The host transcriptional response to Candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches.
Abstract
<h4>Background</h4>Candidemia is one of the most common nosocomial bloodstream infections
in the United States, causing significant morbidity and mortality in hospitalized
patients, but the breadth of the host response to Candida infections in human patients
remains poorly defined.<h4>Methods</h4>In order to better define the host response
to Candida infection at the transcriptional level, we performed RNA sequencing on
serial peripheral blood samples from 48 hospitalized patients with blood cultures
positive for Candida species and compared them to patients with other acute viral,
bacterial, and non-infectious illnesses. Regularized multinomial regression was utilized
to develop pathogen class-specific gene expression classifiers.<h4>Results</h4>Candidemia
triggers a unique, robust, and conserved transcriptomic response in human hosts with
1641 genes differentially upregulated compared to healthy controls. Many of these
genes corresponded to components of the immune response to fungal infection, heavily
weighted toward neutrophil activation, heme biosynthesis, and T cell signaling. We
developed pathogen class-specific classifiers from these unique signals capable of
identifying and differentiating candidemia, viral, or bacterial infection across a
variety of hosts with a high degree of accuracy (auROC 0.98 for candidemia, 0.99 for
viral and bacterial infection). This classifier was validated on two separate human
cohorts (auROC 0.88 for viral infection and 0.87 for bacterial infection in one cohort;
auROC 0.97 in another cohort) and an in vitro model (auROC 0.94 for fungal infection,
0.96 for bacterial, and 0.90 for viral infection).<h4>Conclusions</h4>Transcriptional
analysis of circulating leukocytes in patients with acute Candida infections defines
novel aspects of the breadth of the human immune response during candidemia and suggests
promising diagnostic approaches for simultaneously differentiating multiple types
of clinical illnesses in at-risk, acutely ill patients.
Type
Journal articleSubject
HumansDisease Susceptibility
Heme
Prognosis
Severity of Illness Index
Risk Factors
Case-Control Studies
Reproducibility of Results
ROC Curve
Gene Expression Profiling
Computational Biology
Neutrophil Activation
Databases, Genetic
Adult
Aged
Aged, 80 and over
Middle Aged
Female
Male
Host-Pathogen Interactions
Candidemia
Transcriptome
Biomarkers
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https://hdl.handle.net/10161/26027Published Version (Please cite this version)
10.1186/s13073-021-00924-9Publication Info
Steinbrink, Julie M; Myers, Rachel A; Hua, Kaiyuan; Johnson, Melissa D; Seidelman,
Jessica L; Tsalik, Ephraim L; ... McClain, Micah T (2021). The host transcriptional response to Candidemia is dominated by neutrophil activation
and heme biosynthesis and supports novel diagnostic approaches. Genome medicine, 13(1). pp. 108. 10.1186/s13073-021-00924-9. Retrieved from https://hdl.handle.net/10161/26027.This is constructed from limited available data and may be imprecise. To cite this
article, please review & use the official citation provided by the journal.
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Show full item recordScholars@Duke
Barbara Dudley Alexander
Professor of Medicine
Clinical research related to infectious complications of solid organ and bone marrow
transplantation, with a particular interest in the treatment and rapid diagnosis of
fungal disease. Training the next generation of Transplant Infectious Disease Physicians
is a special focus of mine as the Principal Investigator of our Interdisciplinary
T32 Training Program funded the NIH.
Geoffrey Steven Ginsburg
Adjunct Professor in the Department of Medicine
Dr. Geoffrey S. Ginsburg's research interests are in the development of novel paradigms
for developing and translating genomic information into medical practice and the integration
of personalized medicine into health care.
Ricardo Henao
Associate Professor in Biostatistics & Bioinformatics
Melissa DePaoli Johnson
Professor in Medicine
Prognostic indicators for patients with Candida spp. bloodstream infections Antifungal
pharmacokinetics/pharmacodynamics Immunogenetics among patients with candidiasis Management
of the HIV infected patient and antiretroviral pharmacotherapy Antibacterial drug
utilization, resistance, and appropriate prescribingAntimicrobial Stewardship
Micah Thomas McClain
Associate Professor of Medicine
Jessica Seidelman
Associate Professor of Medicine
Julie Steinbrink
Assistant Professor of Medicine
I am a transplant infectious diseases physician. My clinical care focuses on the management
of infections in immunocompromised patients, including solid organ and bone marrow
transplant recipients, as well as cancer patients. My research focuses on developing
noninvasive biomarker diagnostics and severity prognostic tools for infectious diseases
in immunocompromised patients.
Ephraim Tsalik
Adjunct Associate Professor in the Department of Medicine
My research at Duke has focused on understanding the dynamic between host and pathogen
so as to discover and develop host-response markers that can diagnose and predict
health and disease. This new and evolving approach to diagnosing illness has the
potential to significantly impact individual as well as public health considering
the rise of antibiotic resistance.
With any potential infectious disease diagnosis, it is difficult, if not impossible,
to determine at the time of pre
Christopher Wildrick Woods
Wolfgang Joklik Distinguished Professor of Global Health
1. Emerging Infections 2. Global Health 3. Epidemiology of infectious diseases
4. Clinical microbiology and diagnostics 5. Bioterrorism Preparedness 6. Surveillance
for communicable diseases 7. Antimicrobial resistance
Alphabetical list of authors with Scholars@Duke profiles.

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