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Record W4409775016 · doi:10.1038/s41598-025-98154-1

Host biomarkers and parasite biomass are associated with severe malaria in Mozambican children: a case–control study

2025· article· en· W4409775016 on OpenAlexaff
Rosauro Varo, António Sitoe, Lola Madrid, Pedro Aíde, Inocência Cuamba, Anélsio Cossa, Chenjerai Jairoce, Diana Barrios, Xavier Martiáñez–Vendrell, Núria Balanza, Pau Cisteró, Dan Ouchi, Llorenç Quintó, Valerie M. Crowley, Himanshu Gupta, Kevin C. Kain, Alfredo Mayor, Quique Bassat

Bibliographic record

VenueScientific Reports · 2025
Typearticle
Languageen
FieldMedicine
TopicMalaria Research and Control
Canadian institutionsUniversity of TorontoToronto General HospitalUniversity Health Network
Fundersnot available
KeywordsParasite hostingMalariaHost (biology)BiologyImmunologyVirologyMedicineEcologyComputer scienceWorld Wide Web

Abstract

fetched live from OpenAlex

Severe pediatric malaria remains a pressing global health issue. Laboratory parameters may provide early risk and severity stratification for better disease management, beyond current clinical severity scores. This study aimed to identify host biomarkers of immune and endothelial activation and parasite biomass in children with severe malaria (SM) compared to uncomplicated malaria (UM). We conducted a case-control study in a rural hospital in southern Mozambique from 2014 to 2016, recruiting patients under 10 years old with Plasmodium falciparum SM as cases, and patients with UM matched by age, sex, and parasitemia as controls. We compared plasma levels of biomarkers associated with total parasite mass (HRP-2), biomarkers of host response to infection (Angpt-1, Angpt-2, sTie-2, BDNF, CysC, sFlt-1, IL-6, IL-8, IP-10, sTNFR-1 and sTREM-1). All biomarker levels except Angpt-1, BDNF and CysC were significantly higher in children with SM. HRP-2 levels significantly differed between cases and controls, strongly correlating with Angpt-2, sTie-2, sFlt-1, TNRF, and sTREM-1, both in SM and UM. In conclusion, host biomarkers indicative of immune and endothelial activation were associated with malaria severity and HRP-2, even after controlling for matching variables, potentially offering targets for risk-stratification and adjuvant therapy.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.025
Threshold uncertainty score0.050

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.007
GPT teacher head0.262
Teacher spread0.254 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations4
Published2025
Admission routes1
Has abstractyes

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