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Liquid surrogates of spatial tumor ecosystems

Tian-Gen Chang1,† , Eldad D. Shulman2,† , Eytan Ruppin2,*

1Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD, USA
2Translational Research Institute and Jim and Eleanor Randall Department of Surgery, Cedars-Sinai Medical Center, Los Angeles, CA, USA
These authors contributed equally: Tian-Gen Chang, Eldad D. Shulman
* Correspondence: Eytan Ruppin(Eytan.Ruppin@csmc.edu)

Spatially organized tumor ecosystems leave methylation footprints that are partly detectable in blood.

https://doi.org/10.1038/s41422-026-01270-4

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