Transcriptomic changes underlying EGFR inhibitor resistance in human and mouse models of basal-like breast cancer.
Narmeen S RashidDavid C BoydAmy L OlexJacqueline M GribleAlex K DuongMohammad A AlzubiJulia E AltmanTess J LeftwichAaron D ValentineNicole S HairrEmily K ZborilTimothy M SmithAdam D PfefferleMikhail G DozmorovJ Chuck HarrellPublished in: Scientific reports (2022)
The goals of this study were to identify transcriptomic changes that arise in basal-like breast cancer cells during the development of resistance to epidermal growth factor receptor inhibitors (EGFRi) and to identify drugs that are cytotoxic once EGFRi resistance occurs. Human patient-derived xenografts (PDXs) were grown in immunodeficient mice and treated with a set of EGFRi; the EGFRi erlotinib was selected for more expansive in vivo studies. Single-cell RNA sequencing was performed on mammary tumors from the basal-like PDX WHIM2 that was treated with vehicle or erlotinib for 9 weeks. The PDX was then subjected to long-term erlotinib treatment in vivo. Through serial passaging, an erlotinib-resistant subline of WHIM2 was generated. Bulk RNA-sequencing was performed on parental and erlotinib-resistant tumors. In vitro high-throughput drug screening with > 500 clinically used compounds was performed on parental and erlotinib-resistant cells. Previously published bulk gene expression microarray data from MMTV-Wnt1 tumors were contrasted with the WHIM2 PDX data. Erlotinib effectively inhibited WHIM2 tumor growth for approximately 4 weeks. Compared to untreated cells, single-cell RNA sequencing revealed that a greater proportion of erlotinib-treated cells were in the G1 phase of the cell cycle. Comparison of WHIM2 and MMTV-Wnt1 gene expression data revealed a set of 38 overlapping genes that were differentially expressed in the erlotinib-resistant WHIM2 and MMTV-Wnt1 tumors. Comparison of all three data types revealed five genes that were upregulated across all erlotinib-resistant samples: IL19, KLK7, LCN2, SAA1, and SAA2. Of these five genes, LCN2 was most abundantly expressed in triple-negative breast cancers, and its knockdown restored erlotinib sensitivity in vitro. Despite transcriptomic differences, parental and erlotinib-resistant WHIM2 displayed similar responses to the majority of drugs assessed for cytotoxicity in vitro. This study identified transcriptomic changes arising in erlotinib-resistant basal-like breast cancer. These data could be used to identify a biomarker or develop a gene signature predictive of patient response to EGFRi. Future studies should explore the predictive capacity of these gene signatures as well as how LCN2 contributes to the development of EGFRi resistance.
Keyphrases
- epidermal growth factor receptor
- single cell
- advanced non small cell lung cancer
- rna seq
- tyrosine kinase
- high throughput
- gene expression
- genome wide
- cell proliferation
- cell cycle
- induced apoptosis
- endothelial cells
- big data
- electronic health record
- stem cells
- small cell lung cancer
- metabolic syndrome
- emergency department
- dna methylation
- public health
- breast cancer cells
- type diabetes
- mouse model
- cell death
- machine learning
- signaling pathway
- adipose tissue
- oxidative stress
- smoking cessation
- anti inflammatory
- replacement therapy
- global health