A diagnostic host-specific transcriptome response for Mycoplasma pneumoniae pneumonia to guide pediatric patient treatment
Publication date
2025-01-15
Authors
Viz-Lasheras, Sandra
Gómez-Carballa, Alberto
Bello, Xabier
Rivero-Calle, Irene
Dacosta, Ana Isabel
Kaforou, Myrsini
Habgood-Coote, Dominic
Cunnington, Aubrey J.
Emonts, Marieke
Herberg, Jethro A.
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Advisors
Supervisors
Document Type
Article
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cc_by_nc_nd
Abstract
Mycoplasma pneumoniae causes atypical pneumonia in children and young adults. Its lack of a cell wall makes it resistant to beta-lactams, which are the first-line treatment for typical pneumonia. Current diagnostic tests are time-consuming and have low specificity, leading clinicians to administer empirical antibiotics. Using a LASSO regression simulation approach and blood microarray data from 107 children with pneumonia (including 30 M. pneumoniae) we identify eight different transcriptomic signatures, ranging from 3-10 transcripts, that differentiate mycoplasma pneumonia from other bacterial/viral pneumonias with high accuracy (AUC: 0.84-0.95). Additionally, we demonstrate that existing signatures for broadly distinguishing viral/bacterial infections and viral/bacterial pneumonias are ineffective in distinguishing M. pneumoniae from viral pneumonia. The new signatures are successfully validated in an independent RNAseq cohort of children with pneumonia, demonstrating their robustness. The high sensibility of these signatures presents a valuable opportunity to guide the treatment and management of M. pneumoniae pneumonia patients.
Keywords
General Chemistry, General Biochemistry,Genetics and Molecular Biology, General Physics and Astronomy
Citation
Viz-Lasheras, S, Gómez-Carballa, A, Bello, X, Rivero-Calle, I, Dacosta, A I, Kaforou, M, Habgood-Coote, D, Cunnington, A J, Emonts, M, Herberg, J A, Wright, V J, Carrol, E D, Paulus, S C, Zenz, W, Kohlfürst, D S, Schweintzger, N, Van der Flier, M, de Groot, R, Schlapbach, L J, Agyeman, P, Pollard, A J, Fink, C, Kuijpers, T T, Anderson, S, Von Both, U, Pokorn, M, Zavadska, D, Tsolia, M, Moll, H A, Vermont, C, Levin, M, Martinón-Torres, F, Salas, A & EUCLIDS, PERFORM, and DIAMONDS consortia 2025, 'A diagnostic host-specific transcriptome response for Mycoplasma pneumoniae pneumonia to guide pediatric patient treatment', Nature Communications, vol. 16, no. 1, 673. https://doi.org/10.1038/s41467-025-55932-9