Characterizing the evolutionary dynamics of cancer proliferation in single-cell clones with SPRINTER

生物 克隆(Java方法) 细胞生长 转移 癌症 基因 遗传学 癌症研究 计算生物学
作者
Olivia Lucas,Sophia Ward,Rija Zaidi,Abigail Bunkum,Alexander M. Frankell,David A. Moore,Mark S. Hill,Wing Kin Liu,Daniele Marinelli,Emilia L. Lim,Sonya Hessey,Cristina Naceur‐Lombardelli,Andrew Rowan,Sukhveer Kaur Purewal-Mann,Hao-Ran Zhai,Michelle Dietzen,Boyue Ding,Gary Royle,Samuel Aparício,Nicholas McGranahan,Mariam Jamal‐Hanjani,Nnennaya Kanu,Charles Swanton,Simone Zaccaria
出处
期刊:Nature Genetics [Nature Portfolio]
被引量:1
标识
DOI:10.1038/s41588-024-01989-z
摘要

Abstract Proliferation is a key hallmark of cancer, but whether it differs between evolutionarily distinct clones co-existing within a tumor is unknown. We introduce the Single-cell Proliferation Rate Inference in Non-homogeneous Tumors through Evolutionary Routes (SPRINTER) algorithm that uses single-cell whole-genome DNA sequencing data to enable accurate identification and clone assignment of S- and G2-phase cells, as assessed by generating accurate ground truth data. Applied to a newly generated longitudinal, primary-metastasis-matched dataset of 14,994 non-small cell lung cancer cells, SPRINTER revealed widespread clone proliferation heterogeneity, orthogonally supported by Ki-67 staining, nuclei imaging and clinical imaging. We further demonstrated that high-proliferation clones have increased metastatic seeding potential, increased circulating tumor DNA shedding and clone-specific altered replication timing in proliferation- or metastasis-related genes associated with expression changes. Applied to previously generated datasets of 61,914 breast and ovarian cancer cells, SPRINTER revealed increased single-cell rates of different genomic variants and enrichment of proliferation-related gene amplifications in high-proliferation clones.
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