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Minimal correlation but complementary diagnostic utility for plasma cell-free RNA and proteins

Andrew Bliss et al · Nature Portfolio · 2026

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Abstract Background Proteins and RNA circulate in plasma and can offer insights into human physiology. Yet, despite their clinical importance, direct comparisons between these analytes remain unexplored. Methods: Here, we measure and compare plasma cell-free RNA (cfRNA) and protein levels for 263 children diagnosed with inflammatory diseases, specifically either Kawasaki disease (KD) or Multisystem Inflammatory Syndrome in Children (MIS-C), by RNA sequencing (n = 108 KD and n = 47 MIS-C, mean age=4.2 years) and SomaScan proteomics (n = 70 KD and n = 101 MIS-C, mean age=6.8 years). Results Here we show that cell-free RNA and protein levels are largely uncorrelated across samples (feature-by-sample correlation coefficient 0.052; median feature-level correlation coefficient 0.009). Nonetheless, machine learning models based on either modality distinguish KD from MIS-C with similar high accuracy (median area under the curve greater than 0.93). Analysis of KD subtypes reveals distinct cell-free RNA and protein signatures, with one group showing molecular similarity to MIS-C. Conclusions These findings underscore the complementary nature of cell-free RNA and protein profiling and highlight the utility of integrating multiple plasma analytes to improve disease classification and deepen our understanding of complex inflammatory conditions.

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APA 7

al, A. B. E. (2026). Minimal correlation but complementary diagnostic utility for plasma cell-free RNA and proteins. https://doi.org/10.1038/s43856-026-01489-7

MLA

al, Andrew Bliss et. "Minimal correlation but complementary diagnostic utility for plasma cell-free RNA and proteins." 2026. https://doi.org/10.1038/s43856-026-01489-7.

Chicago

al, Andrew Bliss et. 2026. "Minimal correlation but complementary diagnostic utility for plasma cell-free RNA and proteins.". https://doi.org/10.1038/s43856-026-01489-7.

Harvard

al, A. B. E. 2026, Minimal correlation but complementary diagnostic utility for plasma cell-free RNA and proteins, Nature Portfolio, available at: https://doi.org/10.1038/s43856-026-01489-7 [Accessed 7 Aug. 2026].

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Title
Minimal correlation but complementary diagnostic utility for plasma cell-free RNA and proteins
Author / contributors
Andrew Bliss et al
Publisher
Nature Portfolio
Publication year
2026
ISSN
2730-664X
ISSN
2730-664X
Language
English
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