Back

Defining the role of host biomarkers in the diagnosis and prognosis of childhood pneumonia: a prospective cohort study

Chandna, A.; Lubell, Y.; Mwandigha, L.; Tanunchai, P.; Vinitsor, A.; Richard-Greenblatt, M.; Koshiaris, C.; Limmathurotsakul, D.; Nosten, F.; Abdad, M. Y.; Perera-Salazar, R.; Turner, C.; Turner, P.

2022-12-08 pediatrics
10.1101/2022.12.07.22283191 medRxiv
Show abstract

BackgroundReliable tools to inform outpatient management of childhood pneumonia in resource-limited settings are needed. We investigated the value added by biomarkers of host infection response to the performance of the Liverpool quick Sequential Organ Failure Assessment score (LqSOFA), for triage of children presenting with pneumonia to a primary care clinic in a refugee camp on the Thailand-Myanmar border. Methods900 presentations of children aged [&le;] 24 months meeting WHO pneumonia criteria were included. The primary outcome was receipt of supplemental oxygen. We compared discrimination of a clinical risk score (LqSOFA) to markers of endothelial injury (Ang-1, Ang-2, sFlt-1), immune activation (CHI3L1, IP-10, IL-1ra, IL-6, IL-8, IL-10, sTNFR-1, sTREM-1), and inflammation (CRP, PCT), and quantified the net-benefit of including biomarkers alongside LqSOFA. We evaluated the differential contribution of LqSOFA and host biomarkers to the diagnosis and prognosis of severe pneumonia. Results49/900 (5.4%) presentations met the primary outcome. Discrimination of LqSOFA and Ang-2, the best performing biomarker, were comparable (AUC 0.82 [95% CI 0.76-0.88] and 0.81 [95% CI 0.74-0.87] respectively). Combining Ang-2 with LqSOFA improved discrimination (AUC 0.91; 95% CI 0.87-0.94; p < 0.001), and resulted in greater net-benefit, with 10-30% fewer children requiring oxygen supplementation incorrectly identified as safe for community-based management. Ang-2 had greater prognostic utility than LqSOFA to identify children requiring supplemental oxygen later in their illness course. ConclusionsCombining Ang-2 and LqSOFA could guide referrals of childhood pneumonia from resource-limited community settings. Further work on integration into patient triage is required.

Matching journals

The top 8 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.