High-content, cell-by-cell assessment of HER2 overexpression and amplification: a tool for intratumoral heterogeneity detection in breast cancer.
Huu Tuan NguyenDaniel MigliozziBettina BisigLaurence de LevalMartin A M GijsPublished in: Laboratory investigation; a journal of technical methods and pathology (2019)
Immunohistochemistry and fluorescence in situ hybridization are the two standard methods for human epidermal growth factor receptor 2 (HER2) assessment. However, they have severe limitations to assess quantitatively intratumoral heterogeneity (ITH) when multiple subclones of tumor cells co-exist. We develop here a high-content, quantitative analysis of breast cancer tissues based on microfluidic experimentation and image processing, to characterize both HER2 protein overexpression and HER2 gene amplification at the cellular level. The technique consists of performing sequential steps on the same tissue slide: an immunofluorescence (IF) assay using a microfluidic protocol, an elution step for removing the IF staining agents, a standard FISH staining protocol, followed by automated quantitative cell-by-cell image processing. Moreover, ITH is accurately detected in both cluster and mosaic form using an analysis of spatial association and a mathematical model that allows discriminating true heterogeneity from artifacts due to the use of thin tissue sections. This study paves the way to evaluate ITH with high accuracy and content while requiring standard staining methods.
Keyphrases
- single cell
- high throughput
- epidermal growth factor receptor
- cell therapy
- gene expression
- cell proliferation
- transcription factor
- high resolution
- label free
- stem cells
- machine learning
- endothelial cells
- magnetic resonance imaging
- computed tomography
- circulating tumor cells
- young adults
- nucleic acid
- advanced non small cell lung cancer
- amino acid