MétaCan
Menu
Back to cohort
Record W4214812757 · doi:10.1093/infdis/jiac086

Transcriptome Analysis of <i>Plasmodium falciparum</i> Isolates From Benin Reveals Specific Gene Expression Associated With Cerebral Malaria

2022· article· en· W4214812757 on OpenAlexaff
Émilie Guillochon, Jérémy Fraering, Valentin Joste, Claire Kamaliddin, Bertin Vianou, Ludivine Houzé, Laura G. Baudrin, Jean‐François Faucher, Agnès Aubouy, Sandrine Houzé, Michel Cot, Nicolas Argy, Olivier Taboureau, Gwladys Bertin, Jules Alao, Dissou Affolabi, Bibiane Biokou, Jean-Eudes Degbelo, Philippe Deloron, Latifou Dramane, Sayeh Jafari‐Guemouri, Anaïs Labrunie, Yélé Ladipo, Thomas Lathiere, Achille Massougbodji, Audrey Mowendabeka, Jade Papin, Bernard Pipy, Pierre‐Marie Preux, Marie Raymondeau, Jade Royo, Darius Sossou, Brigitte Techer

Bibliographic record

VenueThe Journal of Infectious Diseases · 2022
Typearticle
Languageen
FieldMedicine
TopicMalaria Research and Control
Canadian institutionsUniversity of Calgary
FundersAgence Nationale de la Recherche
KeywordsCerebral MalariaBiologyPlasmodium falciparumMalariaTranscriptomeGeneGene expressionParasite hostingPlasmodium (life cycle)Gene expression profilingApicomplexaImmunologyVirologyGenetics

Abstract

fetched live from OpenAlex

Cerebral malaria (CM) is the severest form of Plasmodium falciparum infection. Children under 5 years old are those most vulnerable to CM, and they consequently have the highest risk of malaria-related death. Parasite-associated factors leading to CM are not yet fully elucidated. We therefore sought to characterize the gene expression profile associated with CM, using RNA sequencing data from 15 CM and 15 uncomplicated malaria isolates from Benin. Cerebral malaria parasites displayed reduced circulation times, possibly related to higher cytoadherence capacity. Consistent with the latter, we detected increased var genes abundance in CM isolates. Differential expression analyses showed that distinct transcriptome profiles are signatures of malaria severity. Genes involved in adhesion, excluding variant surface antigens, were dysregulated, supporting the idea of increased cytoadhesion capacity of CM parasites. Finally, we found dysregulated expression of genes in the entry into host pathway that may reflect greater erythrocyte invasion capacity of CM parasites.

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)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.011
GPT teacher head0.240
Teacher spread0.229 · 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

Citations24
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueThe Journal of Infectious DiseasesSame topicMalaria Research and ControlFrench-language works237,207