Microenvironment drives cell state, plasticity, and drug response in pancreatic cancer

  • Cancer
  • Computational Methods
  • Genomics
  • Immunology
  • Medicine
  • R&D
  • Technology
  • Peter Winter
  • Andrew Navia
  • Jennyfer Galvez-Reyes
  • Nolawit Mulugeta
  • Alex K. Shalek
  • Raghavan et al.▾
    Raghavan, S.*, Winter, P.S.*, Navia, A.W.*, Williams, H.L.*, DenAdel, A., Lowder, K.E., Galvez-Reyes, J., Kalekar, R.L., Mulugeta, N., Kapner, K.S., Raghavan, M.S., Borah, A.A., Liu, N., Vayrynen, S.A., Costa, A.D., Ng, R.W.S., Wang, J., Hill, E.K., Ragon, D.Y., Brais, L.K., Jaeger, A.M., Spurr, L.F., Li, Y.Y., Cherniack, A.D., Booker, M.A., Cohen, E.F., Tolstorukov, M.Y., Wakiro, I., Rotem, A., Johnson, B.E., McFarland, J.M., Sicinska, E.T., Jacks, T.E., Sullivan, R.J., Shapiro, G.I., 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.#
  • Cell , Volume 184 , Issue 25
  • December, 2021
Cancer
Computational Methods
Genomics
Immunology
Medicine
R&D
Technology
Peter Winter
Andrew Navia
Jennyfer Galvez-Reyes
Nolawit Mulugeta
Alex K. Shalek

Abstract

Prognostically relevant RNA expression states exist in pancreatic ductal adenocarcinoma (PDAC), but our understanding of their drivers, stability, and relationship to therapeutic response is limited. To examine these attributes systematically, we profiled metastatic biopsies and matched organoid models at single-cell resolution. In vivo, we identify a new intermediate PDAC transcriptional cell state and uncover distinct site- and state-specific tumor microenvironments (TMEs). Benchmarking models against this reference map, we reveal strong culture-specific biases in cancer cell transcriptional state representation driven by altered TME signals. We restore expression state heterogeneity by adding back in vivo-relevant factors and show plasticity in culture models. Further, we prove that non-genetic modulation of cell state can strongly influence drug responses, uncovering state-specific vulnerabilities. This work provides a broadly applicable framework for aligning cell states across in vivo and ex vivo settings, identifying drivers of transcriptional plasticity and manipulating cell state to target associated vulnerabilities.

Microenvironment drives cell state, plasticity, and drug response in pancreatic cancer