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Trial Title: Ultrasound Radiomics for Predicting Breast Cancer and Axillary Lymph Node Metastasis

NCT ID: NCT05768451

Condition: Breast Cancer
Axillary Lymph Node Metastasis

Conditions: Official terms:
Breast Neoplasms
Neoplasm Metastasis
Lymphatic Metastasis

Conditions: Keywords:
breast cancer
multi-modal ultrasound
radiomics

Study type: Observational

Overall status: Not yet recruiting

Study design:

Time perspective: Retrospective

Intervention:

Intervention type: Other
Intervention name: Ultrasonic image analysis
Description: Preoperative conventional ultrasound (US), elastic ultrasound (UE) and contrast-enhanced ultrasound (CEUS) images were analyzed. Histopathological results were used as the gold standard. The cases were randomly divided into training set and test set with a ratio of 7:3. The US image, UE image and CEUS image of the maximum long-axis section of each lesion were selected, and the region of interest (ROI) of the lesion was manually delineated.
Arm group label: benign
Arm group label: malignant

Summary: The project is proposed based on multimodal ultrasonic imaging omics building used for accurate prediction of the breast cancer and axillary lymph node metastasis load artificial intelligence forecasting model, this method can dig the hidden features of ultrasonic image is not visible to the naked eye, make up the subjectivity in the process of clinical doctors in diagnosis and treatment, provide accurate, objective basis for clinical decision making.

Criteria for eligibility:

Study pop:
Patients with breast tumors seen in Nanjing Gulou Hospital in September 2018 and later and confirmed by histological pathology were selected, and all patients had complete preoperative US, UE and CEUS examination data.

Sampling method: Non-Probability Sample
Criteria:
Inclusion Criteria: - patients who have not received breast puncture biopsy or neoadjuvant chemotherapy, etc. prior to ultrasonography; - patients who are not allergic to the ultrasound contrast agent (SonoVue) and have signed an informed consent form for ultrasonography - patients with breast tumors who have undergone surgical treatment at our hospital and have complete case histories. Exclusion Criteria: - patients with incomplete case data; - cases with large breast masses that do not completely show the region of interest (ROI); - patients who have undergone breast aspiration biopsy or other treatments such as neoadjuvant chemotherapy or endocrine therapy before ultrasound examination.

Gender: Female

Gender based: Yes

Gender description: Female patients with breast tumors

Minimum age: 18 Years

Maximum age: 90 Years

Healthy volunteers: No

Start date: April 1, 2023

Completion date: August 31, 2025

Lead sponsor:
Agency: The Affiliated Nanjing Drum Tower Hospital of Nanjing University Medical School
Agency class: Other

Source: The Affiliated Nanjing Drum Tower Hospital of Nanjing University Medical School

Record processing date: ClinicalTrials.gov processed this data on November 12, 2024

Source: ClinicalTrials.gov page: https://clinicaltrials.gov/ct2/show/NCT05768451

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