Evidence map›Paper›PMID 42343955›Full record

ArticleGastroenterology report2026

A model for projecting individuals' risk of esophageal squamous cell carcinoma in a high-risk Chinese population.

Liyan Zhao, Sihao Lin, Yi Shen, Xudong Liu, Yan Wang, Zhiqiang Liu, Fen Liu, Shao-Hua Xie

Abstract read
In one paragraph

Article in Gastroenterology report, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Liyan ZhaoSchool of Public Health, Fujian Medical University, Fuzhou, Fujian, 350122, P. R. China.
Sihao LinSchool of Management, Putian University, Putian, Fujian, 351100, P. R. China.
Yi ShenBeijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing Maternal and Child Health Care Hospital, Beijing, 100006, P. R. China.
Xudong LiuSchool of Public Health, Guangdong Pharmaceutical University, Guangzhou, Guangdong, 510006, P. R. China.ORCID https://orcid.org/0000-0003-2911-4899
Yan WangSchool of Public Health, Fujian Medical University, Fuzhou, Fujian, 350122, P. R. China.
Zhiqiang LiuSchool of Public Health, Fujian Medical University, Fuzhou, Fujian, 350122, P. R. China.
Fen LiuSchool of Public Health, Capital Medical University, Beijing, 100069, P. R. China.
Shao-Hua XieSchool of Public Health, Fujian Medical University, Fuzhou, Fujian, 350122, P. R. China.ORCID https://orcid.org/0000-0002-4270-1281

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Early detection of esophageal squamous cell carcinoma (ESCC) may improve survival, but universal screening is not feasible. This study aimed to develop and validate a model for identifying individuals at high absolute risk of ESCC in a high-risk Chinese population. Methods: The model was developed by using data from a case-control study in Yanting County, Sichuan, China between 2011 and 2013, including 942 ESCC cases and 942 age- and sex-matched control participants. Conditional logistic regression and the Gail algorithm were used to construct the model. Model performance was assessed by using the area under the receiver-operating characteristic curve (AUC) with 10-fold cross-validation. External validation was performed in two independent populations, i.e. another Chinese case-control study and the UK Biobank cohort. Results: The model included six risk factors: education level, marital status, tobacco smoking, alcohol consumption, body mass index (overweight status), and family history of cancer. The model incorporated age- and sex-specific incidence rates in the population to estimate the 5-year absolute risk. The AUC was 0.72 (95% confidence interval [CI] 0.69-0.74) in the derivation dataset and 0.68 (95% CI, 0.67-0.69) after cross-validation. In external validation, the AUC was 0.65 (95% CI, 0.61-0.69) in the independent Chinese case-control study and 0.66 (95% CI, 0.56-0.75) in UK Biobank. The estimated 5-year absolute risk of ESCC in the population in Yanting ranged from 0.0005% to 18.2%. In the group at the highest predicted risk, six individuals would need to undergo screening to detect one ESCC case within 5 years. Conclusion: The developed model demonstrated acceptable performance and has the potential to identify high-risk individuals for targeted prevention and early detection in the studied high-risk population.

Indexed as

early detectionesophageal squamous cell carcinomaprecision preventionprediction modelrisk prediction

Identifiers

PMID42343955
PMCPMC13287996

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.