Literature DB >> 33938716

Discriminating Bacterial and Viral Infection Using a Rapid Host Gene Expression Test.

Ephraim L Tsalik1,2,3,4,5,6,7,8,9,10,11,12,13, Ricardo Henao2,4,5, Jesse L Montgomery6, Jeff W Nawrocki6, Mert Aydin2, Emily C Lydon2, Emily R Ko2,7, Elizabeth Petzold2, Bradly P Nicholson8, Charles B Cairns9,10, Seth W Glickman9, Eugenia Quackenbush9, Stephen F Kingsmore11, Anja K Jaehne12, Emanuel P Rivers12, Raymond J Langley13, Vance G Fowler3,5, Micah T McClain1,2,3,4,5,6,7,8,9,10,11,12,13, Robert J Crisp6, Geoffrey S Ginsburg2, Thomas W Burke2, Andrew C Hemmert6, Christopher W Woods1,2,3,4,5,6,7,8,9,10,11,12,13.   

Abstract

OBJECTIVES: Host gene expression signatures discriminate bacterial and viral infection but have not been translated to a clinical test platform. This study enrolled an independent cohort of patients to describe and validate a first-in-class host response bacterial/viral test.
DESIGN: Subjects were recruited from 2006 to 2016. Enrollment blood samples were collected in an RNA preservative and banked for later testing. The reference standard was an expert panel clinical adjudication, which was blinded to gene expression and procalcitonin results.
SETTING: Four U.S. emergency departments. PATIENTS: Six-hundred twenty-three subjects with acute respiratory illness or suspected sepsis.
INTERVENTIONS: Forty-five-transcript signature measured on the BioFire FilmArray System (BioFire Diagnostics, Salt Lake City, UT) in ~45 minutes.
MEASUREMENTS AND MAIN RESULTS: Host response bacterial/viral test performance characteristics were evaluated in 623 participants (mean age 46 yr; 45% male) with bacterial infection, viral infection, coinfection, or noninfectious illness. Performance of the host response bacterial/viral test was compared with procalcitonin. The test provided independent probabilities of bacterial and viral infection in ~45 minutes. In the 213-subject training cohort, the host response bacterial/viral test had an area under the curve for bacterial infection of 0.90 (95% CI, 0.84-0.94) and 0.92 (95% CI, 0.87-0.95) for viral infection. Independent validation in 209 subjects revealed similar performance with an area under the curve of 0.85 (95% CI, 0.78-0.90) for bacterial infection and 0.91 (95% CI, 0.85-0.94) for viral infection. The test had 80.1% (95% CI, 73.7-85.4%) average weighted accuracy for bacterial infection and 86.8% (95% CI, 81.8-90.8%) for viral infection in this validation cohort. This was significantly better than 68.7% (95% CI, 62.4-75.4%) observed for procalcitonin (p < 0.001). An additional cohort of 201 subjects with indeterminate phenotypes (coinfection or microbiology-negative infections) revealed similar performance.
CONCLUSIONS: The host response bacterial/viral measured using the BioFire System rapidly and accurately discriminated bacterial and viral infection better than procalcitonin, which can help support more appropriate antibiotic use.
Copyright © 2021 by the Society of Critical Care Medicine and Wolters Kluwer Health, Inc. All Rights Reserved.

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Year:  2021        PMID: 33938716      PMCID: PMC8448917          DOI: 10.1097/CCM.0000000000005085

Source DB:  PubMed          Journal:  Crit Care Med        ISSN: 0090-3493            Impact factor:   9.296


  43 in total

1.  Community-Acquired Pneumonia Requiring Hospitalization among U.S. Adults.

Authors:  Seema Jain; Wesley H Self; Richard G Wunderink; Sherene Fakhran; Robert Balk; Anna M Bramley; Carrie Reed; Carlos G Grijalva; Evan J Anderson; D Mark Courtney; James D Chappell; Chao Qi; Eric M Hart; Frank Carroll; Christopher Trabue; Helen K Donnelly; Derek J Williams; Yuwei Zhu; Sandra R Arnold; Krow Ampofo; Grant W Waterer; Min Levine; Stephen Lindstrom; Jonas M Winchell; Jacqueline M Katz; Dean Erdman; Eileen Schneider; Lauri A Hicks; Jonathan A McCullers; Andrew T Pavia; Kathryn M Edwards; Lyn Finelli
Journal:  N Engl J Med       Date:  2015-07-14       Impact factor: 91.245

Review 2.  Clinical Performance Evaluation of Molecular Diagnostic Tests.

