Blood RNA alternative splicing events as diagnostic biomarkers for infectious disease.


Journal

Cell reports methods
ISSN: 2667-2375
Titre abrégé: Cell Rep Methods
Pays: United States
ID NLM: 9918227360606676

Informations de publication

Date de publication:
27 02 2023
Historique:
received: 27 07 2022
revised: 31 10 2022
accepted: 09 01 2023
entrez: 20 3 2023
pubmed: 21 3 2023
medline: 21 3 2023
Statut: epublish

Résumé

Assays detecting blood transcriptome changes are studied for infectious disease diagnosis. Blood-based RNA alternative splicing (AS) events, which have not been well characterized in pathogen infection, have potential normalization and assay platform stability advantages over gene expression for diagnosis. Here, we present a computational framework for developing AS diagnostic biomarkers. Leveraging a large prospective cohort of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection and whole-blood RNA sequencing (RNA-seq) data, we identify a major functional AS program switch upon viral infection. Using an independent cohort, we demonstrate the improved accuracy of AS biomarkers for SARS-CoV-2 diagnosis compared with six reported transcriptome signatures. We then optimize a subset of AS-based biomarkers to develop microfluidic PCR diagnostic assays. This assay achieves nearly perfect test accuracy (61/62 = 98.4%) using a naive principal component classifier, significantly more accurate than a gene expression PCR assay in the same cohort. Therefore, our RNA splicing computational framework enables a promising avenue for host-response diagnosis of infection.

Identifiants

pubmed: 36936082
doi: 10.1016/j.crmeth.2023.100395
pii: S2667-2375(23)00002-4
pmc: PMC10014279
doi:

Substances chimiques

RNA 63231-63-0
Biomarkers 0

Types de publication

Journal Article Research Support, U.S. Gov't, Non-P.H.S. Research Support, N.I.H., Extramural

Langues

eng

Pagination

100395

Subventions

Organisme : NIGMS NIH HHS
ID : R01 GM071966
Pays : United States

Déclaration de conflit d'intérêts

A provisional patent application on this work has been submitted, and the Icahn School of Medicine at Mount Sinai and Princeton University are in discussions about licensing the technology. Z.Z., O.G.T., and S.C.S. are co-inventors of this technology and may benefit from any licensing.

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Auteurs

Zijun Zhang (Z)

Center for Computational Biology, Flatiron Institute, New York, NY 10010, USA.
Division of Artificial Intelligence in Medicine, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA.

Natalie Sauerwald (N)

Center for Computational Biology, Flatiron Institute, New York, NY 10010, USA.

Antonio Cappuccio (A)

Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Irene Ramos (I)

Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Venugopalan D Nair (VD)

Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

German Nudelman (G)

Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Elena Zaslavsky (E)

Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Yongchao Ge (Y)

Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Angelo Gaitas (A)

Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Hui Ren (H)

Fluidigm Corporation, South San Francisco, CA 94080, USA.

Joel Brockman (J)

Fluidigm Corporation, South San Francisco, CA 94080, USA.

Jennifer Geis (J)

Fluidigm Corporation, South San Francisco, CA 94080, USA.

Naveen Ramalingam (N)

Fluidigm Corporation, South San Francisco, CA 94080, USA.

David King (D)

Fluidigm Corporation, South San Francisco, CA 94080, USA.

Micah T McClain (MT)

Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC 27710, USA.

Christopher W Woods (CW)

Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC 27710, USA.

Ricardo Henao (R)

Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC 27710, USA.

Thomas W Burke (TW)

Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC 27710, USA.

Ephraim L Tsalik (EL)

Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC 27710, USA.

Carl W Goforth (CW)

Naval Medical Research Center, Silver Spring, MD, USA.

Rhonda A Lizewski (RA)

Naval Medical Research Unit SIX, Lima, Peru.

Stephen E Lizewski (SE)

Naval Medical Research Unit SIX, Lima, Peru.

Dawn L Weir (DL)

Naval Medical Research Center, Silver Spring, MD, USA.

Andrew G Letizia (AG)

Naval Medical Research Center, Silver Spring, MD, USA.

Stuart C Sealfon (SC)

Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Olga G Troyanskaya (OG)

Center for Computational Biology, Flatiron Institute, New York, NY 10010, USA.
Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08544, USA.
Department of Computer Science, Princeton University, Princeton, NJ 08544, USA.

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Classifications MeSH