Back

Genome-wide association study of gastric cancer- and duodenal ulcer-derived Helicobacter pylori strains reveals discriminatory amino acid differences and novel oncoprotein candidates

Yahara, K.; Tuan, V. P.; Dung, H. D. Q.; Binh, T. T.; Tung, P. H.; Tri, T. D.; Thuan, N. P. M.; Khien, V. V.; Trang, T. T. H.; Phuc, B. H.; Tshibangu-Kabamba, E.; Matsumoto, T.; Akada, J.; Suzuki, R.; Okimoto, T.; Kodama, M.; Murakami, K.; Yano, H.; Fukuyo, M.; Takahashi, N.; Kato, M.; Nishiumi, S.; Azuma, T.; Ogura, Y.; Hayashi, T.; Toyoda, A.; Kobayashi, I.; Yamaoka, Y.

2021-03-16 physiology
10.1101/2021.03.15.435401 bioRxiv
Show abstract

Genome-wide association studies (GWASs) can reveal genetic variations associated with a phenotype in the absence of any hypothesis of candidate genes. The problem of false-positive sites linked with the responsible site might be bypassed in bacteria with a high homologous recombination rate, such as Helicobacter pylori, which causes gastric cancer (GC). We conducted a GWAS followed by regression-based prediction of GC and duodenal ulcer H. pylori strains. We identified 14 single nucleotide polymorphisms (11 amino acid changes) that, combined, allowed effective disease discrimination. They were often informative of the underlying molecular mechanisms, such as electric charge alteration at the ligand-binding pocket, alteration in subunit interaction, and mode-switching of DNA methylation. We also identified three novel virulence factors/oncoprotein candidates. These results provide both defined targets for further informatic and experimental analyses to gain insights into GC pathogenesis and a basis for identifying a set of biomarkers for application in clinical settings.

Matching journals

The top 8 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.