# Predicting infectious etiology and severity in hospitalized pediatric pneumonia using blood cytokine biomarkers

**Authors:** Alexis M. Duray, Benjamin Lee, Robert N. Abood, Samar Musa, Sophia Kainaroi, Marian G. Michaels, Jason E. Shoemaker, John F. Alcorn

PMC · DOI: 10.3389/fped.2025.1693879 · Frontiers in Pediatrics · 2025-12-19

## TL;DR

This study shows that blood cytokine levels in hospitalized children with pneumonia can help predict the cause and severity of the infection.

## Contribution

The study identifies specific cytokine profiles that distinguish viral from non-viral pneumonia and predict disease severity.

## Key findings

- Cytokines like CHI3L1, IL-6, and MIP-1α are elevated in severe pneumonia cases across different etiologies.
- Cytokine profiles differ between RSV and other causes, with type-2 immune responses linked to RSV severity.
- IL-6, MMP-2, and LIGHT can help differentiate viral from community-acquired pneumonia.

## Abstract

Lower respiratory infections are a significant cause of morbidity and mortality in children. The aim of this study was to determine whether cytokine levels measured in plasma at the time of admission to the hospital can predict disease etiology or severity.

Blood was collected from pediatric inpatients, and cytokine levels were determined by cytokine multiplex analyses. Plasma cytokine concentrations were then analyzed using logistic regression and machine learning approaches to determine if we could accurately predict if a child would require longer-term hospitalization (≥5 days), intensive care, or exhibit hypoxemia (SpO2 < 90%).

A total of 159 patients were enrolled, and 59 cytokines were assessed in relation to the type of infection and severity. The most prevalent viral infections were human rhinovirus/enterovirus (hRV/EV; 24.4%), respiratory syncytial virus (RSV; 21.8%), and influenza virus (16.7%). Several cytokines (CHI3L1, IL-1Rα, IL-6, G-CSF, MCP-1, and MIP-1α) were elevated in severe pneumonia cases, regardless of disease etiology. Predictors of duration in RSV cases were distinct from other causes, with a predominance of type-2 immune response. Cytokines such as chitinase-3-like-1 (CHI3L1), pentraxin-3, osteopontin, and IL-20 correlated with severity across multiple groups. Plasma levels of IL-6, MMP-2 and LIGHT could be employed to separate viral vs. community acquired pneumonia (CAP). In influenza cases, longer-term hospitalization and ICU admission could be predicted based on two cytokines, CHI3L1 and sTNFR1. RSV severity was closely correlated with levels of MIP-1α, IL-26, G-CSF, and IFNβ.

This study highlights the heterogeneity of immune responses to severe pneumonia and provides new groupings of cytokines which may distinguish between viral and non-viral pneumonia.

## Linked entities

- **Proteins:** CHI3L1 (chitinase 3 like 1), IL1R1 (interleukin 1 receptor type 1), IL6 (interleukin 6), CSF3 (colony stimulating factor 3), CCL2 (C-C motif chemokine ligand 2), CCL3 (C-C motif chemokine ligand 3), IL20 (interleukin 20), MMP2 (matrix metallopeptidase 2), TNFSF14 (TNF superfamily member 14), IL26 (interleukin 26), IFNB1 (interferon beta 1)
- **Diseases:** pneumonia (MONDO:0005249), influenza (MONDO:0005812)

## Full-text entities

- **Genes:** CHI3L1 (chitinase 3 like 1) [NCBI Gene 1116] {aka ASRT7, CGP-39, GP-39, GP39, HC-gp39, HCGP-3P}, SPP1 (secreted phosphoprotein 1) [NCBI Gene 6696] {aka BNSP, BSPI, ETA-1, OPN}, CSF3 (colony stimulating factor 3) [NCBI Gene 1440] {aka C17orf33, CSF3OS, GCSF}, CCL3 (C-C motif chemokine ligand 3) [NCBI Gene 6348] {aka G0S19-1, LD78, LD78ALPHA, MIP-1-alpha, MIP1A, SCI}, IL26 (interleukin 26) [NCBI Gene 55801] {aka AK155, IL-26}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, PTX3 (pentraxin 3) [NCBI Gene 5806] {aka TNFAIP5, TSG-14}, MMP2 (matrix metallopeptidase 2) [NCBI Gene 4313] {aka CLG4, CLG4A, MMP-2, MMP-II, MONA, TBE-1}, CCL2 (C-C motif chemokine ligand 2) [NCBI Gene 6347] {aka GDCF-2, HC11, HSMCR30, MCAF, MCP-1, MCP1}, IL20 (interleukin 20) [NCBI Gene 50604] {aka IL-20, IL10D, ZCYTO10}, IFNB1 (interferon beta 1) [NCBI Gene 3456] {aka IFB, IFF, IFN-beta, IFNB}, IL1R1 (interleukin 1 receptor type 1) [NCBI Gene 3554] {aka CD121A, CRMO3, D2S1473, IL-1R-alpha, IL-1RT1, IL1R}
- **Diseases:** hypoxemia (MESH:D000860), respiratory infections (MESH:D012141), CAP (MESH:D003147), infection (MESH:D007239), pneumonia (MESH:D011014), viral infections (MESH:D014777), influenza (MESH:D007251)
- **Species:** Homo sapiens (human, species) [taxon 9606], Human rhinovirus sp. (species) [taxon 169066], Respiratory syncytial virus (no rank) [taxon 12814]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12757334/full.md

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12757334/full.md

## References

26 references — full list in the complete paper: https://tomesphere.com/paper/PMC12757334/full.md

---
Source: https://tomesphere.com/paper/PMC12757334