Accuracy of Sono-mammographic Features in Molecular Classification of Breast Cancer

January 15, 2026 updated by: Mai Abdelbaset Ahmed Elshahir Attia Taha, Assiut University

Imaging-Pathologic Correlation of Breast Cancer: Mammographic and Sonographic Features in Relation to Molecular Classification

This study aims to evaluate the role of mammographic and sonographic features as non-invasive imaging tools in predicting the molecular subtypes of breast cancer, in correlation with histopathological findings.

Study Overview

Status

Status

Indicates the current recruitment status or the expanded access status.
Not yet recruiting

Conditions

Conditions

The disease, disorder, syndrome, illness, or injury that is being studied. On ClinicalTrials.gov, conditions may also include other health-related issues, such as lifespan, quality of life, and health risks.

Intervention / Treatment

Intervention / Treatment

A process or action that is the focus of a clinical study. Interventions include drugs, medical devices, procedures, vaccines, and other products that are either investigational or already available. Interventions can also include noninvasive approaches, such as education or modifying diet and exercise.

Detailed Description

Breast cancer is the most prevalent form of cancer among women. In the Middle East, it is the primary reason for cancer-related deaths among women

Breast cancer has been classified into various histopathological and molecular subtypes based on its hormone receptor status. Their biological behaviour and prognosis depend on these hormonal subtypes.

Based on gene expression patterns, breast cancer has been classified into five different molecular subtypes by the St. Gallen International Expert Consensus. They include:

  • Luminal A (LA).
  • Human epidermal growth factor receptor 2 (HER2) enriched.
  • Luminal B (LB) [LB HER2-, LB HER2+].
  • Basal-like (triple-negative). The detection of these hormone receptors requires immunohistochemistry (IHC), which is an invasive, expensive method and may not be available in all centres, especially in less developed countries

Hence, it is important to establish imaging signatures that can play an adjunct role in predicting these subtypes and assist in pre-treatment planning (4)

Mammography (MG) and Ultrasound (US) are routinely used during breast cancer screening, and are commonly used to identify and characterise breast lesions and guide biopsy. Unlike breast MRI, these two modalities are virtually always and everywhere available at the time of cancer diagnosis. In this work, the investigators thus investigate the feasibility of predicting molecular subtypes of breast cancer from the combination of Mammography and Ultrasound.

Study Type

Study Type

Describes the nature of a clinical study. Study types include interventional studies (also called clinical trials), observational studies (including patient registries), and expanded access.
Observational

Enrollment (Estimated)

Enrollment

The number of participants in a clinical study. The "anticipated" enrollment is the target number of participants that the researchers need for the study.
122

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Contact

Study Contact

The name and contact information for the person who can answer enrollment questions for a clinical study. Each location where the study is being conducted may also have a specific contact, who may be better able to answer those questions.

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Eligibility Criteria

The key requirements that people who want to participate in a clinical study must meet or the characteristics they must have. Eligibility criteria consist of both inclusion criteria (which are required for a person to participate in the study) and exclusion criteria (which prevent a person from participating). Types of eligibility criteria include whether a study accepts healthy volunteers, has age or age group requirements, or is limited by sex.

Ages Eligible for Study

  • Adult
  • Older Adult

Accepts Healthy Volunteers

No

Sampling Method

Non-Probability Sample

Study Population

The study population consists of 122 women aged 18 years and older with suspected breast lesions referred for diagnostic breast ultrasound and mammography with histopathological confirmation.

Description

Inclusion Criteria:

-The patients having BI-RADS IV, V, VI proven breast cancer.

Exclusion Criteria:

-Patients with post-neoadjuvant therapy and a prior history of breast cancer in the same breast with recurrence.

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

What is the study measuring?

