The tumor microenvironment drives transcriptional phenotypes and their plasticity in metastatic pancreatic cancer

Biology Biology
Cancer Cancer
Cell Atlas Cell Atlas
Computational Methods Computational Methods
Genomics Genomics
Immunology Immunology
Medicine Medicine
Technology Technology
Alex K. Shalek Alex K. Shalek
Andrew Navia Andrew Navia
Jennyfer Galvez-Reyes Jennyfer Galvez-Reyes
Nolawit Mulugeta Nolawit Mulugeta
Peter Winter Peter Winter

Raghavan et al.▾ Raghavan, S.*, Winter, P.S.*, Navia, A.W.*, Williams, H.L.*, DenAdel, A., Kalekar, R.L., Galvez-Reyes, J., Lowder, K.E., Mulugeta, N., Raghavan, M.S., Borah, A.A., Väyrynen, S.A., Costa, A.D., Ng, R.W.S., Wang, J., Reilly, E., Ragon, D.Y., Brais, L.K., Jaeger, A.M., Spurr, L.F., Li, Y.Y., Cherniack, A.D., Wakiro, I., Rotem, A., Johnson, B.E., McFarland, J.M., Sicinska, E.T., Jacks, T.E., Clancy, T.E., Perez, K., Rubinson, D.A., Ng, K., Cleary, J.M., Crawford, L., Manalis, S.R., Nowak, J.A., Wolpin, B.M., Hahn, W.C., Aguirre, A.J., Shalek, A.K.

bioRxiv

September, 2020

Abstract

Bulk transcriptomic studies have defined classical and basal-like gene expression subtypes in pancreatic ductal adenocarcinoma (PDAC) that correlate with survival and response to chemotherapy; however, the underlying mechanisms that govern these subtypes and their heterogeneity remain elusive. Here, we performed single-cell RNA-sequencing of 23 metastatic PDAC needle biopsies and matched organoid models to understand how tumor cell-intrinsic features and extrinsic factors in the tumor microenvironment (TME) shape PDAC cancer cell phenotypes. We identify a novel cancer cell state that co-expresses basal-like and classical signatures, demonstrates upregulation of developmental and KRAS-driven gene expression programs, and represents a transitional intermediate between the basal-like and classical poles. Further, we observe structure to the metastatic TME supporting a model whereby reciprocal intercellular signaling shapes the local microenvironment and influences cancer cell transcriptional subtypes. In organoid culture, we find that transcriptional phenotypes are plastic and strongly skew toward the classical expression state, irrespective of genotype. Moreover, we show that patient-relevant transcriptional heterogeneity can be rescued by supplementing organoid media with factors found in the TME in a subtype-specific manner. Collectively, our study demonstrates that distinct microenvironmental signals are critical regulators of clinically relevant PDAC transcriptional states and their plasticity, identifies the necessity for considering the TME in cancer modeling efforts, and provides a generalizable approach for delineating the cell-intrinsic versus -extrinsic factors that govern tumor cell phenotypes.