iScienceBioinformaticsPeer-reviewed journal article
LiquidCNA: tracking subclonal evolution from longitudinal liquid biopsies using somatic copy number alterations
Eszter LakatosiD, Helen HockingsiD, Maximilian MossneriD, Weini HuangiD, Michelle LockleyiD, Trevor A. GrahamiD
Abstract
Cell-free DNA (cfDNA) measured via liquid biopsies provides a way for minimally-invasive monitoring of tumour evolutionary dynamics during therapy. Here we present liquidCNA, a method to track subclonal evolution from longitudinally collected cfDNA samples based on somatic copy number alterations (SCNAs). LiquidCNA utilises SCNA profiles derived through cost-effective low-pass whole genome sequencing to automatically and simultaneously genotype and quantify the size of the dominant subclone without requiring prior knowledge of the genetic identity of the emerging clone. We demonstrate the accuracy of liquidCNA in synthetically generated sample sets and in vitro and in silico mixtures of cancer cell lines. Application in vivo in patients with metastatic lung cancer reveals the progressive emergence of a novel tumour sub-population. LiquidCNA is straightforward to use, computationally inexpensive and enables continuous monitoring of subclonal evolution to understand and control therapy-induced resistance.
- organism: human
- assay: whole-genome sequencing
- research focus: trajectory inference
- research focus: variant calling
- research focus: benchmarking
- approach: statistical model
- Citations
- 13
- FWCI
- 0.70
- Field percentile
- top 42%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Minimally invasive monitoring of clonal evolution through integrated single cell and ctDNA analysis
Farhia Kabeer, Matteo Lepur, … Andrew J. L. Roth·bioRxiv·Aug 19, 2026
- Nanopore sequencing from liquid biopsy: analysis of copy number variations from cell-free DNA of lung cancer patients
F. Martignano, S. Crucitta, … S. G. Conticello·Molecular CancerPeer-reviewed·Dec 1, 2021
- A statistical learning method for simultaneous copy number estimation and subclone clustering with single cell sequencing data
Fei Qin, Guoshuai Cai, … Feifei Xiao·Genome ResearchPeer-reviewed·Jan 1, 2024
- Profiling copy number alterations in cell-free tumour DNA using a single-reference
Alan J. Robertson, Qinying Xu, … Lachlan Coin·bioRxiv·Mar 28, 2018
- Cancer subclone detection based on DNA copy number in single cell and spatial omic sequencing data
Chi-Yun Wu, Jiazhen Rong, … Nancy Ruonan Zhang·Nature MethodsPeer-reviewed·Sep 1, 2025
- Sensitive detection of tumor mutations from blood and its application to immunotherapy prognosis
Shuo Li, Zorawar Singh Noor, … Xianghong Jasmine Zhou·Nature CommunicationsPeer-reviewed·Jul 7, 2021