Adapting Microarray Gene Expression Signatures for Early Melioidosis Diagnosis

Melioidosis is caused by Burkholderia pseudomallei and is predominantly seen in tropical regions. The clinical signs and symptoms of the disease are nonspecific and often result in misdiagnosis, failure of treatment, and poor clinical outcome. Septicemia with septic shock is the most common cause of death, with mortality rates above 40%. Bacterial culture is the gold standard for diagnosis, but it has low sensitivity and takes days to produce definitive results. Early laboratory diagnosis can help guide physicians to provide treatment specific to B. pseudomallei. ABSTRACT Melioidosis is caused by Burkholderia pseudomallei and is predominantly seen in tropical regions. The clinical signs and symptoms of the disease are nonspecific and often result in misdiagnosis, failure of treatment, and poor clinical outcome. Septicemia with septic shock is the most common cause of death, with mortality rates above 40%. Bacterial culture is the gold standard for diagnosis, but it has low sensitivity and takes days to produce definitive results. Early laboratory diagnosis can help guide physicians to provide treatment specific to B. pseudomallei. In our study, we adapted host gene expression signatures obtained from microarray data of B. pseudomallei-infected cases to develop a real-time PCR diagnostic test using two differentially expressed genes, AIM2 (absent in melanoma 2) and FAM26F (family with sequence similarity 26, member F). We tested blood from 33 patients with B. pseudomallei infections and 29 patients with other bacterial infections to validate the test and determine cutoff values for use in a cascading diagnostic algorithm. Differentiation of septicemic melioidosis from other sepsis cases had a sensitivity of 82%, specificity of 93%, and negative and positive predictive values (NPV and PPV) of 82% and 93%, respectively. Separation of cases likely to be melioidosis from those unlikely to be melioidosis in nonbacteremic situations showed a sensitivity of 40%, specificity of 54%, and NPV and PPV of 44% and 50%, respectively. We suggest that our AIM2 and FAM26F expression combination algorithm could be beneficial for early melioidosis diagnosis, offering a result within 24 h of admission.

[1]  K. Gibney,et al.  Reducing the melioidosis burden: public health, chronic disease prevention, or improved case management? , 2019, The Lancet. Infectious diseases.

[2]  H. Baggett,et al.  Population-based bloodstream infection surveillance in rural Thailand, 2007–2014 , 2019, BMC Public Health.

[3]  T. West,et al.  Sensitivity and specificity of a lateral flow immunoassay (LFI) in serum samples for diagnosis of melioidosis , 2018, Transactions of the Royal Society of Tropical Medicine and Hygiene.

[4]  H. Baggett,et al.  Epidemiology and antimicrobial resistance of invasive non-typhoidal Salmonellosis in rural Thailand from 2006-2014 , 2018, PLoS neglected tropical diseases.

[5]  D. Aucoin,et al.  Evaluation of a Rapid Diagnostic Test for Detection of Burkholderia pseudomallei in the Lao People's Democratic Republic , 2018, Journal of Clinical Microbiology.

[6]  D. Aucoin,et al.  Performance evaluation of Active Melioidosis Detect-Lateral Flow Assay (AMD-LFA) for diagnosis of melioidosis in endemic settings with limited resources , 2018, PloS one.

[7]  T. Ichinohe,et al.  Herpes Simplex Virus 1 VP22 Inhibits AIM2-Dependent Inflammasome Activation to Enable Efficient Viral Replication. , 2018, Cell host & microbe.

[8]  C. Mukhopadhyay,et al.  Melioidosis: the great mimicker presenting as spondylodiscitis , 2018, BMJ Case Reports.

[9]  N. Jayathilaka,et al.  Host gene expression analysis in Sri Lankan melioidosis patients , 2017, PLoS neglected tropical diseases.

[10]  J. González-Navajas,et al.  The expression and activation of the AIM2 inflammasome correlates with inflammation and disease severity in patients with acute pancreatitis. , 2017, Pancreatology : official journal of the International Association of Pancreatology (IAP) ... [et al.].

[11]  S. Dunachie,et al.  Comparison of O-polysaccharide and hemolysin co-regulated protein as target antigens for serodiagnosis of melioidosis , 2017, PLoS neglected tropical diseases.

[12]  Amjad Ali,et al.  Structural and functional annotation of human FAM26F: A multifaceted protein having a critical role in the immune system. , 2017, Gene.

[13]  C. Kohler,et al.  Rapid and Sensitive Multiplex Detection of Burkholderia pseudomallei-Specific Antibodies in Melioidosis Patients Based on a Protein Microarray Approach , 2016, PLoS neglected tropical diseases.