Authors:  Bipasa Biswas
Journal:  J Mol Diagn       Date:  2016-09-15       Impact factor: 5.568

3.  Disease progression in hemodynamically stable patients presenting to the emergency department with sepsis.

Authors:  Seth W Glickman; Charles B Cairns; Ronny M Otero; Christopher W Woods; Ephraim L Tsalik; Raymond J Langley; Jennifer C van Velkinburgh; Lawrence P Park; Lawrence T Glickman; Vance G Fowler; Stephen F Kingsmore; Emanuel P Rivers
Journal:  Acad Emerg Med       Date:  2010-04       Impact factor: 3.451

4.  RNA transcriptional biosignature analysis for identifying febrile infants with serious bacterial infections in the emergency department: a feasibility study.

Authors:  Prashant Mahajan; Nathan Kuppermann; Nicolas Suarez; Asuncion Mejias; Charlie Casper; J Michael Dean; Octavio Ramilo
Journal:  Pediatr Emerg Care       Date:  2015-01       Impact factor: 1.454

5.  Gene expression profiles in febrile children with defined viral and bacterial infection.

Authors:  Xinran Hu; Jinsheng Yu; Seth D Crosby; Gregory A Storch
Journal:  Proc Natl Acad Sci U S A       Date:  2013-07-15       Impact factor: 11.205

6.  Association of RNA Biosignatures With Bacterial Infections in Febrile Infants Aged 60 Days or Younger.

Authors:  Prashant Mahajan; Nathan Kuppermann; Asuncion Mejias; Nicolas Suarez; Damien Chaussabel; T Charles Casper; Bennett Smith; Elizabeth R Alpern; Jennifer Anders; Shireen M Atabaki; Jonathan E Bennett; Stephen Blumberg; Bema Bonsu; Dominic Borgialli; Anne Brayer; Lorin Browne; Daniel M Cohen; Ellen F Crain; Andrea T Cruz; Peter S Dayan; Rajender Gattu; Richard Greenberg; John D Hoyle; David M Jaffe; Deborah A Levine; Kathleen Lillis; James G Linakis; Jared Muenzer; Lise E Nigrovic; Elizabeth C Powell; Alexander J Rogers; Genie Roosevelt; Richard M Ruddy; Mary Saunders; Michael G Tunik; Leah Tzimenatos; Melissa Vitale; J Michael Dean; Octavio Ramilo
Journal:  JAMA       Date:  2016 Aug 23-30       Impact factor: 56.272

7.  Global, regional, and national incidence, prevalence, and years lived with disability for 310 diseases and injuries, 1990-2015: a systematic analysis for the Global Burden of Disease Study 2015.

Authors: 
Journal:  Lancet       Date:  2016-10-08       Impact factor: 79.321

8.  Validation of a Host Gene Expression Test for Bacterial/Viral Discrimination in Immunocompromised Hosts.

Authors:  Rachael E Mahle; Sunil Suchindran; Ricardo Henao; Julie M Steinbrink; Thomas W Burke; Micah T McClain; Geoffrey S Ginsburg; Christopher W Woods; Ephraim L Tsalik
Journal:  Clin Infect Dis       Date:  2021-08-16       Impact factor: 9.079

9.  Molecular Distance to Health Transcriptional Score and Disease Severity in Children Hospitalized With Community-Acquired Pneumonia.

Authors:  Rebecca G Wallihan; Nicolás M Suárez; Daniel M Cohen; Mario Marcon; Melissa Moore-Clingenpeel; Asuncion Mejias; Octavio Ramilo
Journal:  Front Cell Infect Microbiol       Date:  2018-10-30       Impact factor: 5.293

10.  Outpatient antibiotic prescribing in the United States: 2000 to 2010.

Authors:  Grace C Lee; Kelly R Reveles; Russell T Attridge; Kenneth A Lawson; Ishak A Mansi; James S Lewis; Christopher R Frei
Journal:  BMC Med       Date:  2014-06-11       Impact factor: 8.775

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  12 in total

1.  Comparing the Diagnostic Accuracy of Clinician Judgment to a Novel Host Response Diagnostic for Acute Respiratory Illness.

Authors:  Ian S Jaffe; Anja K Jaehne; Eugenia Quackenbush; Emily R Ko; Emanuel P Rivers; Micah T McClain; Geoffrey S Ginsburg; Christopher W Woods; Ephraim L Tsalik
Journal:  Open Forum Infect Dis       Date:  2021-11-10       Impact factor: 3.835

2.  Evaluation of a Multivalent Transcriptomic Metric for Diagnosing Surgical Sepsis and Estimating Mortality Among Critically Ill Patients.

