A Predictive Model of Noncardia Gastric Adenocarcinoma Risk Using Antibody Response to Helicobacter pylori Proteins and Pepsinogen
- PMID: 35131882
- PMCID: PMC8983566
- DOI: 10.1158/1055-9965.EPI-21-0869
A Predictive Model of Noncardia Gastric Adenocarcinoma Risk Using Antibody Response to Helicobacter pylori Proteins and Pepsinogen
Abstract
Background: Blood-based biomarkers for gastric cancer risk stratification could facilitate targeting screening to people who will benefit from it most. The ABC Method, which stratifies individuals by their Helicobacter pylori infection and serum-diagnosed chronic atrophic gastritis status, is currently used in Japan for this purpose. Most gastric cancers are caused by chronic H. pylori infection, but few studies have explored the capability of antibody response to H. pylori proteins to predict gastric cancer risk in addition to established predictors.
Methods: We used the least absolute shrinkage and selection operator (Lasso) to build a predictive model of noncardia gastric adenocarcinoma risk from serum data on pepsinogen and antibody response to 13 H. pylori antigens as well as demographic and lifestyle factors from a large international study in East Asia.
Results: Our best model had a significantly (P < 0.001) higher AUC of 73.79% [95% confidence interval (CI), 70.86%-76.73%] than the ABC Method (68.75%; 95% CI, 65.91%-71.58%). At 75% specificity, the new model had greater sensitivity than the ABC Method (58.67% vs. 52.68%) as well as NPV (68.24% vs. 66.29%).
Conclusions: Along with serologically defined chronic atrophic gastritis, antibody response to the H. pylori proteins HP 0305, HP 1564, and UreA can improve the prediction of gastric cancer risk.
Impact: The new risk stratification model could help target more invasive gastric screening resources to individuals at high risk.
©2022 American Association for Cancer Research.
Conflict of interest statement
Conflicts of Interest
The authors declare no conflicts of interest for this research project.
Figures


Similar articles
-
Cancer development based on chronic active gastritis and resulting gastric atrophy as assessed by serum levels of pepsinogen and Helicobacter pylori antibody titer.Int J Cancer. 2014 Mar 15;134(6):1445-57. doi: 10.1002/ijc.28470. Epub 2013 Oct 3. Int J Cancer. 2014. PMID: 24009139
-
Endoscopic evaluation by the Kyoto classification of gastritis combined with serum anti-Helicobacter pylori antibody testing reliably risk-stratifies subjects in a population-based gastric cancer screening program.J Gastroenterol. 2023 Sep;58(9):848-855. doi: 10.1007/s00535-023-02010-w. Epub 2023 Jun 21. J Gastroenterol. 2023. PMID: 37340218 Free PMC article.
-
Helicobacter pylori (HP) infection alone, but not HP-induced atrophic gastritis, increases the risk of gastric lymphoma: a case-control study in Japan.Ann Hematol. 2019 Aug;98(8):1981-1987. doi: 10.1007/s00277-019-03721-y. Epub 2019 Jun 8. Ann Hematol. 2019. PMID: 31177299
-
Gastric Cancer Screening by Combined Assay for Serum Anti-Helicobacter pylori IgG Antibody and Serum Pepsinogen Levels--The ABC Method.Digestion. 2016;93(1):13-8. doi: 10.1159/000441742. Epub 2016 Jan 14. Digestion. 2016. PMID: 26789514 Review.
-
Gastric Cancer Screening by Combined Determination of Serum Helicobacter pylori Antibody and Pepsinogen Concentrations: ABC Method for Gastric Cancer Screening.Chin Med J (Engl). 2018 May 20;131(10):1232-1239. doi: 10.4103/0366-6999.231512. Chin Med J (Engl). 2018. PMID: 29722342 Free PMC article. Review.
Cited by
-
Artificial intelligence utilization in cancer screening program across ASEAN: a scoping review.BMC Cancer. 2025 Apr 15;25(1):703. doi: 10.1186/s12885-025-14026-x. BMC Cancer. 2025. PMID: 40234807 Free PMC article.
-
Discrimination between Precancerous Gastric Lesions and Gastritis Using a Gastric Cancer Risk Stratification Model.Asian Pac J Cancer Prev. 2023 Mar 1;24(3):935-943. doi: 10.31557/APJCP.2023.24.3.935. Asian Pac J Cancer Prev. 2023. PMID: 36974548 Free PMC article.
-
The artificial intelligence revolution in gastric cancer management: clinical applications.Cancer Cell Int. 2025 Mar 21;25(1):111. doi: 10.1186/s12935-025-03756-4. Cancer Cell Int. 2025. PMID: 40119433 Free PMC article. Review.
-
Weighted metrics are required when evaluating the performance of prediction models in nested case-control studies.BMC Med Res Methodol. 2024 May 17;24(1):115. doi: 10.1186/s12874-024-02213-6. BMC Med Res Methodol. 2024. PMID: 38760688 Free PMC article.
-
Cancer Progress and Priorities: Gastric Cancer.Cancer Epidemiol Biomarkers Prev. 2023 Apr 3;32(4):473-486. doi: 10.1158/1055-9965.EPI-22-0994. Cancer Epidemiol Biomarkers Prev. 2023. PMID: 37009691 Free PMC article.
References
-
- Bosman FT, Carneiro F, Hruban RH, Theise ND. WHO Classification of Tumours of the Digestive System. Lyon, France: IARC; 2010. World Heal Organ Classif Tumours. 3.
-
- Allemani C, Weir HK, Carreira H, et al. Global surveillance of cancer survival 1995–2009: analysis of individual data for 25,676,887 patients from 279 population-based registries in 67 countries (CONCORD-2). Lancet (London, England). 2015;385(9972):977–1010. doi:10.1016/S0140-6736(14)62038-9 - DOI - PMC - PubMed
Publication types
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical
Research Materials
Miscellaneous