[14]  N. Day,et al.  Development of Rapid Enzyme-Linked Immunosorbent Assays for Detection of Antibodies to Burkholderia pseudomallei , 2016, Journal of Clinical Microbiology.

[15]  Wei Chen,et al.  AIM2 contributes to the maintenance of intestinal integrity via Akt and protects against Salmonella mucosal infection , 2016, Mucosal Immunology.

[16]  Si Ming Man,et al.  AIM2 inflammasome in infection, cancer, and autoimmunity: Role in DNA sensing, inflammation, and innate immunity , 2016, European journal of immunology.

[17]  P. V. van Helden,et al.  Excessive Cytolytic Responses Predict Tuberculosis Relapse After Apparently Successful Treatment , 2015, The Journal of infectious diseases.

[18]  N. Day,et al.  Evaluation of Polysaccharide-Based Latex Agglutination Assays for the Rapid Detection of Antibodies to Burkholderia pseudomallei , 2015, The American journal of tropical medicine and hygiene.

[19]  Hong Wang,et al.  Differential expression of inflammasomes in lung cancer cell lines and tissues , 2015, Tumor Biology.

[20]  K. Yuen,et al.  Laboratory diagnosis of melioidosis: Past, present and future , 2015, Experimental biology and medicine.

[21]  G Greub,et al.  Blood culture-based diagnosis of bacteraemia: state of the art. , 2015, Clinical microbiology and infection : the official publication of the European Society of Clinical Microbiology and Infectious Diseases.

[22]  K. Błaszczyk,et al.  STAT1-Dependent Signal Integration between IFNγ and TLR4 in Vascular Cells Reflect Pro-Atherogenic Responses in Human Atherosclerosis , 2014, PloS one.

[23]  A. Hoffmaster,et al.  Evaluation of a Latex Agglutination Assay for the Identification of Burkholderia pseudomallei and Burkholderia mallei , 2014, The American journal of tropical medicine and hygiene.

[24]  Direk Limmathurotsakul,et al.  Development of a Prototype Lateral Flow Immunoassay (LFI) for the Rapid Diagnosis of Melioidosis , 2014, PLoS neglected tropical diseases.

[25]  G. Bancroft,et al.  Glibenclamide reduces pro-inflammatory cytokine production by neutrophils of diabetes patients in response to bacterial infection , 2013, Scientific Reports.

[26]  J. Kaewkungwal,et al.  Economic burden of bacteremic melioidosis in eastern and northeastern, Thailand. , 2013, The American journal of tropical medicine and hygiene.

[27]  S. Puthucheary,et al.  Multiple-antigen ELISA for melioidosis - a novel approach to the improved serodiagnosis of melioidosis , 2013, BMC Infectious Diseases.

[28]  S. Peacock,et al.  Epidemiology, Microbiology and Mortality Associated with Community-Acquired Bacteremia in Northeast Thailand: A Multicenter Surveillance Study , 2013, PloS one.

[29]  J. Yokota,et al.  Overexpression of the DNA sensor proteins, absent in melanoma 2 and interferon‐inducible 16, contributes to tumorigenesis of oral squamous cell carcinoma with p53 inactivation , 2012, Cancer science.

[30]  Talima Pearson,et al.  Comparison of TaqMan PCR Assays for Detection of the Melioidosis Agent Burkholderia pseudomallei in Clinical Specimens , 2012, Journal of Clinical Microbiology.

[31]  N. Day,et al.  Repeat Blood Culture Positive for B. pseudomallei Indicates an Increased Risk of Death from Melioidosis , 2011, The American journal of tropical medicine and hygiene.

[32]  D. DeShazer,et al.  The Cluster 1 Type VI Secretion System Is a Major Virulence Determinant in Burkholderia pseudomallei , 2011, Infection and Immunity.

[33]  A. Cheng,et al.  The Epidemiology and Clinical Spectrum of Melioidosis: 540 Cases from the 20 Year Darwin Prospective Study , 2010, PLoS neglected tropical diseases.

[34]  Claudio J. Verzilli,et al.  Defining the True Sensitivity of Culture for the Diagnosis of Melioidosis Using Bayesian Latent Class Models , 2010, PloS one.

[35]  Ivan Merelli,et al.  A multilevel data integration resource for breast cancer study , 2010, BMC Systems Biology.

[36]  N. Day,et al.  Increasing Incidence of Human Melioidosis in Northeast Thailand , 2010, The American journal of tropical medicine and hygiene.

[37]  T. Inglis The Treatment of Melioidosis , 2010, Pharmaceuticals.

