Tumor-microenvironment Spatial Interaction to Identify Markers of Resistance to Therapy in HER2+ Breast Cancer Patients

April 10, 2026 updated by: Giampaolo Bianchini

A Retrospective Observational Study Characterizing Tumour-microenvironment Spatial Interaction Aimed at the Identification of New Markers of Resistance to Therapy in HER2-positive Breast Cancer Patients

This retrospective observational study aims at the comparison of the tumour-microenvironment tissue architecture before and after neo-adjuvant therapy in samples from HER2-positive (HER2+) breast cancer (BrCa) patients that display residual invasive disease in the breast/lymph node at surgery after standard-of-care combined chemotherapy and trastuzumab treatment.

The working hypothesis of the investigators is that:

Therapy imposes a selective pressure on tumour-microenvironment features promoting resistance to treatment.

Participant that have already undergone neo-adjuvant treatment as part of their regular medical care for HER2-positive breast cancer will provide access to formalin-fixed paraffin-embedded (FFPE) samples taken before and after therapy.

Tumoral, peri-tumoral and stromal regions of each specimen will be analyzed with the ultimate goal to identify new biomarkers (and putative targets) of resistance to therapy.

Study Overview

Status

Recruiting

Study Type

Observational

Enrollment (Estimated)

10

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 Locations

    • Lombardy
      • Milan, Lombardy, Italy, 20132
        • Recruiting
        • IRCCS San Raffaele Hospital
        • Contact:

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

Ages Eligible for Study

  • Adult
  • Older Adult

Accepts Healthy Volunteers

No

Sampling Method

Non-Probability Sample

Study Population

HER2+ Breast Cancer patients displaying residual invasive disease in the breast/lymph node at surgery after neo-adjuvant treatment [sequential chemotherapy comprising treatment with antracyclines (AC/EC q21, 4 cycles) followed by taxanes (paclitaxel 1,8,15 q21 for 12 weeks) in combination with the anti-HER2 antibody trastuzumab].

Description

Inclusion Criteria:

  1. Participant is willing and able to give informed consent for participation in the study.
  2. Patient underwent the following procedure before surgery: biopsy, sequential chemotherapy comprising treatment with antracyclines (AC/EC q21, 4 cycles) followed by taxanes (paclitaxel 1,8,15 q21 for 12 weeks) in combination with the anti-HER2 antibody trastuzumab.
  3. Specimen collected at surgery display residual invasive disease in the breast/lymph node.

Exclusion Criteria:

  1. pre-existing conditions or concurrent diagnoses;
  2. concomitant use of other medications during neo-adjuvant treatment;
  3. quality of stored specimen does not meet the standard for Imaging Mass Cytometry analysis.

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

Outcome Measure
Measure Description
Time Frame
number of different cells per each phenotype
Time Frame: before and within 3 months from neo-adjuvant therapy (at surgery)
Cell types will be classified based on the expression of specific lineage/phenotype markers.
before and within 3 months from neo-adjuvant therapy (at surgery)
density of each phenotype
Time Frame: before and within 3 months from neo-adjuvant therapy (at surgery)
Cell phenotype densities will be calculated by dividing the number of total cells counted by the total area of the tissue acquired.
before and within 3 months from neo-adjuvant therapy (at surgery)
fraction of proliferative/active cells of each phenotype
Time Frame: before and within 3 months from neo-adjuvant therapy (at surgery)
The proportion of cells positive for the proliferation marker Ki67 will be assessed per cell phenotype. To assess the proportion of active immune cells, we will quantify the expression level of activation markers.
before and within 3 months from neo-adjuvant therapy (at surgery)
frequency of interactions
Time Frame: before and within 3 months from neo-adjuvant therapy (at surgery)
Cells will be defined as partaking in an interaction if their whole-cell profiles are in direct contact (contiguous pixels). Cell phenotypes will be mapped to cell-cell interaction masks, and for each specimen proximity events (cell-cell interactions) will be classified as homotypic or heterotypic proximity events
before and within 3 months from neo-adjuvant therapy (at surgery)
frequency of functional crosstalk events
Time Frame: before and within 3 months from neo-adjuvant therapy (at surgery)

Cells will be defined as participating in a functional crosstalk event if the proximal (contiguous pixels) cells express functional pairs (receptor/ligand) of markers (e.g. PD1/PDL1).

The frequency of functional crosstalk events will be computed as the number of interactions between cells expressing functional pairs divided by the total number of cells expressing one of the markers (receptor, e.g. PD1) in the specimen.

before and within 3 months from neo-adjuvant therapy (at surgery)

Collaborators and Investigators

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

Investigators

  • Principal Investigator: Giampaolo Bianchini, MD, Head Breast Cancer Group - Department of Medical Oncology - IRCCS San Raffaele Hospital

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.

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 (Actual)

December 10, 2024

Primary Completion (Estimated)

December 1, 2026

Study Completion (Estimated)

August 1, 2027

Study Registration Dates

First Submitted

July 16, 2024

First Submitted That Met QC Criteria

July 23, 2024

First Posted (Actual)

July 24, 2024

Study Record Updates

Last Update Posted (Actual)

April 15, 2026

Last Update Submitted That Met QC Criteria

April 10, 2026

Last Verified

January 1, 2026

More Information

Terms related to this study

Other Study ID Numbers

  • TaME-HER2BrCa

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

UNDECIDED

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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