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Investigation and application of multimodal deep learning algorithms based on mammography images, ultrasound images, pathology examinations and clinical information of patients with the aim of diagnosing the type of pathology in women with breast cancer

Investigation and application of multimodal deep learning algorithms based on mammography images, ultrasound images, pathology examinations and clinical information of patients with the aim of diagnosing the type of pathology in women with breast cancer

Status
Active, not recruiting
Phases
Unknown
Study type
Interventional
Source
IRCT
Registry ID
IRCT20240129060840N1
Enrollment
550
Registered
2025-02-21
Start date
2024-02-03
Completion date
Unknown
Last updated
2025-07-21

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

Conditions

Breast cancer. Malignant neoplasm of nipple and areola, unspecified female breast

Interventions

Intervention 1: Intervention group: Intervention group: first intervention group: invasive ductal carcinoma, second intervention group: fibroadenoma, third intervention group: fibrocystic. After mammo

Sponsors

Esfahan University of Medical Sciences
Lead Sponsor

Eligibility

Sex/Gender
Female

Inclusion criteria

Inclusion criteria: The study population includes women who will refer to the surgery department of Anahid Clinic for breast tissue tumor surgery.

Exclusion criteria

Exclusion criteria: Noisy images with artifacts that have no diagnostic value or lead to incorrect diagnosis. Women with a history of heart surgery. Suspicious findings can only be seen in ultrasound images, while no evidence of the existence of a tumor can be seen in mammography images. Mammography and ultrasound images of BI-RADS groups 1,2, and 3 with insufficient follow-up period. Pregnant or lactating women.

Design outcomes

Primary

MeasureTime frame
Invasive breast cancer positivity for Estrogen receptors. Timepoint: Estrogen receptor testing is performed when the cancer has recurred or metastasized. Method of measurement: Container/tube: container containing 10% formalin, sample type: tissue in 10% formalin or tissue block, sample volume: one paraffin block or seven slides of colorless and positively charged tissue cut in dimensions of 4 to 5 microns and kept for one Dry at 60°C for an hour. Estrogen receptor detection in paraffin-fixed tissue sections is performed using a specific kit detection system.;Invasive breast cancer positivity for Progesterone receptors. Timepoint: Progesterone receptor testing is performed when the cancer has recurred or metastasized. Method of measurement: Container/tube: container containing 10% formalin, sample type: tissue in 10% formalin or tissue block, sample volume: one paraffin block or seven slides of colorless and positively charged tissue cut in dimensions of 4 to 5 microns and kept for one Dry at 60°C for an hour. Progesterone receptor detection in paraffin-fixed tissue sections is performed using a specific kit detection system.;Positive HER2 protein level in cancer cells. Timepoint: When the person definitely has breast cancer and the goal is to determine the severity of the person's disease. Method of measurement: Container/tube: formalin container for biopsied sample / paraffin blocks containing cancer sample, sample type: usually this test is done on biopsy sample taken for primary diagnosis and no second biopsy is required. The laboratory technique for determining the level of HER2 on the cell surface is immunohistochemistry.;The degree of malignancy of the breast mass. Timepoint: If the lump surgery is not possible at all, the histological method is used to determine the degree of malignancy of the breast lump. Method of measurement: The staging system most often used for breast cancer is the system established by the American Joint Committee on Cancer, in which

Countries

Iran (Islamic Republic of)

Contacts

Public ContactDr Iraj Abedi

Esfahan University of Medical Sciences

i.abedi@med.mui.ac.ir+98 31 3792 9229

Outcome results

None listed

Source: IRCT (via WHO ICTRP) · Data processed: Feb 4, 2026