Liquid footprinting: A novel approach for DNA footprinting using short double-stranded cell-free DNA from plasma
Mueller, J.; Hartwig, C.; Mirko, S.; Lisa, B.; Christopher, A.; Yevhen, V.; Karolina, G.; Sebastian, D. O.; Thorsten, B.; Georg, W. F.; Arndt, v. H.; Kai, S.
Show abstract
The diagnostic potential of short double-stranded cell-free DNA (cfDNA) in blood plasma has not been recognized, yet. Here, we present a method for enrichment of double-stranded cfDNA with an average length of about 40 base pairs from cfDNA for high-throughput DNA sequencing. This class of cfDNA is enriched at gene promoters and binding sites of transcription factors or structural DNA-binding proteins, so that a genome-wide DNA footprint is directly captured from liquid biopsies. In short double-stranded cfDNA from healthy individuals, we found significant enrichment of 203 transcription factor motifs. Additionally, short double-stranded cfDNA signals at specific genomic regions correlate negatively with DNA-methylation, positively with H3K4me3 histone modifications and gene transcription. When comparing short double-stranded cfDNA from patient samples of pancreatic ductal adenocarcinoma with colorectal carcinoma or septic with post-operative controls, we identified 731 and 1,107 differentially enriched loci, respectively. Using these differentially enriched loci, the disease types can be clearly distinguished by principal component analysis demonstrating the diagnostic potential of short double-stranded cfDNA signals as a new class of biomarkers for liquid biopsies.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Chemoenzymatic labeling of DNA methylation patterns for single-molecule epigenetic mapping 95%
- LINE-1 Retrotransposon expression in cancerous, epithelial and neuronal cells revealed by 5'-single cell RNA-Seq 95%
- Extensive long-range polycomb interactions and weak compartmentalization are hallmarks of human neuronal 3D genome 95%
Similar papers in this journal
Similar papers in this journal
- SiRCle (Signature Regulatory Clustering) model integration reveals mechanisms of phenotype regulation in renal cancer 94%
- A multilayered post-GWAS assessment on genetic susceptibility to pancreatic cancer 94%
- Single molecule methylation profiles of cell-free DNA in cancer with nanopore sequencing 94%
Similar papers in this journal
- RAMEN: Dissecting individual, additive and interactive gene-environment contributions to DNA methylome variability in cord blood 95%
- Modeling methyl-sensitive transcription factor motifs with an expanded epigenetic alphabet 94%
- Chromatin Interaction Neural Network (ChINN): A machine learning-based method for predicting chromatin interactions from DNA sequences 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.