TY - JOUR
T1 - Enhanced detection of circulating tumor DNA by fragment size analysis
AU - Mouliere, Florent
AU - Chandrananda, Dineika
AU - Piskorz, Anna M.
AU - Moore, Elizabeth K.
AU - Morris, James
AU - Ahlborn, Lise Barlebo
AU - Mair, Richard
AU - Goranova, Teodora
AU - Marass, Francesco
AU - Heider, Katrin
AU - Wan, Jonathan C. M.
AU - Supernat, Anna
AU - Hudecova, Irena
AU - Gounaris, Ioannis
AU - Ros, Susana
AU - Jimenez-Linan, Mercedes
AU - Garcia-Corbacho, Javier
AU - Patel, Keval
AU - Østrup, Olga
AU - Murphy, Suzanne
AU - Eldridge, Matthew D.
AU - Gale, Davina
AU - Stewart, Grant D.
AU - Burge, Johanna
AU - Cooper, Wendy N.
AU - van der Heijden, Michiel S.
AU - Massie, Charles E.
AU - Watts, Colin
AU - Corrie, Pippa
AU - Pacey, Simon
AU - Brindle, Kevin M.
AU - Baird, Richard D.
AU - Mau-Sørensen, Morten
AU - Parkinson, Christine A.
AU - Smith, Christopher G.
AU - Brenton, James D.
AU - Rosenfeld, Nitzan
PY - 2018/11/7
Y1 - 2018/11/7
N2 - Existing methods to improve detection of circulating tumor DNA (ctDNA) have focused on genomic alterations but have rarely considered the biological properties of plasma cell-free DNA (cfDNA). We hypothesized that differences in fragment lengths of circulating DNA could be exploited to enhance sensitivity for detecting the presence of ctDNA and for noninvasive genomic analysis of cancer. We surveyed ctDNA fragment sizes in 344 plasma samples from 200 patients with cancer using low-pass whole-genome sequencing (0.4×). To establish the size distribution of mutant ctDNA, tumor-guided personalized deep sequencing was performed in 19 patients. We detected enrichment of ctDNA in fragment sizes between 90 and 150 bp and developed methods for in vitro and in silico size selection of these fragments. Selecting fragments between 90 and 150 bp improved detection of tumor DNA, with more than twofold median enrichment in >95% of cases and more than fourfold enrichment in >10% of cases. Analysis of size-selected cfDNA identified clinically actionable mutations and copy number alterations that were otherwise not detected. Identification of plasma samples from patients with advanced cancer was improved by predictive models integrating fragment length and copy number analysis of cfDNA, with area under the curve (AUC) >0.99 compared to AUC <0.80 without fragmentation features. Increased identification of cfDNA from patients with glioma, renal, and pancreatic cancer was achieved with AUC > 0.91 compared to AUC < 0.5 without fragmentation features. Fragment size analysis and selective sequencing of specific fragment sizes can boost ctDNA detection and could complement or provide an alternative to deeper sequencing of cfDNA.
AB - Existing methods to improve detection of circulating tumor DNA (ctDNA) have focused on genomic alterations but have rarely considered the biological properties of plasma cell-free DNA (cfDNA). We hypothesized that differences in fragment lengths of circulating DNA could be exploited to enhance sensitivity for detecting the presence of ctDNA and for noninvasive genomic analysis of cancer. We surveyed ctDNA fragment sizes in 344 plasma samples from 200 patients with cancer using low-pass whole-genome sequencing (0.4×). To establish the size distribution of mutant ctDNA, tumor-guided personalized deep sequencing was performed in 19 patients. We detected enrichment of ctDNA in fragment sizes between 90 and 150 bp and developed methods for in vitro and in silico size selection of these fragments. Selecting fragments between 90 and 150 bp improved detection of tumor DNA, with more than twofold median enrichment in >95% of cases and more than fourfold enrichment in >10% of cases. Analysis of size-selected cfDNA identified clinically actionable mutations and copy number alterations that were otherwise not detected. Identification of plasma samples from patients with advanced cancer was improved by predictive models integrating fragment length and copy number analysis of cfDNA, with area under the curve (AUC) >0.99 compared to AUC <0.80 without fragmentation features. Increased identification of cfDNA from patients with glioma, renal, and pancreatic cancer was achieved with AUC > 0.91 compared to AUC < 0.5 without fragmentation features. Fragment size analysis and selective sequencing of specific fragment sizes can boost ctDNA detection and could complement or provide an alternative to deeper sequencing of cfDNA.
UR - https://doi.org/10.1126/scitranslmed.aat4921
U2 - 10.1126/scitranslmed.aat4921
DO - 10.1126/scitranslmed.aat4921
M3 - Article
SN - 1946-6234
VL - 10
SP - 1
EP - 13
JO - Science Translational Medicine
JF - Science Translational Medicine
IS - 466
ER -