Eliceiri,et al.  NIH Image to ImageJ: 25 years of image analysis , 2012, Nature Methods.

[27]  R. Aebersold,et al.  Selected reaction monitoring–based proteomics: workflows, potential, pitfalls and future directions , 2012, Nature Methods.

[28]  Alison W. Rebman,et al.  Direct Molecular Detection and Genotyping of Borrelia burgdorferi from Whole Blood of Patients with Early Lyme Disease , 2012, PloS one.

[29]  Gilbert S Omenn,et al.  SRM targeted proteomics in search for biomarkers of HCV‐induced progression of fibrosis to cirrhosis in HALT‐C patients , 2012, Proteomics.

[30]  O. Clemmensen,et al.  Diagnostic Value of PCR for Detection of Borrelia burgdorferi DNA in Clinical Specimens From Patients With Erythema Migrans and Lyme Neuroborreliosis , 2000, Molecular Diagnosis.

[31]  D. Cooper,et al.  Improving the Yield of Blood Cultures from Patients with Early Lyme Disease , 2011, Journal of Clinical Microbiology.

[32]  Brendan MacLean,et al.  Skyline: an open source document editor for creating and analyzing targeted proteomics experiments , 2010, Bioinform..

[33]  J. Schalkwijk,et al.  The cystatin M / E‐controlled pathway of skin barrier formation: expression of its key components in psoriasis and atopic dermatitis , 2009, The British journal of dermatology.

[34]  Sean P. Riley,et al.  Lyme borreliosis spirochete Erp proteins, their known host ligands, and potential roles in mammalian infection. , 2008, International journal of medical microbiology : IJMM.

[35]  R. Schell,et al.  Significantly Improved Accuracy of Diagnosis of Early Lyme Disease by Peptide Enzyme-Linked Immunosorbent Assay Based on the Borreliacidal Antibody Epitope of Borrelia burgdorferi OspC , 2008, Clinical and Vaccine Immunology.

[36]  P. Righetti,et al.  Sherlock Holmes and the proteome − a detective story , 2007, The FEBS journal.

[37]  N. Kopitar-Jerala The role of cystatins in cells of the immune system , 2006, FEBS letters.

[38]  J. Halperin,et al.  The clinical assessment, treatment, and prevention of lyme disease, human granulocytic anaplasmosis, and babesiosis: clinical practice guidelines by the Infectious Diseases Society of America. , 2006, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[39]  W. Liang,et al.  9) TM4 Microarray Software Suite , 2006 .

[40]  Ira Schwartz,et al.  Diagnosis of Lyme Borreliosis , 2005, Clinical Microbiology Reviews.

[41]  A. Steere,et al.  Serodiagnosis of Lyme Disease by Kinetic Enzyme-Linked Immunosorbent Assay Using Recombinant VlsE1 or Peptide Antigens of Borrelia burgdorferi Compared with 2-Tiered Testing Using Whole-Cell Lysates , 2003, The Journal of infectious diseases.

[42]  Jean A. Cunge,et al.  Of data and models , 2003 .

[43]  A I Saeed,et al.  TM4: a free, open-source system for microarray data management and analysis. , 2003, BioTechniques.

[44]  H. Egami,et al.  Cystatin M / E expression in inflammatory and neoplastic skin disorders , 2002, The British journal of dermatology.

[45]  C. Singer,et al.  Gastrointestinal and hepatic manifestations of tickborne diseases in the United States. , 2002, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[46]  Y. Benjamini,et al.  Controlling the false discovery rate in behavior genetics research , 2001, Behavioural Brain Research.

[47]  R. Dziarski,et al.  Peptidoglycan Recognition Proteins , 2001, The Journal of Biological Chemistry.

[48]  J. Volanakis,et al.  Human C-reactive protein: expression, structure, and function. , 2001, Molecular immunology.

[49]  Sverre Grimnes,et al.  Bioimpedance and Bioelectricity Basics , 2000 .

[50]  A. Steere,et al.  Sensitive and Specific Serodiagnosis of Lyme Disease by Enzyme-Linked Immunosorbent Assay with a Peptide Based on an Immunodominant Conserved Region of Borrelia burgdorferi VlsE , 1999, Journal of Clinical Microbiology.

[51]  A. E. van den Bogaard,et al.  Evaluation of Fifteen Commercially Available Serological Tests for Diagnosis of Lyme Borreliosis , 1999, European Journal of Clinical Microbiology and Infectious Diseases.

[52]  R. Nadelman,et al.  Improving the Yield of Blood Cultures for Patients with Early Lyme Disease , 1998, Journal of Clinical Microbiology.

[53]  R. Nadelman,et al.  Liver function in early Lyme disease , 1996, Hepatology.

[54]  Recommendations for test performance and interpretation from the Second National Conference on Serologic Diagnosis of Lyme Disease. , 1995, MMWR. Morbidity and mortality weekly report.

[55]  K. Sinusas,et al.  Liver function test abnormalities in early Lyme disease. , 1993, Archives of family medicine.

[56]  J. J. Schwartz,et al.  Diagnosis of early Lyme disease by polymerase chain reaction amplification and culture of skin biopsies from erythema migrans lesions , 1992, Journal of clinical microbiology.

[57]  J. Tschopp,et al.  Formation of transmembrane tubules by spontaneous polymerization of the hydrophilic complement protein C9 , 1982, Nature.