Single-cell decoding of drug induced transcriptomic reprogramming in triple negative breast cancers Journal Article


Authors: Kabeer, F.; Tran, H.; Andronescu, M.; Singh, G.; Lee, H.; Salehi, S.; Wang, B.; Biele, J.; Brimhall, J.; Gee, D.; Cerda, V.; O’Flanagan, C.; Algara, T.; Kono, T.; Beatty, S.; Zaikova, E.; Lai, D.; Lee, E.; Moore, R.; Mungall, A. J.; IMAXT Consortium; Williams, M. J.; Roth, A.; Campbell, K. R.; Shah, S. P.; Aparicio, S.
Article Title: Single-cell decoding of drug induced transcriptomic reprogramming in triple negative breast cancers
Abstract: Background: The encoding of cell intrinsic drug resistance states in breast cancer reflects the contributions of genomic and non-genomic variations and requires accurate estimation of clonal fitness from co-measurement of transcriptomic and genomic data. Somatic copy number (CN) variation is the dominant mutational mechanism leading to transcriptional variation and notably contributes to platinum chemotherapy resistance cell states. Here, we deploy time series measurements of triple negative breast cancer (TNBC) single-cell transcriptomes, along with co-measured single-cell CN fitness, identifying genomic and transcriptomic mechanisms in drug-associated transcriptional cell states. Results: We present scRNA-seq data (53,641 filtered cells) from serial passaging TNBC patient-derived xenograft (PDX) experiments spanning 2.5 years, matched with genomic single-cell CN data from the same samples. Our findings reveal distinct clonal responses within TNBC tumors exposed to platinum. Clones with high drug fitness undergo clonal sweeps and show subtle transcriptional reversion, while those with weak fitness exhibit dynamic transcription upon drug withdrawal. Pathway analysis highlights convergence on epithelial-mesenchymal transition and cytokine signaling, associated with resistance. Furthermore, pseudotime analysis demonstrates hysteresis in transcriptional reversion, indicating generation of new intermediate transcriptional states upon platinum exposure. Conclusions: Within a polyclonal tumor, clones with strong genotype-associated fitness under platinum remained fixed, minimizing transcriptional reversion upon drug withdrawal. Conversely, clones with weaker fitness display non-genomic transcriptional plasticity. This suggests CN-associated and CN-independent transcriptional states could both contribute to platinum resistance. The dominance of genomic or non-genomic mechanisms within polyclonal tumors has implications for drug sensitivity, restoration, and re-treatment strategies. © The Author(s) 2024.
Keywords: genetics; antineoplastic agents; antineoplastic agent; mouse; animal; animals; mice; drug effect; drug resistance; drug resistance, neoplasm; gene expression regulation; gene expression regulation, neoplastic; drug therapy; transcriptome; dna copy number variations; epithelial-mesenchymal transition; copy number variation; triple negative breast cancer; single cell analysis; single-cell analysis; epithelial mesenchymal transition; pdx; humans; human; female; triple negative breast neoplasms; single-cell rna sequencing; cisplatin treatment; clone aware analysis; dlp+ single-cell sequencing; in-cis/in-trans genes; sensitive/resistant clones
Journal Title: Genome Biology
Volume: 25
ISSN: 1465-6906
Publisher: Biomed Central Ltd  
Date Published: 2024-07-18
Start Page: 191
Language: English
DOI: 10.1186/s13059-024-03318-3
PUBMED: 39026273
PROVIDER: scopus
PMCID: PMC11256464
DOI/URL:
Notes: Article -- Source: Scopus
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  1. Sohrab Prakash Shah
    86 Shah
  2. Sohrab Salehi
    8 Salehi