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Record W2380863703

Analyzing and predicting of the effect of Lactobacillus peptidoglycan on gene expression in immune cells of BALB/c mice immune cells using GO database

2008· article· en· W2380863703 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMachine Learning in Bioinformatics
Canadian institutionsCAE (Canada)
Fundersnot available
KeywordsImmune systemPeptidoglycanBiologyGene expressionGeneImmunological synapseAntigen presentationLymphocyteInnate immune systemBALB/cImmunologyCell biologyMolecular biologyT cellMicrobiologyBiochemistryT-cell receptor
DOInot available

Abstract

fetched live from OpenAlex

Objective:To explore the effect of Lactobacillus peptidoglycan (PGN) on gene expressing profile of murine immune cells.Methods:BALB/c mice were administrated (i.p.) with Lactobacillus peptidoglycan once or three times.Total RNA was extracted from pooled peritoneal macrophages and splenic lymphocytes.Affymetrix MOE430A genechip was used to analyze gene expression.Expression data was further analyzed using tools based on GO database (GoSufer,DAVID cluster analysis tool and GenMAPP).Significantly changed genes for their expressing amount was termed as PGN responsive genes.Results:1 dose of WPG administration triggered a rapid and widespread response in the expressing prifile.When treated thrice,a slow but more specific response was induced which was focused on immune response.PGN responsive genes were analyzed using GenMAPP,the results showd that PGN-representative biological process GO terms were related to macrophage phagocytic activity,lymphocyte activation functionation and positive regulation of inflammatory response.The GO terms related to molecule function were related to metabolism and signal transduction.The GO terms of cellular components were related to immunological synapse and T cell receptor complex.Conclusion:WPG mainly induceds the activations of innate immune response and enhanced antigen presentation.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.040
Threshold uncertainty score0.451

Codex and Gemma teacher scores by category

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)0.0000.000

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 head0.231
Teacher spread0.225 · 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

Quick stats

Citations0
Published2008
Admission routes1
Has abstractyes

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Same topicMachine Learning in BioinformaticsFrench-language works237,207