Construction and validation of machine learning-based predictive model for colorectal polyp recurrence one year after endoscopic mucosal resection

doi:10.3748/wjg.v31.i11.102387

Advanced Search

BPG is committed to discovery and dissemination of knowledge

Home / Archive / Volume 31, Issue 11

This Article

Academic Content and Language Evaluation of This Article

CrossCheck and Google Search of This Article

Academic Rules and Norms of This Article

Supplementary Materials of This Article

Citation of this article

Corresponding Author of This Article

Research Domain of This Article

Article-Type of This Article

Open-Access Policy of This Article

Times Cited Counts in Google of This Article

Number of Hits and Downloads for This Article

Total Article Views (1032)

All Articles published online

The chart showing PDF series, HTML series, Figures (1-5) series, Tables (1-3) series.

Item

Count

PDF

HTML

506

Figures (1-5)

Tables (1-3)

Sum=696

Featured Article

The chart showing Browse series, Download series.

Item

Count

Browse

Download

161

Sum=251

Publishing Process of This Article

Item

Count

Browse

Download

Sum=53

Mar 21, 2025 (publication date) through Apr 6, 2025

Times Cited of This Article

Times Cited (0)

Journal Information of This Article

Publication Name

World Journal of Gastroenterology

ISSN

1007-9327

Publisher of This Article

Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

Retrospective Study

World J Gastroenterol. Mar 21, 2025; 31(11): 102387
Published online Mar 21, 2025. doi: 10.3748/wjg.v31.i11.102387

Table 2 Univariate and multivariate logistic regression analysis of colorectal polyp recurrence 1 year after Endoscopic mucosal resection

Variables	Univariable analysis		Multivariable analysis
Variables	OR (95%CI)	P value	OR (95%CI)	P value
Age	1.04 (1.03-1.05)	< 0.001^a	1.05 (1.03-1.06)	< 0.001^a
Gender (%)
Female	Reference	-	Reference	-
Male	1.73 (1.37-2.19)	< 0.001^a	0.94 (0.69-1.27)	0.684
BMI	1.07 (1.03-1.11)	< 0.001^a	1.05 (1-1.1)	0.056
Hypertension (%)
No	Reference	-	Reference	-
Yes	1.75 (1.31-2.33)	< 0.001^a	1.07 (0.75-1.52)	0.722
Diabetes (%)
No	Reference	-	Reference	-
Yes	1.42 (0.98-2.08)	0.067	-	-
CHD (%)
No	Reference	-	Reference	-
Yes	2.33 (1.34-4.04)	0.003^a	1.41 (0.73-2.72)	0.300
Family history (%)
No	Reference	-	Reference	-
Yes	10.07 (4.84-20.96)	< 0.001^a	11.34 (5.09-25.26)	< 0.001^a
Cigarette preference (%)
No	Reference	-	Reference	-
Yes	5.14 (3.5-7.54)	< 0.001^a	3.92 (2.50-6.14)	< 0.001^a
Alcohol preference (%)
No	Reference	-	Reference	-
Yes	1.34 (0.99-1.82)	0.056	-	-
Constipation (%)
No	Reference	-	Reference	-
Yes	1.05 (0.69-1.58)	0.831	-	-
Diarrhea (%)
No	Reference	-	Reference	-
Yes	1.40 (1.06-1.85)	0.018^a	1.42 (1.02-1.99)	0.038^a
Hemafecia (%)
No	Reference	-	Reference	-
Yes	1.24 (0.76-2.00)	0.389	-	-
Anatomical location (%)
Proximal colon	Reference	-	Reference	-
Distal colon	1.08 (0.80-1.45)	0.630	1.09 (0.77-1.05)	0.635
Total colon	2.16 (1.57-2.96)	< 0.001^a	0.92 (0.60-1.40)	0.683
Number of polyps (%)
< 3	Reference	-	Reference	-
≥ 3	3.10 (2.43-3.96)	< 0.001^a	1.54 (1.07-2.21)	0.019^a
Number of adenomas (%)
0	Reference	-	Reference	-
1-2	2.02 (1.55-2.63)	< 0.001^a	0.44 (0.10-1.95)	0.279
≥ 3	8.96 (6.00-13.38)	< 0.001^a	1.01 (0.22-4.70)	0.989
Size (%)
< 0.5	Reference	-	Reference	-
0.5-1	2.18 (1.69-2.81)	< 0.001^a	2.05 (1.50-2.80)	< 0.001^a
> 1	6.65 (4.25-10.43)	< 0.001^a	3.98 (2.02-7.86)	< 0.001^a
Endoscopic classification (%)
I	Reference	-	Reference	-
II	1.40 (1.09-1.81)	0.010^a	0.71 (0.50-1.02)	0.066
III-IV	3.32 (2.35-4.68)	< 0.001^a	0.60 (0.32-1.11)	0.106
Hazard classification (%)
Non-neoplastic polyps	Reference	-	Reference	-
Non-progressive adenoma	2.47 (1.89-3.21)	< 0.001^a	4.48 (1.02-19.73)	0.048^a
Progressive adenoma	6.07 (4.17-8.84)	< 0.001^a	5.29 (1.07-26.20)	0.041^a
Concomitant gastric polyp (%)
No	Reference	-	Reference	-
Yes	0.90 (0.71-1.15)	0.397	-	-
H. pylori (%)
No	Reference	-	Reference	-
Yes	1.89 (1.49-2.4)	< 0.001^a	1.82 (1.37-2.42)	< 0.001^a
Hyperlipidemia (%)
No	Reference	-	Reference	-
Yes	1.48 (1.15-1.90)	0.002^a	1.20 (0.87-1.64)	0.263
Uric acid levels (%)
Normal	Reference	-	Reference	-
Elevated	2.08 (1.26-3.41)	0.004^a	1.15 (0.63-2.09)	0.646
TBIL	1.01 (1.00-1.04)	0.259	-	-
TBA	1.02 (0.99-1.05)	0.298	-	-
hsCRP	1.03 (0.98-1.06)	0.164	-	-
CEA (%)
Normal	Reference	-	Reference	-
Elevated	1.10 (0.56-2.16)	0.773	-	-
CA724 (%)
Normal	Reference	-	Reference	-
Elevated	0.96 (0.54-1.72)	0.899	-	-
CA199 (%)
Normal	Reference	-	Reference	-
Elevated	0.92 (0.42-2.00)	0.824	-	-
CA242 (%)
Normal	Reference	-	Reference	-
Elevated	0.60 (0.30-1.22)	0.162	-	-

^aP value < 0.05.

BMI: Body mass index (kg/m²); CHD: Coronary heart disease; TBIL: Total Bilirubin (μmol/L); TBA: Total bile acid (μmol/L); hsCRP: Hypersensitive C-reactive protein (mg/L); CEA: Carcinoembryonic antigen; CA: Carbohydrate antigen; H. pylori: Helicobacter pylori; IQR: Interquartile range; OR: Odds ratio.

Citation: Shi YH, Liu JL, Cheng CC, Li WL, Sun H, Zhou XL, Wei H, Fei SJ. Construction and validation of machine learning-based predictive model for colorectal polyp recurrence one year after endoscopic mucosal resection. World J Gastroenterol 2025; 31(11): 102387
URL: https://www.wjgnet.com/1007-9327/full/v31/i11/102387.htm
DOI: https://dx.doi.org/10.3748/wjg.v31.i11.102387