Primary Outcome Measures

Primary Outcome Measures

In a clinical study's protocol, the planned outcome measure that is the most important for evaluating the effect of an intervention/treatment. Most clinical studies have one primary outcome measure, but some have more than one.
Outcome Measure
Measure Description
Time Frame
Diagnostic performance of imaging features (Mammogram ,ultrasound ,and combined) for predicting molecular subtypes (Luminal A/B, HER2-enriched, TNBC)
Time Frame: from imaging to histopathological confirmation (up to 2 weeks)
The investigators will use mammographic and songraphic features encompassing morphology, margins, posterior echo, blood flow grading, and the presence or absence of calcification ,predict molecular subtypes, then compare it to the hispathological results.
from imaging to histopathological confirmation (up to 2 weeks)

Secondary Outcome Measures

Secondary Outcome Measures

In a clinical study's protocol, a planned outcome measure that is not as important as the primary outcome measure for evaluating the effect of an intervention but is still of interest. Most clinical studies have more than one secondary outcome measure.
Outcome Measure
Time Frame
-AUC, sensitivity, specificity, accuracy, PPV/NPV for each subtype. -Agreement between imaging-based classification and reference standard (histopathology + IHC): -Cohen's kappa (overall and per subtype).
Time Frame: From imaging to histopathological and immunohistochemical confirmation (up to 2 weeks).
From imaging to histopathological and immunohistochemical confirmation (up to 2 weeks).

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Sponsor

Sponsor

The organization or person who initiates the study and who has authority and control over the study.
Assiut University

Publications and helpful links

The person responsible for entering information about the study voluntarily provides these publications. These may be about anything related to the study.

General Publications

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Estimated)

Study Start

The actual date on which the first participant was enrolled in a clinical study. The "anticipated" study start date is the date that the researchers think will be the study start date.
January 20, 2026

Primary Completion (Estimated)

Primary Completion

The date on which the last participant in a clinical study was examined or received an intervention to collect final data for the primary outcome measure. Whether the clinical study ended according to the protocol or was terminated does not affect this date. For clinical studies with more than one primary outcome measure with different completion dates, this term refers to the date on which data collection is completed for all the primary outcome measures. The "anticipated" primary completion date is the date that the researchers think will be the primary completion date for the study.
July 1, 2027

Study Completion (Estimated)

Study Completion

The date on which the last participant in a clinical study was examined or received an intervention/treatment to collect final data for the primary outcome measures, secondary outcome measures, and adverse events (that is, the last participant's last visit). The "anticipated" study completion date is the date that the researchers think will be the study completion date.
January 1, 2028

Study Registration Dates

First Submitted

First Submitted

The date on which the study sponsor or investigator first submitted a study record to ClinicalTrials.gov. There is typically a delay of a few days between the first submitted date and the record's availability on ClinicalTrials.gov (the first posted date).
January 9, 2026

First Submitted That Met QC Criteria

First Submitted That Met QC Criteria

The date on which the study sponsor or investigator first submits a study record that is consistent with National Library of Medicine (NLM) quality control (QC) review criteria. The sponsor or investigator may need to revise and submit a study record one or more times before NLM's QC review criteria are met. It is the responsibility of the sponsor or investigator to ensure that the study record is consistent with the NLM QC review criteria.
January 15, 2026

First Posted (Actual)

First Posted

The date on which the study record was first available on ClinicalTrials.gov after National Library of Medicine (NLM) quality control (QC) review has concluded. There is typically a delay of a few days between the date the study sponsor or investigator submitted the study record and the first posted date.
January 21, 2026

Study Record Updates

Last Update Posted (Actual)

Last Update Posted

The most recent date on which changes to a study record were made available on ClinicalTrials.gov. There may be a delay between when the changes were submitted to ClinicalTrials.gov by the study's sponsor or investigator (the last update submitted date) and the last update posted date.
January 21, 2026

Last Update Submitted That Met QC Criteria

Last Update Submitted That Met QC Criteria

The most recent date on which the study sponsor or investigator submitted changes to a study record that are consistent with National Library of Medicine (NLM) quality control (QC) review criteria. It is the responsibility of the sponsor or investigator to ensure that the study record is consistent with the NLM QC review criteria.
January 15, 2026

Last Verified

Last Verified

The most recent date on which the study sponsor or investigator confirmed the information about a clinical study on ClinicalTrials.gov as accurate and current. If a study with a recruitment status of recruiting; not yet recruiting; or active, not recruiting has not been confirmed within the past 2 years, the study's recruitment status is shown as unknown.
January 1, 2026

More Information

Terms related to this study

Additional Relevant MeSH Terms

Other Study ID Numbers

Other Study ID Numbers

Identifiers or ID numbers other than the NCT number that are assigned to a clinical study by the study's sponsor, funders, or others. These numbers may include unique identifiers from other trial registries and National Institutes of Health grant numbers.
  • sono& mammo in breast cancer

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

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