Multimodal epigenetic sequencing analysis (MESA) of cell-free DNA for non-invasive colorectal cancer detection

被引:7
作者
Li, Yumei [1 ,2 ]
Xu, Jianfeng [3 ]
Chen, Chaorong [1 ]
Lu, Zhenhai [4 ]
Wan, Desen [4 ]
Li, Diange [5 ]
Li, Jason S. [1 ]
Sorg, Allison J. [3 ]
Roberts, Curt C. [3 ]
Mahajan, Shivani [3 ]
Gallant, Maxime A. [3 ]
Pinkoviezky, Itai [3 ]
Cui, Ya [1 ]
Taggart, David J. [3 ]
Li, Wei [1 ]
机构
[1] Univ Calif Irvine, Sch Med, Dept Biol Chem, Div Computat Biomed, Irvine, CA 92697 USA
[2] Soochow Univ, Sch Biol & Basic Med Sci, Suzhou 215123, Peoples R China
[3] Helio Genom Inc, Irvine, CA 92618 USA
[4] Sun Yat Sen Univ, Guangdong Prov Clin Res Ctr Canc, State Key Lab Oncol South China, Canc Ctr, Guangzhou 510060, Peoples R China
[5] Guangzhou Youze Biol Pharmaceut Technol Co Ltd, Guangzhou 510005, Peoples R China
关键词
Liquid biopsy; Cancer detection; DNA methylation; Nucleosome; Polyadenylation; POLYADENYLATION SITES; TUMOR HETEROGENEITY; PLASMA; METHYLATION; SIGNATURES; LANDSCAPE; CLEAVAGE; POSITION; DATABASE;
D O I
10.1186/s13073-023-01280-6
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
BackgroundDetecting human cancers through cell-free DNA (cfDNA) in blood is a sensitive and non-invasive option. However, capturing multiple forms of epigenetic information remains a technical and financial challenge.MethodsTo address this, we developed multimodal epigenetic sequencing analysis (MESA), a flexible and sensitive approach to capturing and integrating a diverse range of epigenetic features in cfDNA using a single experimental assay, i.e., non-disruptive bisulfite-free methylation sequencing, such as Enzymatic Methyl-seq. MESA enables simultaneous inference of four epigenetic modalities: cfDNA methylation, nucleosome occupancy, nucleosome fuzziness, and windowed protection score for regions surrounding gene promoters and polyadenylation sites.ResultsWhen applied to 690 cfDNA samples from 3 colorectal cancer clinical cohorts, MESA's novel modalities, which include nucleosome fuzziness, and genomic features, including polyadenylation sites, improve cancer detection beyond the traditional epigenetic markers of promoter DNA methylation.ConclusionsTogether, MESA stands as a major advancement in the field by utilizing comprehensive and complementary epigenetic profiles of cfDNA for effective non-invasive cancer detection.
引用
收藏
页数:16
相关论文
共 68 条
[21]   Epigenomic and RNA structural correlates of polyadenylation [J].
Khaladkar, Mugdha ;
Smyda, Mark ;
Hannenhalli, Sridhar .
RNA BIOLOGY, 2011, 8 (03) :529-537
[22]   Feature Selection with the Boruta Package [J].
Kursa, Miron B. ;
Rudnicki, Witold R. .
JOURNAL OF STATISTICAL SOFTWARE, 2010, 36 (11) :1-13
[23]  
Lambert N, 2019, ANN ONCOL, V30
[24]   Detection of Chromosomal Alterations in the Circulation of Cancer Patients with Whole-Genome Sequencing [J].
Leary, Rebecca J. ;
Sausen, Mark ;
Kinde, Isaac ;
Papadopoulos, Nickolas ;
Carpten, John D. ;
Craig, David ;
O'Shaughnessy, Joyce ;
Kinzler, Kenneth W. ;
Parmigiani, Giovanni ;
Vogelstein, Bert ;
Diaz, Luis A., Jr. ;
Velculescu, Victor E. .
SCIENCE TRANSLATIONAL MEDICINE, 2012, 4 (162)
[25]   Shortening of 3′UTRs Correlates with Poor Prognosis in Breast and Lung Cancer [J].
Lembo, Antonio ;
Di Cunto, Ferdinando ;
Provero, Paolo .
PLOS ONE, 2012, 7 (02)
[26]   The Sequence Alignment/Map format and SAMtools [J].
Li, Heng ;
Handsaker, Bob ;
Wysoker, Alec ;
Fennell, Tim ;
Ruan, Jue ;
Homer, Nils ;
Marth, Gabor ;
Abecasis, Goncalo ;
Durbin, Richard .
BIOINFORMATICS, 2009, 25 (16) :2078-2079
[27]  
Li H, 2009, BIOINFORMATICS, V25, P1094, DOI [10.1093/bioinformatics/btp100, 10.1093/bioinformatics/btp324]
[28]   BSMAP: whole genome bisulfite sequence MAPping program [J].
Li, Yuanxin ;
Li, Wei .
BMC BIOINFORMATICS, 2009, 10
[29]  
Li Yumei, 2022, Zenodo, DOI 10.5281/ZENODO.6812875
[30]  
Li Yumei, 2023, EGAS00001006462, Eur Genome-phenome Arch