A community-driven genomic investigation of Helicobacter pylori isolates from Indigenous communities in the Arctic of Canada.
Notice bibliographique
Résumé
Helicobacter pylori is a Gram-negative, flagellate, microaerophilic member of the Epsilonproteobacteria, with a spiral or curved bacilli morphology (Marshall and Warren 1984). The bacterium resides in the human stomach, and infections can span decades, often going undetected due to minor pathogenesis (Kusters et al. 2006). Infections frequency is higher in the Global South, and is associated with low socioeconomic status, education, remoteness, and inaccessibility to healthcare (Hooi et al. 2017; Bruce and Maaroos 2008). This infection is a public health concern because H. pylori infection increases the risk of adenocarcinoma of the gastric mucosa and gastric B-cell mucosal-associated lymphoid tissue (MALT) lymphoma, as well as peptic ulcer disease (Haley and Gaddy 2015). Indigenous communities in Canada experience increased rates of H. pylori infection, which is associated with poverty, crowded living conditions, and inaccessible health care. Infection is a concern for Indigenous communities given the bacterium's implication in the development of associated cancers, which is a severe health burden that too disproportionately affects Indigenous peoples. This project builds upon ongoing community-driven research by the Canadian North H. pylori (CANHelp) Working Group investigating the impact of H. pylori infection. In this research project we present the sequence H. pylori genomes of 57 CANHelp isolates sampled from the Western Canadian Arctic communities of Aklavik, Inuvik, Old Crow, Ross River, Teslin, and Fort McPherson and a comparator cohort of 73 southern Manitoban isolates. I developed and implemented a contamination detection pipeline to ensure only H. pylori sequence reads were used in genome assembly. The genomes were analyzed for their presence of: known markers associated with antimicrobial resistance to clarithromycin, metronidazole, levofloxacin, and amoxicillin; virulence factors like cagA, the cagPI, vacA, outer membrane proteins such as babA, and the Type I toxin-antitoxin system aapA1/isoA1; and the presence of mobile genomic elements such as plasmids, prophages, and genomic islands. The phylogenetic structure of these isolates was determined and explored, including determining genome sequence type, admixture, and patterns based on host household structures. Manitoban genomes were predominantly European in sequence type and were more likely to carry genetic features associated with virulence and antimicrobial resistance. Several distinct clades of CANHelp genomes were identified. Most notable were clades containing isolates belonging to a North American Indigenous sequence type. These genomes were less likely to carry genetic features associated with virulence and antimicrobial resistance. They were also smaller in genome length and in the number of coding sequences and were predominantly from Aklavik. This absence of genetic features was especially apparent when these genomes were compared to other CANHelp genomes belonging to European and African sequence types, which were more likely to carry these virulence- and resistance-associated features. These results suggest that there may be distinct H. pylori strains circulating in CANHelp communities with variable impact on hosts, including resistance to treatment. This project represents the first step in fully characterizing nearly 300 H. pylori isolates collected by the CANHelp Working Group.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,000 | 0,001 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,000 |
| Méta-épidémiologie (sens large) | 0,001 | 0,001 |
| Bibliométrie | 0,003 | 0,006 |
| Études des sciences et des technologies | 0,006 | 0,001 |
| Communication savante | 0,002 | 0,000 |
| Science ouverte | 0,001 | 0,002 |
| Intégrité de la recherche | 0,001 | 0,001 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,002 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».