Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2024 Mar;9(3):102903.
doi: 10.1016/j.esmoop.2024.102903. Epub 2024 Mar 6.

Analytical validation of HER2DX genomic test for early-stage HER2-positive breast cancer

Affiliations

Analytical validation of HER2DX genomic test for early-stage HER2-positive breast cancer

M Marín-Aguilera et al. ESMO Open. 2024 Mar.

Abstract

Background: HER2DX, a multianalyte genomic test, has been clinically validated to predict breast cancer recurrence risk (relapse risk score), the probability of achieving pathological complete response post-neoadjuvant therapy (pCR likelihood score), and individual ERBB2 messenger RNA (mRNA) expression levels in patients with early-stage human epidermal growth factor receptor 2 (HER2)-positive breast cancer. This study delves into the comprehensive analysis of HER2DX's analytical performance.

Materials and methods: Precision and reproducibility of HER2DX risk, pCR, and ERBB2 mRNA scores were assessed within and between laboratories using formalin-fixed paraffin-embedded (FFPE) tumor tissues and purified RNA. Robustness was appraised by analyzing the impact of tumor cell content and protocol variations including different instruments, reagent lots, and different RNA extraction kits. Variability was evaluated across intratumor biopsies and genomic platforms [RNA sequencing (RNAseq) versus nCounter], and according to protocol variations.

Results: Precision analysis of 10 FFPE tumor samples yielded a maximal standard error of 0.94 across HER2DX scores (1-99 scale). High reproducibility of HER2DX scores across 29 FFPE tumors and 20 RNAs between laboratories was evident (correlation coefficients >0.98). The probability of identifying score differences >5 units was ≤5.2%. No significant variability emerged based on platform instruments, reagent lots, RNA extraction kits, or TagSet thaw/freeze cycles. Moreover, HER2DX displayed robustness at low tumor cell content (10%). Intratumor variability across 212 biopsies (106 tumors) was <4.0%. Concordance between HER2DX scores from 30 RNAs on RNAseq and nCounter platforms exceeded 90.0% (Cohen's κ coefficients >0.80).

Conclusions: The HER2DX assay is highly reproducible and robust for the quantification of recurrence risk, pCR likelihood, and ERBB2 mRNA expression in early-stage HER2-positive breast cancer.

Keywords: HER2DX; RNA; analytical validation; breast cancer; gene expression.

PubMed Disclaimer

Conflict of interest statement

Disclosure MMA is an employee at Reveal Genomics; GV has received a speaker’s fee from MSD, Pfizer, GSK, and Pierre Fabrer, has held an advisory role with AstraZeneca, and received consultant fees from Reveal Genomics; FBM has a HER2DX patent application EP21383165; PG is an employee at Reveal Genomics; OMS has declared travel expenses and consulting fees from Roche and Reveal, and speaker fees from Eisai, Daiichi, and Novartis; KP serves on the Scientific Advisory Board of Novartis, Ideaya Biosciences, and Scorpion Therapeutics, holds equity options in Scorpion Therapeutics and Ideaya Biosciences, and receives sponsored research funding from Novartis through DFCI; and has patents on S100A7 antibody and BET inhibitor resistance held by DFCI; JM is an employee at Reveal Genomics; WB is an employee at Reveal Genomics; CMP is an equity stockholder and consultant of BioClassifier LLC, and for Reveal Genomics, is also listed as an inventor on patent applications for the Breast PAM50 assay; PVG is one of the stockholders of Reveal Genomics; AP reports advisory and consulting fees from Roche, Pfizer, Novartis, Amgen, BMS, Puma, Oncolytics Biotech, MSD, Guardant Health, Peptomyc, and Lilly, lecture fees from Roche, Pfizer, Novartis, Amgen, BMS, and Daiichi Sankyo, institutional financial interests from Novartis, Roche, and Pfizer, stockholder and consultant of Reveal Genomics, SL; AP is also listed as an inventor on patent applications for the HER2DX assay; JSP is an equity stockholder and consultant for Reveal Genomics and is also listed as an inventor on patent applications for the Breast PAM50 assay; LP is listed as an inventor on HER2DX patent PCT/EP2021/070788 and is an employee at Reveal Genomics. All other authors have declared no conflicts of interest.

