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Record W4394947897

Développement d'un test basé sur les aptamères pour le séro-diagnostic des trichinelloses

2023· dissertation· en· W4394947897 on OpenAlexaboutno aff
Noah Emerson Brosseau

Bibliographic record

VenueHAL (Le Centre pour la Communication Scientifique Directe) · 2023
Typedissertation
Languageen
FieldBiochemistry, Genetics and Molecular Biology
Topicbioluminescence and chemiluminescence research
Canadian institutionsnot available
Fundersnot available
KeywordsAptamerTrichinellaTest (biology)Computer scienceBiologyComputational biologyMolecular biologyEcologyLarva
DOInot available

Abstract

fetched live from OpenAlex

Objectives The aim is to develop an innovative and highly specific approach to detect Trichinella infected animals (or humans) based on aptamers directed against Trichinella whole larvae and/or against larval molecules (proteins, carbohydrates, ...). It will allow an early detection of infected animals or patients using blood samples. This in turn will result in: - implementation of serological monitoring programmes to reduce the costs of the current Trichinella testing schemes, and at the same time guarantee removal of infected animals from the food chain ; - early onset therapy in humans avoiding the parasite installation in muscles. Methods An initial random DNA library already available at the French NRL will be used. In order to select specific targets, two selection strategies based on the method of "Systematic Evolution of Ligands by Enrichment" (SELEX) will be adapted to Trichinella. The first is a method of Whole Larvae-SELEX, very innovative since the technique has never been performed on whole larvae; the second is a Protein-SELEX method, already used for the selection of aptamers against protozoa. Two subsequent positive selection steps based on the first strategy (whole larvae-SELEX) will be performed in order to greatly reduce the number of aptamers in the DNA library. Then ten more steps of positive selections will be implemented by decreasing the aptamer quantity and the contact time between the previous aptamers with the larvae to increase specificity. Some aptamers may be able to bind to Trichinella but could also cross-react with other parasites. At each of the 10 positive selection steps, negative selections will be made on other nematodes larvae. Only the aptamers that do not link to these other nematodes will be preserved. Obtaining other species will be easy since the French partner is 1) located on the campus of the National Veterinary School of Alfort and benefits from numerous samples provided by veterinary colleagues (Ascaris suum, Toxocara canis, T. cati, ...); and 2) co-leader of the French Nematode Network (REFNEM). The aptamers selected on whole larvae will be used for the development of serological tests. Nevertheless, there is still a risk of cross-reactions during co-infection with other parasites. These cross-reactions will be tested on patient and pig sera known to be infected with other parasite species but not with Trichinella. If it turns out that false positives are obtained, a Protein-SELEX strategy will be performed. Recombinant proteins specific for Trichinella and expressed early in the infection, such as NBL1, L20HTs1, L20HTs3, but also later proteins such as the p49, 3,6-dideoxy-D-arabino-hexose or beta-tyvelose, a specific carbohydrate of Trichinella, will be targeted by aptamer selections either from the first selected aptamers on whole larvae or from a new library. At least 8 steps of positive selections will be made by decreasing the amount of recombinant proteins and the aptamer-protein contact time to gain specificity. For each strategy, the different aptamers present in the last selection (different nucleotide sequences) may be quite numerous. They will then be identified by cloning/sequencing and / or by NGS. Then, small DNAs corresponding to these sequences will be synthesized in order to carry out the first Aptamer-Based ELISA tests on patient and pig sera that have been collected during infections versus healthy sera. Also, both the French and German NRLs have defined Trichinella positive and negative pig sera available. Different combinations of aptamers will also be tested to gain sensitivity. The selected aptamers and a protocol will be sent to the German (veterinary samples) and Canadian partners (human samples) that will test their available sera in a blinded approach. Test parameters such as sensitivity, specificity, reproducibility and robustness will be determined.

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)0.003
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation 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: Methods · Consensus signal: Methods
Teacher disagreement score0.004
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0030.001
Insufficient payload (model declined to judge)0.0040.003

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 head0.020
GPT teacher head0.258
Teacher spread0.239 · 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 designBench or experimental
Domainnot available
GenreMethods

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

Citations0
Published2023
Admission routes1
Has abstractyes

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