Evidence map›Paper›PMID 42079341›Full record

ArticleJournal of cancer prevention2026

Establishment of a Gastric Cancer Diagnostic Model Based on the Combined Evaluation of Peripheral Blood Immune-inflammatory Nutritional Indicators and Tumor Markers.

Ke Chen, Jinglue Han, Xiaoxue Zhang, He Nie, Lijia Ding, Lin Ji, Huazhen Zhang, Jie Yin, Yunan Zhang, Wenying Tian and 5 more

Abstract read
In one paragraph

Article in Journal of cancer prevention, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

15 authors.

Ke Chen *Department of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0000-0002-1941-2844
Jinglue Han *Department of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0009-0004-9331-0258
Xiaoxue ZhangDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0009-0003-1793-0685
He NieDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0000-0001-9675-9852
Lijia DingDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0009-0002-0039-5631
Lin JiDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0000-0002-7911-5446
Huazhen ZhangDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0009-0004-9551-0755
Jie YinDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0009-0008-3307-239X
Yunan ZhangDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0000-0002-6996-0689
Wenying TianDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0009-0002-7369-6670
Jiale LvDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0009-0007-0731-5290
Qiang ZhanDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0000-0001-5054-3028
Fangmei AnDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0000-0002-6116-1989
Zhifa LvDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0000-0003-3677-2275
Shuping SiDepartment of Gastroenterology, Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, National Clinical Research Center for Digestive Diseases (Xi'an) Jiangsu Branch Wuxi, Jiangsu, China.ORCID https://orcid.org/0009-0002-7898-7899

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study aimed to develop a non-invasive diagnostic model for gastric cancer (GC) by combining serum immune-inflammatory-nutrition indicators with traditional tumor markers to improve early diagnosis efficiency. Our retrospective analysis included 3,464 participants, comprising 833 GC patients and 2,631 chronic gastritis controls, recruited between January 2018 and July 2025. The dataset was split into training and validation sets at a 7 : 3 ratio, and least absolute shrinkage and selection operator (LASSO) regression was utilized to screen for characteristic variables. Of the candidate variables, seven key features-age, sex, body mass index, carcinoembryonic antigen, carbohydrate antigen 199, systemic immune-inflammation index/albumin (SII/ALB), and prognostic nutritional index (PNI)-were identified and integrated into a multivariate logistic regression model. The analysis indicated that advanced age (OR, 1.23; 95% CI, 1.20-1.26) and elevated SII/ALB ratios (OR, 2.63; 95% CI, 1.93-3.58) were significant risk factors, whereas higher PNI values (OR, 0.12; 95% CI, 0.09-0.17) were associated with a reduced risk. The model demonstrated excellent diagnostic performance, achieving an area under the curve of 0.93 (95% CI, 0.91-0.94) in the training set and 0.92 (95% CI, 0.90-0.94) in the validation set. Subgroup analysis further revealed that the seven key markers were significantly associated with Lauren classification, histological grade, and tumor-node-metastasis stage, progressively worsening with disease advancement. Our study underscores the high accuracy and clinical utility of this multimodal model, providing a reliable, non-invasive tool for the early screening and personalized pretreatment assessment of gastric cancer.

Indexed as

Retrospective studiesRisk assessmentStomach neoplasms

Identifiers

PMID42079341
PMCPMC13128506

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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.