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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

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT06765395
Enrollment
687
Registered
2025-01-09
Start date
2023-03-20
Completion date
2025-03-31
Last updated
2025-01-09

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Breast Adenocarcinoma, Breast Diseases

Keywords

Machine learning; association model; environmental hormones; breast cancer

Brief summary

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.

Detailed description

Female breast cancer is the second most common cancer worldwide and the age at diagnosis is decreasing. Traditional risk factor screening for breast cancer focuses on reproductive history, family history, age at menarche, and age at menopause; however, young patients diagnosed with breast cancer who do not meet the above risk factors are becoming common.This study established an association model between environmental hormones and breast cancer through machine learning to improve dietary programs to reduce the incidence of breast cancer.

Interventions

None listed

Sponsors

Pei-Hung Liao
Lead SponsorOTHER

Study design

Observational model
CASE_ONLY
Time perspective
RETROSPECTIVE

Eligibility

Sex/Gender
FEMALE
Age
20 Years to No maximum
Healthy volunteers
Yes

Inclusion criteria

* (1) patients aged 20 years or above; (2) patients with breast cancer.

Exclusion criteria

* non-patients with breast cancer

Design outcomes

Primary

MeasureTime frameDescription
established an association model between environmental hormones and breast cancer2015~2024The 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.

Countries

Taiwan

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026