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

Publication ,  Journal Article
Zhang, Z; Sauerwald, N; Cappuccio, A; Ramos, I; Nair, VD; Nudelman, G; Zaslavsky, E; Ge, Y; Gaitas, A; Ren, H; Brockman, J; Geis, J; King, D ...
Published in: Cell Rep Methods
February 27, 2023

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.

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Published In

Cell Rep Methods

DOI

EISSN

2667-2375

Publication Date

February 27, 2023

Volume

3

Issue

2

Start / End Page

100395

Location

United States

Related Subject Headings

  • SARS-CoV-2
  • RNA
  • Prospective Studies
  • Humans
  • Communicable Diseases
  • COVID-19 Testing
  • COVID-19
  • Biomarkers
  • Alternative Splicing
 

Citation

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Zhang, Z., Sauerwald, N., Cappuccio, A., Ramos, I., Nair, V. D., Nudelman, G., … Troyanskaya, O. G. (2023). Blood RNA alternative splicing events as diagnostic biomarkers for infectious disease. Cell Rep Methods, 3(2), 100395. https://doi.org/10.1016/j.crmeth.2023.100395
Zhang, Zijun, Natalie Sauerwald, Antonio Cappuccio, Irene Ramos, Venugopalan D. Nair, German Nudelman, Elena Zaslavsky, et al. “Blood RNA alternative splicing events as diagnostic biomarkers for infectious disease.Cell Rep Methods 3, no. 2 (February 27, 2023): 100395. https://doi.org/10.1016/j.crmeth.2023.100395.
Zhang Z, Sauerwald N, Cappuccio A, Ramos I, Nair VD, Nudelman G, et al. Blood RNA alternative splicing events as diagnostic biomarkers for infectious disease. Cell Rep Methods. 2023 Feb 27;3(2):100395.
Zhang, Zijun, et al. “Blood RNA alternative splicing events as diagnostic biomarkers for infectious disease.Cell Rep Methods, vol. 3, no. 2, Feb. 2023, p. 100395. Pubmed, doi:10.1016/j.crmeth.2023.100395.
Zhang Z, Sauerwald N, Cappuccio A, Ramos I, Nair VD, Nudelman G, Zaslavsky E, Ge Y, Gaitas A, Ren H, Brockman J, Geis J, Ramalingam N, King D, McClain MT, Woods CW, Henao R, Burke TW, Tsalik EL, Goforth CW, Lizewski RA, Lizewski SE, Weir DL, Letizia AG, Sealfon SC, Troyanskaya OG. Blood RNA alternative splicing events as diagnostic biomarkers for infectious disease. Cell Rep Methods. 2023 Feb 27;3(2):100395.

Published In

Cell Rep Methods

DOI

EISSN

2667-2375

Publication Date

February 27, 2023

Volume

3

Issue

2

Start / End Page

100395

Location

United States

Related Subject Headings

  • SARS-CoV-2
  • RNA
  • Prospective Studies
  • Humans
  • Communicable Diseases
  • COVID-19 Testing
  • COVID-19
  • Biomarkers
  • Alternative Splicing