Inducible, split base editors for in vivo cancer functional genomics
nature biotechnology
Article
https://doi.org/10.1038/s41587-026-03077-5
Inducible, split base editors for in vivo cancer
functional genomics
Received: 27 January 2025
Accepted: 3 March 2026
Published online: xx xx xxxx
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Diqiu Ren1,2,3,15, Shangshang Wang3,4,15, Keisuke Yamada 1,2,3,5,6,7, Yuqiao Liu 1,2,3,
Robert Hapke3,4,8, Aktan Alpsoy 9, Yugong Ho10, Canjing Zhang1,2,3, Yemin Lan2,
Shuo Zhang2, Joseph P. Milazzo9, Ruchi Lohia 1,2,3, Kiara N. Berríos5,
Yongjun Li 11, Evan W. Weber3,8,12,13, Qin Li10, Christopher R. Vakoc 9,
Andy J. Minn3,4,13,14 , Rahul M. Kohli 2,5,6 & Junwei Shi 1,2,3,13
Cancer functional genomics using CRISPR base editors (BEs) holds
great promise for molecular characterization and new target discovery.
However, traditional BEs, using intact DNA deaminases as mutators, are
often constrained by limited control and nonspecific toxicities. Here we
developed a small-molecule-controllable system using split-engineered BEs
(seBEs). By placing deaminase activity under small-molecule control, seBEs
significantly reduced cellular toxicity and enabled robust and inducible
in vivo functional genomics screens. High-density seBE genetic screens using
~11,000 single guide RNAs in vitro and ~3,700 single guide RNAs in vivo reveal
known and previously unknown loss-of-function and dominant-negative
mutations in cancer therapeutic targets. A deeper tiling seBE screen against
Adar1, a key mediator in cancer immunotherapy, reveals critical residues
within functional domains that show no phenotype in vitro but distinctively
elicit non-cell-autonomous cancer dependencies in vivo. Overall, our seBE
system offers a generalizable, controllable and highly efficient method to
systematically identify key residues in cancer functional genomics.
Functional genomics in cancer is a powerful approach for identifying
the specific roles of genes critical for tumor development, maintenance and progression1–4. These genetic screens link genetic perturbations to the quantitative analysis of cancer phenotypes using deep
sequencing, enabling high-throughput dissection of therapeutic target genes. CRISPR functional genetic screens, conducted either in vitro
or in vivo, help reveal both cell-autonomous and non-cell-autonomous
cancer dependencies 5–12 and have been widely used for target
identification at scale11,12. Crucial regions or residues of the target
gene are typically then identified with follow-up molecular biology or
biochemical approaches13–17; however, such approaches pose technical
challenges with in vivo disease models. Recently, CRISPR base editors
(BEs) have expanded functional genomic screens by enabling efficient
and high-throughput molecular and mechanistic studies. BEs combine
programmable catalytically compromised Cas proteins with cytosine
or adenine deaminases to enable targeted nucleotide conversion18–23.
Department of Cancer Biology, University of Pennsylvania, Philadelphia, PA, USA. 2Epigenetics Institute, University of Pennsylvania, Philadelphia, PA,
USA. 3Abramson Family Cancer Research Institute, University of Pennsylvania, Philadelphia, PA, USA. 4Department of Radiation Oncology, University
of Pennsylvania, Philadelphia, PA, USA. 5Department of Medicine, University of Pennsylvania, Philadelphia, PA, USA. 6Department of Biochemistry and
Biophysics, University of Pennsylvania, Philadelphia, PA, USA. 7Department of Bioengineering, University of Pennsylvania, Philadelphia, PA, USA. 8Center
for Cellular and Molecular Therapeutics, Children’s Hospital of Philadelphia, Philadelphia, PA, USA. 9Cold Spring Harbor Laboratory, Cold Spring Harbor,
New York, NY, USA. 10Department of Genetics, University of Pennsylvania, Philadelphia, PA, USA. 11Department of Biology, University of Pennsylvania,
Philadelphia, PA, USA. 12Department of Pediatrics, University of Pennsylvania, Philadelphia, PA, USA. 13Mark Foundation Center for Immunotherapy,
Immune Signaling, and Radiation, University of Pennsylvania, Philadelphia, PA, USA. 14Present address: Immuno-Oncology Program, Memorial Sloan
Kettering Cancer Center, New York, NY, USA. 15These authors contributed equally: Diqiu Ren, Shangshang Wang.
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Nature Biotechnology
Article
https://doi.org/10.1038/s41587-026-03077-5
We hypothesized that intact DNA deaminases, acting as mutators,
contribute to cellular toxicity and that controllable deaminases could
overcome these limitations. In prior work, we demonstrated that the
DNA deaminases in BEs can be split into two inactive portions that can
be conditionally reconstituted with rapamycin (Rap)45. To first investigate BE toxicity, we performed proliferation competition assays with
single-copy viral integration to evaluate various BE configurations
relevant for functional genetic screening. RN2 cells46, a genetically
engineered mouse model of leukemia, were transduced with one of
three constructs: a Cas9 nickase (nCas9), traditional BE4max with an
intact evoA1 deaminase or seBE derived from BE4max. Each construct
was linked to mCherry, allowing longitudinal tracking of the BE+ population via flow cytometry relative to nontransduced cells (Fig. 1a,b). We
observed that the nCas9+ population remained stable, whereas the
intact BE+ population showed significant and continuous depletion
(Fig. 1a), indicating persistent toxicity even under single-copy lentiviral
expression. By contrast, the seBE+ population, with or without Rap treatment, remained stable over time (Fig. 1b), indicating that controlling
deaminase activity could mitigate proliferation-related cellular toxicity.
We confirmed these findings in an independent B16 mouse melanoma
model (Supplementary Fig. 1). Cell cycle and cell death analyses further
revealed increased apoptosis and reduced S-phase populations in intact
BE compared to seBE conditions, consistent with growth-inhibitory
toxicity (Fig. 1c and Supplementary Fig. 2).
To further assess BE-associated transcriptional toxicity, we performed RNA sequencing (RNA-seq) on transduced cells in the absence
of targeting sgRNAs. Principal component analysis revealed close
clustering of nCas9, catalytically mutated intact BE and seBE, which
were separated from the intact BE groups in the first principal component (Supplementary Fig. 3a). Differential gene expression analysis
showed that intact BE perturbed 1,307 genes relative to nCas9 and 951
genes relative to the catalytic mutant at an absolute log2 (fold change)
(LFC) of >0.5 and adjusted P value of <0.05 (Fig. 1d). By contrast, seBE
caused minimal transcriptional perturbation, altering 271 genes relative to nCas9 and 4 genes relative to the catalytic mutant, and with no
detectable changes following Rap addition (Fig. 1d and Supplementary
Fig. 3b). Consistent with findings from a prior doxycycline-inducible
BE system44, no significant differences in C>U or A<G RNA editing
were observed between intact BE and seBE under low-transduction
conditions (Supplementary Fig. 4). These findings suggest (...truncated)