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CryptoCEN: A Co-Expression Network for Cryptococcus neoformans reveals novel proteins involved in DNA damage repair.

Publication ,  Journal Article
O'Meara, MJ; Rapala, JR; Nichols, CB; Alexandre, AC; Billmyre, RB; Steenwyk, JL; Alspaugh, JA; O'Meara, TR
Published in: PLoS Genet
February 2024

Elucidating gene function is a major goal in biology, especially among non-model organisms. However, doing so is complicated by the fact that molecular conservation does not always mirror functional conservation, and that complex relationships among genes are responsible for encoding pathways and higher-order biological processes. Co-expression, a promising approach for predicting gene function, relies on the general principal that genes with similar expression patterns across multiple conditions will likely be involved in the same biological process. For Cryptococcus neoformans, a prevalent human fungal pathogen greatly diverged from model yeasts, approximately 60% of the predicted genes in the genome lack functional annotations. Here, we leveraged a large amount of publicly available transcriptomic data to generate a C. neoformans Co-Expression Network (CryptoCEN), successfully recapitulating known protein networks, predicting gene function, and enabling insights into the principles influencing co-expression. With 100% predictive accuracy, we used CryptoCEN to identify 13 new DNA damage response genes, underscoring the utility of guilt-by-association for determining gene function. Overall, co-expression is a powerful tool for uncovering gene function, and decreases the experimental tests needed to identify functions for currently under-annotated genes.

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Published In

PLoS Genet

DOI

EISSN

1553-7404

Publication Date

February 2024

Volume

20

Issue

2

Start / End Page

e1011158

Location

United States

Related Subject Headings

  • Phenotype
  • Humans
  • Fungal Proteins
  • Developmental Biology
  • DNA Repair
  • DNA Damage
  • Cryptococcus neoformans
  • Cryptococcosis
  • 3105 Genetics
  • 0604 Genetics
 

Citation

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O’Meara, M. J., Rapala, J. R., Nichols, C. B., Alexandre, A. C., Billmyre, R. B., Steenwyk, J. L., … O’Meara, T. R. (2024). CryptoCEN: A Co-Expression Network for Cryptococcus neoformans reveals novel proteins involved in DNA damage repair. PLoS Genet, 20(2), e1011158. https://doi.org/10.1371/journal.pgen.1011158
O’Meara, Matthew J., Jackson R. Rapala, Connie B. Nichols, A Christina Alexandre, R Blake Billmyre, Jacob L. Steenwyk, J Andrew Alspaugh, and Teresa R. O’Meara. “CryptoCEN: A Co-Expression Network for Cryptococcus neoformans reveals novel proteins involved in DNA damage repair.PLoS Genet 20, no. 2 (February 2024): e1011158. https://doi.org/10.1371/journal.pgen.1011158.
O’Meara MJ, Rapala JR, Nichols CB, Alexandre AC, Billmyre RB, Steenwyk JL, et al. CryptoCEN: A Co-Expression Network for Cryptococcus neoformans reveals novel proteins involved in DNA damage repair. PLoS Genet. 2024 Feb;20(2):e1011158.
O’Meara, Matthew J., et al. “CryptoCEN: A Co-Expression Network for Cryptococcus neoformans reveals novel proteins involved in DNA damage repair.PLoS Genet, vol. 20, no. 2, Feb. 2024, p. e1011158. Pubmed, doi:10.1371/journal.pgen.1011158.
O’Meara MJ, Rapala JR, Nichols CB, Alexandre AC, Billmyre RB, Steenwyk JL, Alspaugh JA, O’Meara TR. CryptoCEN: A Co-Expression Network for Cryptococcus neoformans reveals novel proteins involved in DNA damage repair. PLoS Genet. 2024 Feb;20(2):e1011158.

Published In

PLoS Genet

DOI

EISSN

1553-7404

Publication Date

February 2024

Volume

20

Issue

2

Start / End Page

e1011158

Location

United States

Related Subject Headings

  • Phenotype
  • Humans
  • Fungal Proteins
  • Developmental Biology
  • DNA Repair
  • DNA Damage
  • Cryptococcus neoformans
  • Cryptococcosis
  • 3105 Genetics
  • 0604 Genetics