Clinical trial · Observational
Explore Association Models Between Environmental Hormones andBreast Cancer
Applying Machine Learning to Explore Association Models Between Environmental Hormones, Breast Cancer, and a Dietary and Health Education Improvement Program: An Investigative Study
NCT06765395CI-TRIAL-00084491active not recruitingClinicalTrials.gov clinicaltrialsProvenance
- Source
- ClinicalTrials.gov
- Retrieved
- Sep 8, 2026
- Layer
- normalized (units and labels harmonized; values unchanged)
- Run
- ING-CLINICALTRIALS-20260908-000001
Summary
Brief summary (as posted)
investigated the association model between environmental hormone-related living habits and breast cancer, as well as dietary improvement programs through machine learning and clinical validation of patients with breast cancer.
Conditions
Conditions (2)
Free-text conditions as registered, with the CancerIndex entity they were reconciled to and the match type.
| Condition (as posted) | Mapped entity | Match | Confidence |
|---|---|---|---|
| Breast Adenocarcinoma | Breast Adenocarcinoma | ONTOLOGY_EXACT | 0.98 |
| Breast Diseases | — | UNRESOLVED | — |
Interventions
Interventions (0)
Data not yet available
No intervention recorded.
Design
Arms and outcomes
Arms (0)
[]Primary outcomes (1)
- measure
- established an association model between environmental hormones and breast cancer
- timeFrame
- 2015~2024
- description
- The basic personal information of the participants included gender, age, height, weight, past disease history, family history, reproductive history, postoperative medication, chemotherapy type, breast cancer pathology type, stage, etc.
Eligibility
Eligibility (as posted)
- Sex
- Female
- Minimum age
- 20 Years
Show eligibility criteria text
Inclusion Criteria: * (1) patients aged 20 years or above; (2) patients with breast cancer. Exclusion Criteria: * non-patients with breast cancer
References
Publications (1)
- DERIVEDChang CY, Su CH, Chang CH, Ho CS, Liao PH. Applying machine learning to explore association models between environmental hormones, breast cancer, and a dietary and health education improvement program: an investigative study. Int J Environ Health Res. 2026 Jun;36(6):1387-1396. doi: 10.1080/09603123.2025.2576144. Epub 2025 Oct 16. PMID 41103105