The host transcriptional response to Candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches.

dc.contributor.author

Steinbrink, Julie M

dc.contributor.author

Myers, Rachel A

dc.contributor.author

Hua, Kaiyuan

dc.contributor.author

Johnson, Melissa D

dc.contributor.author

Seidelman, Jessica L

dc.contributor.author

Tsalik, Ephraim L

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Henao, Ricardo

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Ginsburg, Geoffrey S

dc.contributor.author

Woods, Christopher W

dc.contributor.author

Alexander, Barbara D

dc.contributor.author

McClain, Micah T

dc.date.accessioned

2022-10-03T11:05:36Z

dc.date.available

2022-10-03T11:05:36Z

dc.date.issued

2021-07

dc.date.updated

2022-10-03T11:05:33Z

dc.description.abstract

Background

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.

Methods

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.

Results

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).

Conclusions

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.
dc.identifier

10.1186/s13073-021-00924-9

dc.identifier.issn

1756-994X

dc.identifier.issn

1756-994X

dc.identifier.uri

https://hdl.handle.net/10161/26027

dc.language

eng

dc.publisher

Springer Science and Business Media LLC

dc.relation.ispartof

Genome medicine

dc.relation.isversionof

10.1186/s13073-021-00924-9

dc.subject

Humans

dc.subject

Disease Susceptibility

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Heme

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Prognosis

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Severity of Illness Index

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Risk Factors

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Case-Control Studies

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Reproducibility of Results

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ROC Curve

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Gene Expression Profiling

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Computational Biology

dc.subject

Neutrophil Activation

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Databases, Genetic

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Adult

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Aged

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Aged, 80 and over

dc.subject

Middle Aged

dc.subject

Female

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Male

dc.subject

Host-Pathogen Interactions

dc.subject

Candidemia

dc.subject

Transcriptome

dc.subject

Biomarkers

dc.title

The host transcriptional response to Candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches.

dc.type

Journal article

duke.contributor.orcid

Steinbrink, Julie M|0000-0003-0771-3647

duke.contributor.orcid

Johnson, Melissa D|0000-0002-6606-9460

duke.contributor.orcid

Seidelman, Jessica L|0000-0001-7117-513X

duke.contributor.orcid

Tsalik, Ephraim L|0000-0002-6417-2042

duke.contributor.orcid

Henao, Ricardo|0000-0003-4980-845X

duke.contributor.orcid

Ginsburg, Geoffrey S|0000-0003-4739-9808

duke.contributor.orcid

Woods, Christopher W|0000-0001-7240-2453

duke.contributor.orcid

Alexander, Barbara D|0000-0001-5868-0529

pubs.begin-page

108

pubs.issue

1

pubs.organisational-group

Duke

pubs.organisational-group

Pratt School of Engineering

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School of Medicine

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School of Nursing

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Nursing

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Basic Science Departments

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Clinical Science Departments

pubs.organisational-group

Institutes and Centers

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Biostatistics & Bioinformatics

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Electrical and Computer Engineering

pubs.organisational-group

Medicine

pubs.organisational-group

Pathology

pubs.organisational-group

Medicine, Cardiology

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Medicine, Infectious Diseases

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Duke Cancer Institute

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Duke Clinical Research Institute

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Institutes and Provost's Academic Units

pubs.organisational-group

University Institutes and Centers

pubs.organisational-group

Duke Global Health Institute

pubs.organisational-group

Duke Center for Applied Genomics and Precision Medicine

pubs.publication-status

Published

pubs.volume

13

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