ArticleBreast cancer research and treatment2023
Reproducibility and intratumoral heterogeneity of the PAM50 breast cancer assay.
Article in Breast cancer research and treatment, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed, 7 citations in OpenAlex.
- Multi-regional transcriptomics reveals robust consensus subtypes beyond tumor heterogeneity of breast cancer.Translational oncology · 2026Article
- Molecular effects of ovarian stimulation for fertility preservation in breast cancer: a paired-biopsy analysis.ESMO open · 2026Article
- DeepGene-BC: Deep Learning-Based Breast Cancer Subtype Prediction via Somatic Point Mutation Profiles.Cancers · 2026Article
- Integrating bulk and single-cell RNA sequencing reveals intratumor heterogeneity phenotypes and immune infiltration in pancreatic cancer.Discover oncology · 2025Article
- ERCC1/NGFR affects prognosis in basal-like breast cancer.European journal of medical research · 2025Article
- Differences in 21-Gene and PAM50 Recurrence Scores in Younger and Black Women With Breast Cancer.JCO precision oncology · 2024Article
- Disparities in OncotypeDx Testing and Subsequent Chemotherapy Receipt by Geography and Socioeconomic Status.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2024Article
- MicroRNAs as Molecular Biomarkers for the Characterization of Basal-like Breast Tumor Subtype.Biomedicines · 2023Review
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Authors and funding
8 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundThe PAM50 assay is used routinely in clinical practice to determine breast cancer prognosis and management; however, research assessing how technical variation and intratumoral heterogeneity contribute to misclassification and reproducibility of these tests is limited.
methodsWe evaluated the impact of intratumoral heterogeneity on the reproducibility of results for the PAM50 assay by testing RNA extracted from formalin-fixed paraffin embedded breast cancer blocks sampled at distinct spatial locations. Samples were classified according to intrinsic subtype (Luminal A, Luminal B, HER2-enriched, Basal-like, or Normal-like) and risk of recurrence with proliferation score (ROR-P, high, medium, or low). Intratumoral heterogeneity and technical reproducibility (replicate assays on the same RNA) were assessed as percent categorical agreement between paired intratumoral and replicate samples. Euclidean distances between samples, calculated across the PAM50 genes and the ROR-P score, were compared for concordant vs. discordant samples.
resultsTechnical replicates (N = 144) achieved 93% agreement for ROR-P group and 90% agreement on PAM50 subtype. For spatially distinct biological replicates (N = 40 intratumoral replicates), agreement was lower (81% for ROR-P and 76% for PAM50 subtype). The Euclidean distances between discordant technical replicates were bimodal, with discordant samples showing higher Euclidian distance and biologic heterogeneity.
conclusionThe PAM50 assay achieved very high technical reproducibility for breast cancer subtyping and ROR-P, but intratumoral heterogeneity is revealed by the assay in a small proportion of cases.
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