Authors:  Scott C Brakenridge; Uan-I Chen; Tyler Loftus; Ricardo Ungaro; Marvin Dirain; Austin Kerr; Luer Zhong; Rhonda Bacher; Petr Starostik; Gabriella Ghita; Uros Midic; Dijoia Darden; Brittany Fenner; James Wacker; Philip A Efron; Oliver Liesenfeld; Timothy E Sweeney; Lyle L Moldawer
Journal:  JAMA Netw Open       Date:  2022-07-01

3.  Transcriptional Profiles Elucidate Differential Host Responses to Infection with Cryptococcus neoformans and Cryptococcus gattii.

Authors:  Zachary E Holcomb; Julie M Steinbrink; Aimee K Zaas; Marisol Betancourt; Jennifer L Tenor; Dena L Toffaletti; J Andrew Alspaugh; John R Perfect; Micah T McClain
Journal:  J Fungi (Basel)       Date:  2022-04-22

4.  Case Commentary: Uncertainty in Evaluating Treatment Outcomes in Carbapenem-Resistant Acinetobacter baumannii Infections.

Authors:  Jessica Howard-Anderson; David van Duin
Journal:  Antimicrob Agents Chemother       Date:  2021-08-23       Impact factor: 5.191

5.  The Host Response to Viral Infections Reveals Common and Virus-Specific Signatures in the Peripheral Blood.

Authors:  Ephraim L Tsalik; Cassandra Fiorino; Ammara Aqeel; Yiling Liu; Ricardo Henao; Emily R Ko; Thomas W Burke; Megan E Reller; Champica K Bodinayake; Ajith Nagahawatte; Wasantha K Arachchi; Vasantha Devasiri; Ruvini Kurukulasooriya; Micah T McClain; Christopher W Woods; Geoffrey S Ginsburg; L Gayani Tillekeratne; Klaus Schughart
Journal:  Front Immunol       Date:  2021-10-27       Impact factor: 8.786

6.  A comparison of host response strategies to distinguish bacterial and viral infection.

Authors:  Melissa Ross; Ricardo Henao; Thomas W Burke; Emily R Ko; Micah T McClain; Geoffrey S Ginsburg; Christopher W Woods; Ephraim L Tsalik
Journal:  PLoS One       Date:  2021-12-14       Impact factor: 3.752

Review 7.  Implications of Using Host Response-Based Molecular Diagnostics on the Management of Bacterial and Viral Infections: A Review.

Authors:  Johnny Atallah; Michael K Mansour
Journal:  Front Med (Lausanne)       Date:  2022-02-03

8.  Systematic comparison of published host gene expression signatures for bacterial/viral discrimination.

Authors:  Nicholas Bodkin; Melissa Ross; Micah T McClain; Emily R Ko; Christopher W Woods; Geoffrey S Ginsburg; Ricardo Henao; Ephraim L Tsalik
Journal:  Genome Med       Date:  2022-02-21       Impact factor: 11.117

9.  Prospective Validation of a Rapid Host Gene Expression Test to Discriminate Bacterial From Viral Respiratory Infection.

Authors:  Emily R Ko; Ricardo Henao; Katherine Frankey; Elizabeth A Petzold; Pamela D Isner; Anja K Jaehne; Nakia Allen; Jayna Gardner-Gray; Gina Hurst; Jacqueline Pflaum-Carlson; Namita Jayaprakash; Emanuel P Rivers; Henry Wang; Irma Ugalde; Siraj Amanullah; Laura Mercurio; Thomas H Chun; Larissa May; Robert W Hickey; Jacob E Lazarus; Shauna H Gunaratne; Daniel J Pallin; Guruprasad Jambaulikar; David S Huckins; Krow Ampofo; Ravi Jhaveri; Yunyun Jiang; Lauren Komarow; Scott R Evans; Geoffrey S Ginsburg; L Gayani Tillekeratne; Micah T McClain; Thomas W Burke; Christopher W Woods; Ephraim L Tsalik
Journal:  JAMA Netw Open       Date:  2022-04-01

Review 10.  Evolving Applications of Artificial Intelligence and Machine Learning in Infectious Diseases Testing.

Authors:  Nam K Tran; Samer Albahra; Larissa May; Sarah Waldman; Scott Crabtree; Scott Bainbridge; Hooman Rashidi
Journal:  Clin Chem       Date:  2021-12-30       Impact factor: 12.167

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