Development and validation of a simple prediction risk score for predicting risk of gastric cancer in outpatient department

Early detection and screening of gastric cancer (GC) remain a critical clinical priority. This study aimed to develop and externally validate a simple, questionnaire-based prediction risk score (PRS) to identify individuals at elevated risk of GC prior to gastroscopy in outpatient settings. This multicenter study developed the PRS using regression coefficients derived from 4800 participants in the Guangzhou cohort (training cohort) and conducted internal validation in the remaining 2058 participants (testing cohort). External validation was subsequently performed in an independent cohort of 1811 participants from Shenzhen cohort and in 424,897 participants from the China Kadoorie Biobank (CKB cohort). Participants were then stratified into average-risk and high-risk groups according to comparable levels of predicted risk. The PRS included five predictors: age, sex, body mass index (BMI), family history of GC in first-degree relatives, and consumption of pickled food, with a total score ranging from 0 to 11. In the training cohort, the prevalence of GC was 1.4% in the average-risk group (0–4 points) and 8.3% in the high-risk group (5–11 points) (P < 0.001). Applying gastroscopy to high-risk participants allowed detection of 85.2% (178/209) of GC cases, including 36.5% (65/178) of early cases, while 55.1% of procedures could be avoided in the average-risk group. The PRS demonstrated good discrimination across the training, testing, Shenzhen cohort, and CKB cohorts (area under the receiver operating characteristic curve [AUC]: 0.780, 0.789, 0.732, and 0.723, respectively) and showed satisfactory calibration (P > 0.05). The PRS has good performance in predicting the risk of GC and reducing unnecessary gastroscopy screening, thus improves cost-effectiveness and saves medical resources.

Authors

Institutions

Publication Details

Journal
BMC Cancer
Published
2025-11-22
DOI
https://doi.org/10.1186/s12885-025-15294-3
Primary Topic
Gastric Cancer Management and Outcomes
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Development and validation of a simple prediction risk score for predicting risk of gastric cancer in outpatient department

Qinbo Cai, Dongjie Yang, Wentong Lan, Xinming Song et al.
BMC Cancer
Gastric Cancer Management and Outcomes
article

Development and validation of a simple prediction risk score for predicting risk of gastric cancer in outpatient department

Qinbo Cai, Dongjie Yang, Wentong Lan, Xinming Song, Yulong He, Shaoxiong Yi, Zhen Ding, Tengfei Hao, Honglei Chen, Xun Hou, Wenqing Dong
article en

Abstract

Early detection and screening of gastric cancer (GC) remain a critical clinical priority. This study aimed to develop and externally validate a simple, questionnaire-based prediction risk score (PRS) to identify individuals at elevated risk of GC prior to gastroscopy in outpatient settings. This multicenter study developed the PRS using regression coefficients derived from 4800 participants in the Guangzhou cohort (training cohort) and conducted internal validation in the remaining 2058 participants (testing cohort). External validation was subsequently performed in an independent cohort of 1811 participants from Shenzhen cohort and in 424,897 participants from the China Kadoorie Biobank (CKB cohort). Participants were then stratified into average-risk and high-risk groups according to comparable levels of predicted risk. The PRS included five predictors: age, sex, body mass index (BMI), family history of GC in first-degree relatives, and consumption of pickled food, with a total score ranging from 0 to 11. In the training cohort, the prevalence of GC was 1.4% in the average-risk group (0–4 points) and 8.3% in the high-risk group (5–11 points) (P < 0.001). Applying gastroscopy to high-risk participants allowed detection of 85.2% (178/209) of GC cases, including 36.5% (65/178) of early cases, while 55.1% of procedures could be avoided in the average-risk group. The PRS demonstrated good discrimination across the training, testing, Shenzhen cohort, and CKB cohorts (area under the receiver operating characteristic curve [AUC]: 0.780, 0.789, 0.732, and 0.723, respectively) and showed satisfactory calibration (P > 0.05). The PRS has good performance in predicting the risk of GC and reducing unnecessary gastroscopy screening, thus improves cost-effectiveness and saves medical resources.

BMC CancerVol. 25(1)
Sun Yat-sen University (CN), The Seventh Affiliated Hospital of Sun Yat-sen University (CN), Key Laboratory of Guangdong Province (CN), The First Affiliated Hospital, Sun Yat-sen University (CN), Sun Yat-sen University Cancer Center (CN), Eighth Affiliated Hospital of Sun Yat-sen University
Openalex Percentile: Top 49%
Gastric Cancer Management and Outcomes
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.