Cancer treatment monitoring using cell-free DNA fragmentomes
Publication date
2024-10-21
Authors
van 't Erve, Iris
Alipanahi, Bahar
Lumbard, Keith
Skidmore, Zachary L.
Rinaldi, Lorenzo
Millberg, Laurel K.
Carey, Jacob
Chesnick, Bryan
Cristiano, Stephen
Portwood, Carter
Editors
Advisors
Supervisors
Document Type
Article
Metadata
Show full item recordCollections
License
cc_by
Abstract
Circulating cell-free DNA (cfDNA) assays for monitoring individuals with cancer typically rely on prior identification of tumor-specific mutations. Here, we develop a tumor-independent and mutation-independent approach (DELFI-tumor fraction, DELFI-TF) using low-coverage whole genome sequencing to determine the cfDNA tumor fraction and validate the method in two independent cohorts of patients with colorectal or lung cancer. DELFI-TF scores strongly correlate with circulating tumor DNA levels (ctDNA) (r = 0.90, p < 0.0001, Pearson correlation) even in cases where mutations are undetectable. DELFI-TF scores prior to therapy initiation are associated with clinical response and are independent predictors of overall survival (HR = 9.84, 95% CI = 1.72-56.10, p < 0.0001). Patients with lower DELFI-TF scores during treatment have longer overall survival (62.8 vs 29.1 months, HR = 3.12, 95% CI 1.62-6.00, p < 0.001) and the approach predicts clinical outcomes more accurately than imaging. These results demonstrate the potential of using cfDNA fragmentomes to estimate tumor burden in cfDNA for treatment response monitoring and clinical outcome prediction.
Keywords
General Chemistry, General Biochemistry,Genetics and Molecular Biology, General Physics and Astronomy
Citation
van 't Erve, I, Alipanahi, B, Lumbard, K, Skidmore, Z L, Rinaldi, L, Millberg, L K, Carey, J, Chesnick, B, Cristiano, S, Portwood, C, Wu, T, Peters, E, Bolhuis, K, Punt, C J A, Tom, J, Bach, P B, Dracopoli, N C, Meijer, G A, Scharpf, R B, Velculescu, V E, Fijneman, R J A & Leal, A 2024, 'Cancer treatment monitoring using cell-free DNA fragmentomes', Nature Communications, vol. 15, no. 1, 8801. https://doi.org/10.1038/s41467-024-53017-7