[38]  Damien Chaussabel,et al.  Genomic transcriptional profiling identifies a candidate blood biomarker signature for the diagnosis of septicemic melioidosis , 2009, Genome Biology.

[39]  T. J. Bandeira,et al.  A diagnosis of Burkholderia pseudomallei directly in a bronchoalveolar lavage by polymerase chain reaction. , 2009, Diagnostic microbiology and infectious disease.

[40]  N. Day,et al.  Quantitation of B. Pseudomallei in clinical samples. , 2007, The American journal of tropical medicine and hygiene.

[41]  W. Chantratita,et al.  Prospective clinical evaluation of the accuracy of 16S rRNA real-time PCR assay for the diagnosis of melioidosis. , 2007, The American journal of tropical medicine and hygiene.

[42]  E. Ooi,et al.  Development of Real-Time PCR Assays and Evaluation of Their Potential Use for Rapid Detection of Burkholderia pseudomallei in Clinical Blood Specimens , 2007, Journal of Clinical Microbiology.

[43]  T. Inglis,et al.  PCR-based identification of Burkholderia pseudomallei. , 2006, Revista do Instituto de Medicina Tropical de Sao Paulo.

[44]  A. Cheng,et al.  Indirect hemagglutination assay in patients with melioidosis in northern Australia. , 2006, The American journal of tropical medicine and hygiene.

[45]  Ryan T Novak,et al.  Development and Evaluation of a Real-Time PCR Assay Targeting the Type III Secretion System of Burkholderia pseudomallei , 2006, Journal of Clinical Microbiology.

[46]  A. Cheng,et al.  Antibodies from Patients with Melioidosis Recognize Burkholderia mallei but Not Burkholderia thailandensis Antigens in the Indirect Hemagglutination Assay , 2005, Journal of Clinical Microbiology.

[47]  T. Pitt,et al.  Rapid presumptive identification of Burkholderia pseudomallei with real-time PCR assays using fluorescent hybridization probes. , 2005, Molecular and cellular probes.

[48]  A. Cheng,et al.  Further Evaluation of a Rapid Diagnostic Test for Melioidosis in an Area of Endemicity , 2004, Journal of Clinical Microbiology.

[49]  N. White,et al.  Short report: a rapid method for the differentiation of Burkholderia pseudomallei and Burkholderia thailandensis. , 2002, The American journal of tropical medicine and hygiene.

[50]  T. Panichakul,et al.  Monoclonal antibody-based rapid identification of Burkholderia pseudomallei in blood culture fluid from patients with community-acquired septicaemia. , 2000, Journal of medical microbiology.

[51]  R. Sermswan,et al.  Comparison of the polymerase chain reaction and serologic tests for diagnosis of septicemic melioidosis. , 2000, The American journal of tropical medicine and hygiene.

[52]  T. Dharakul,et al.  Comparison of three PCR primer sets for diagnosis of septicemic melioidosis. , 2000, Acta tropica.

[53]  B. Currie,et al.  Evaluation of PCR for Diagnosis of Melioidosis , 1998, Journal of Clinical Microbiology.

[54]  T. Dharakul,et al.  Speed of detection of Burkholderia pseudomallei in blood cultures and its correlation with the clinical outcome. , 1997, The American journal of tropical medicine and hygiene.

[55]  V. Luangwedchakarn,et al.  Detection of Burkholderia pseudomallei DNA in patients with septicemic melioidosis , 1996, Journal of clinical microbiology.

[56]  K. Bhuripanyo,et al.  Multicenter prospective randomized trial comparing ceftazidime plus co-trimoxazole with chloramphenicol plus doxycycline and co-trimoxazole for treatment of severe melioidosis , 1992, Antimicrobial Agents and Chemotherapy.

[57]  N. White,et al.  HALVING OF MORTALITY OF SEVERE MELIOIDOSIS BY CEFTAZIDIME , 1989, The Lancet.

[58]  A. Torres,et al.  Melioidosis , 1975, Nature Reviews Disease Primers.

[59]  D. Engelthaler,et al.  Towards a rapid molecular diagnostic for melioidosis: Comparison of DNA extraction methods from clinical specimens. , 2012, Journal of microbiological methods.

[60]  W. Wiersinga,et al.  Medical progress: Melioidosis , 2012 .

[61]  A. Lulitanond,et al.  REPORT : EVALUATION OF A MONOCLONAL ANTIBODY-BASED LATEX AGGLUTINATION TEST FOR RAPID DIAGNOSIS OF SEPTICEMIC MELIOIDOSIS , 1999 .