Figures

Figure 1
Figure 1
Precision of HER2DX intra-laboratory. (A) Schematic outline of experimental design; (B) scatter plot revealing both intra- and inter-run variability across the three distinct HER2DX scores (i.e. relapse risk, pCR likelihood, and ERBB2 mRNA); (C) correlation matrix comparing runs from arm 1 and 2 with respect to the normalized gene expression of the 27 genes analyzed in the test. Correlation coefficients are shown. Ctl, control; mRNA, messenger RNA; pCR, pathological complete response.
Figure 2
Figure 2
Testing the accuracy and reproducibility of HER2DX between laboratories from FFPE. (A) Overview of the experiment design when initiating from FFPE blocks; (B) correlation plots illustrating the concordance among the three scores (i.e. relapse risk, pCR likelihood, and ERBB2 mRNA) obtained in two distinct laboratories, both starting from FFPE blocks; (C) Bland–Altman plots including Pearson correlation coefficients offering a comprehensive analysis of the discrepancies between the three HER2DX scores obtained in both laboratories starting from FFPE blocks; (D) correlation plot between the three scores in the simulation data with 1 × 106 estimated scores. Ctl, control; FFPE, formalin-fixed paraffin-embedded; mRNA, messenger RNA; pCR, pathological complete response.
Figure 3
Figure 3
Testing the accuracy and reproducibility of HER2DX between laboratories from RNA. (A) Overview of the experiment design when initiating from RNAs; (B) correlation plots illustrating the concordance among the three scores (i.e. relapse risk, pCR likelihood, and ERBB2 mRNA) obtained in two distinct laboratories, both starting from FFPE blocks from RNAs; (C) correlation plot between the three scores in the simulation data with 1×106 estimated scores. Cor., correlation; Ctl, control; FFPE, formalin-fixed paraffin-embedded; mRNA, messenger RNA; pCR, pathological complete response.
Figure 4
Figure 4
Robustness of HER2DX: evaluation of non-tumor component and different starting RNA quantities. (A) Overview of the spiking experiment designed; (B) boxplot representing the percentiles for the three HER2DX scores (i.e. relapse risk score, pCR likelihood score, and ERBB2 score) after diluting tumor-derived RNA in stroma-derived RNA; (C) overview of the experiment design to evaluate the effect of starting from different RNA quantities; (D) boxplot representing the percentiles for the three HER2DX scores (relapse risk score, pCR likelihood score, and ERBB2 score) after starting from different quantities of RNA. Ctl, control; FFPE, formalin-fixed paraffin-embedded; mRNA, messenger RNA; pCR, pathological complete response.

References

    1. Swain S.M., Shastry M., Hamilton E. Targeting HER2-positive breast cancer: advances and future directions. Nat Rev Drug Discov. 2023;22:101–126. - PMC - PubMed
    1. Schettini F., Prat A. Dissecting the biological heterogeneity of HER2-positive breast cancer. Breast. 2021;59:339–350. - PMC - PubMed
    1. Cronin M., Sangli C., Liu M.L., et al. Analytical validation of the Oncotype DX genomic diagnostic test for recurrence prognosis and therapeutic response prediction in node-negative, estrogen receptor–positive breast cancer. Clin Chem. 2007;53:1084–1091. - PubMed
    1. Nielsen T., Wallden B., Schaper C., et al. Analytical validation of the PAM50-based Prosigna Breast Cancer Prognostic Gene Signature Assay and nCounter Analysis System using formalin-fixed paraffin-embedded breast tumor specimens. BMC Cancer. 2014;14:177. - PMC - PubMed
    1. Prat A., Guarneri V., Pascual T., et al. Development and validation of the new HER2DX assay for predicting pathological response and survival outcome in early-stage HER2-positive breast cancer. EBioMedicine. 2022;75 - PMC - PubMed