Table · dataset · 2026
Data Sheet 1_A clinical prediction nomogram for hemorrhoid risk in health screening populations in Beijing, China: a retrospective cohort study of 35,256 adults.docx
Listed in HKU DataHub and figshare and Loughborough Research Repository — shown once because both records carry DOI 10.3389/fmed.2026.1846099.s001
Background<p>Hemorrhoids affect approximately 25% of the global population, yet validated risk prediction models for primary prevention are lacking.
Description
Routine laboratory biomarkers offer practical advantages for risk prediction in health screening settings. This study aims to identify independent risk factors for hemorrhoid incidence and develop a clinical prediction nomogram incorporating sex, age, and routine laboratory biomarkers in a large health-screening cohort.</p>Methods<p>This retrospective longitudinal cohort study included 35,256 adults who underwent comprehensive health examinations at Beijing Nuclear Industry Hospital, China, between December 29, 2014, and December 16, 2025.
Participants without prior hemorrhoid disease were followed for 60 months through subsequent screening visits. Cox proportional hazards regression identified independent predictors from 16 candidate variables including demographics and laboratory parameters. A nomogram was constructed and validated using discrimination analysis (C-index and time-dependent ROC), calibration curves, and decision curve analysis.</p>Results<p>Over the 60-month follow-up period, 3,973 of the 35,256 participants (11.27%) developed incident hemorrhoids.
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Multivariable analysis identified five independent predictors: female sex (HR = 1.41, 95% CI: 1.28–1.55), older age (HR = 1.02, 95% CI: 1.02–1.03 per year), lower hemoglobin (HR = 0.99, 95% CI: 0.99–1.00 per g/L), higher triglycerides (HR = 1.05, 95% CI: 1.02–1.08 per mmol/L), and higher uric acid (HR = 1.001, 95% CI: 1.001–1.002 per μmol/L). The nomogram demonstrated acceptable discrimination (C-index: 0.772, 95% CI: 0.764–0.780), though it systematically underestimated observed risk across the predicted-probability range (∼0%–37%); decision curve analysis showed positive net benefit for threshold probabilities between approximately 5%–40%.</p>Conclusions<p>This study identified five independent predictors of hemorrhoid incidence—sex, age, hemoglobin, triglycerides, and uric acid—and used them to develop one of the first nomograms integrating routine laboratory biomarkers for hemorrhoid risk prediction in health-screening populations.
Using exclusively accessible, low-cost parameters, the model enables individualized risk stratification at routine health screening, facilitating targeted prevention strategies for high-risk individuals.</p>
Links
Where it is published
- DOI doi.org/10.3389/fmed.2026.1846099.s001 ↗
DOI / persistent id · from datahub hku hk
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from datahub hku hk
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Foetal development and medicine · Foetal development and medicine · Foetal development and medicine · Humanities · Humanities · Life Sciences · Life Sciences · Longitudinal study · Longitudinal study · Longitudinal study · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science
- Inferred from text
- Disease 75%
Provenance · 3 source records, 37 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| HKU DataHub | oai:figshare.com:article/34009530 | 5 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34009530 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34009530 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[disease].local:disease:disease | enrichment · datahub hku hk | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[field].anzsrc:field:321501 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[method].local:method:longitudinal-study | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['cohort study'] |
| concepts[method].local:method:longitudinal-study | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['cohort study'] |
| concepts[method].local:method:longitudinal-study | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['cohort study'] |
| description | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/description |
| license | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/rights |
| publication_date | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| title | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/title |