Rxivist logo

Massively parallel phenotyping of variant impact in cancer with Perturb-seq reveals a shift in the spectrum of cell states induced by somatic mutations

By Oana Ursu, James T Neal, Emily Shea, Pratiksha I. Thakore, Livnat Jerby-Arnon, Lan Nguyen, Danielle Dionne, Celeste Diaz, Julia Bauman, Mariam Mosaad, Christian Fagre, Andrew Giacomelli, Seav Huong Ly, Orit Rozenblatt-Rosen, William Hahn, Andrew Aguirre, Alice Berger, Aviv Regev, Jesse S. Boehm

Posted 17 Nov 2020
bioRxiv DOI: 10.1101/2020.11.16.383307

Genome sequencing studies have identified millions of somatic variants in cancer, but their phenotypic impact remains challenging to predict. Current experimental approaches to distinguish between functionally impactful and neutral variants require customized phenotypic assays that often report on average effects, and are not easily scaled. Here, we develop a generalizable, high-dimensional, and scalable approach to functionally assess variant impact in single cells by pooled Perturb-seq. Specifically, we assessed the impact of 200 TP53 and KRAS variants in >300,000 single lung cancer cells, and used the profiles to categorize variants into phenotypic subsets to distinguish gain-of-function, loss-of-function and dominant negative variants, which we validated by comparison to orthogonal assays. Surprisingly, KRAS variants did not merely fit into discrete functional categories, but rather spanned a continuum of gain-of-function phenotypes driven by quantitative shifts in cell composition at the single cell level. We further discovered novel gain-of-function KRAS variants whose impact could not have been predicted solely by their occurrence in patient samples. Our work provides a scalable, gene-agnostic method for coding variant impact phenotyping, which can be applied in cancer and other diseases driven by somatic or germline coding mutations. ### Competing Interest Statement A.R. is a founder and equity holder of Celsius Therapeutics, an equity holder in Immunitas Therapeutics and until July 31, 2020 was an SAB member of Syros Pharmaceuticals, Neogene Therapeutics, Asimov and ThermoFisher Scientific. From August 1, 2020, A.R. is an employee of Genentech. W.C.H. is a consultant for ThermoFisher, Solvasta Ventures, MPM Capital, KSQ Therapeutics, iTeos, Tyra Biosciences, Frontier Medicine, Jubilant Therapeutics and Paraxel. A.O.G. is a shareholder of 10x Genomics. A.R., P.T., J.T.N, J.B. and O.U. are named co-inventors on a patent application related to sc-eVIP (US20200283843A1).

Download data

  • Downloaded 2,007 times
  • Download rankings, all-time:
    • Site-wide: 7,374
    • In genomics: 799
  • Year to date:
    • Site-wide: 2,675
  • Since beginning of last month:
    • Site-wide: 2,361

Altmetric data


Downloads over time

Distribution of downloads per paper, site-wide


PanLingua

Sign up for the Rxivist weekly newsletter! (Click here for more details.)


News