Principal Investigator

Wenyuan
Li
Awardee Organization

University Of California Los Angeles
United States

Fiscal Year
2021
Activity Code
U01
Early Stage Investigator Grants (ESI)
Not Applicable
Project End Date

Informatics resources for liquid biopsy research

A liquid biopsy is a non-invasive alternative to surgical biopsies which enables doctors to discover a range of information about a tumor through non-solid biological tissue, primarily blood. cell-free DNA (cfDNA) in human blood has emerged as an ideal source of genetic information for cancer detection and monitoring. cfDNA fragments are released by dying cells into the blood stream, including circulating tumor DNA that are released by tumor cells. In principle, tumor cfDNA contains genetic and epigenetic alterations identical to the tumor cells they originate from. These molecular alterations include (but not limited to) single nucleotide variations (SNV), structural variations, copy number variations, and DNA methylation changes. Next generation sequencing has been extensively used in “liquid biopsy” for targeted or genome-wide profiling of cfDNA. Given the inherent nature of cfDNA as a mixture of DNA fragments released from all possible cells in the body, and given the demand of sensitivity and specificity in detecting the tiny fraction of the ctDNA, specific bioinformatics tools are needed. However, currently no user-friendly and comprehensive bioinformatics tools exist to facilitate information extraction from cfDNA sequencing data. Given the enormous potential of cfDNAbased liquid biopsy in personalized medicine, this is an urgent demand to match. This proposal aims to match this need. Specifically, we will develop R-workflows for the analysis of cfDNA genomic and epigenomic sequencing data. We will extensively document the software toolkit, and provide detailed online manual so that non-expert users can easily learn and use all its functionalities.

Publications

  • Li S, Zeng W, Ni X, Zhou Y, Stackpole ML, Noor ZS, Yuan Z, Neal A, Memarzadeh S, Garon EB, Dubinett SM, Li W, Zhou XJ. cfTrack: A Method of Exome-Wide Mutation Analysis of Cell-free DNA to Simultaneously Monitor the Full Spectrum of Cancer Treatment Outcomes Including MRD, Recurrence, and Evolution. Clinical cancer research : an official journal of the American Association for Cancer Research. 2022 May 2;28(9):1841-1853. PMID: 35149536
  • Del Vecchio G, Li Q, Li W, Thamotharan S, Tosevska A, Morselli M, Sung K, Janzen C, Zhou X, Pellegrini M, Devaskar SU. Cell-free DNA Methylation and Transcriptomic Signature Prediction of Pregnancies with Adverse Outcomes. Epigenetics. 2021 Jun;16(6):642-661. Epub 2020 Oct 13. PMID: 33045922
  • Chen P, Li S, Li W, Ren J, Sun F, Liu R, Zhou XJ. Rapid diagnosis and comprehensive bacteria profiling of sepsis based on cell-free DNA. Journal of translational medicine. 2020 Jan 6;18(1):5. PMID: 31906978
  • Li S, Zeng W, Ni X, Liu Q, Li W, Stackpole ML, Zhou Y, Gower A, Krysan K, Ahuja P, Lu DS, Raman SS, Hsu W, Aberle DR, Magyar CE, French SW, Han SB, Garon EB, Agopian VG, Wong WH, Dubinett SM, Zhou XJ. Comprehensive tissue deconvolution of cell-free DNA by deep learning for disease diagnosis and monitoring. Proceedings of the National Academy of Sciences of the United States of America. 2023 Jul 11;120(28):e2305236120. Epub 2023 Jul 3. PMID: 37399400
  • Li W, Zhou XJ. Methylation extends the reach of liquid biopsy in cancer detection. Nature reviews. Clinical oncology. 2020 Nov;17(11):655-656. PMID: 32732909
  • An Q, Hu Y, Li Q, Chen X, Huang J, Pellegrini M, Zhou XJ, Rettig M, Fan G. The size of cell-free mitochondrial DNA in blood is inversely correlated with tumor burden in cancer patients. Precision clinical medicine. 2019 Sep;2(3):131-139. Epub 2019 Oct 1. PMID: 31598384
  • Hu R, Zhou XJ, Li W. Computational Analysis of High-Dimensional DNA Methylation Data for Cancer Prognosis. Journal of computational biology : a journal of computational molecular cell biology. 2022 Aug;29(8):769-781. Epub 2022 Jun 6. PMID: 35671506
  • Stackpole ML, Zeng W, Li S, Liu CC, Zhou Y, He S, Yeh A, Wang Z, Sun F, Li Q, Yuan Z, Yildirim A, Chen PJ, Winograd P, Tran B, Lee YT, Li PS, Noor Z, Yokomizo M, Ahuja P, Zhu Y, Tseng HR, Tomlinson JS, Garon E, French S, Magyar CE, Dry S, Lajonchere C, Geschwind D, Choi G, Saab S, Alber F, Wong WH, Dubinett SM, Aberle DR, Agopian V, Han SB, Ni X, Li W, Zhou XJ. Cost-effective methylome sequencing of cell-free DNA for accurately detecting and locating cancer. Nature communications. 2022 Sep 29;13(1):5566. PMID: 36175411
  • Kadara H, Tran LM, Liu B, Vachani A, Li S, Sinjab A, Zhou XJ, Dubinett SM, Krysan K. Early Diagnosis and Screening for Lung Cancer. Cold Spring Harbor perspectives in medicine. 2021 Sep 1;11. (9). PMID: 34001525
  • Li S, Noor ZS, Zeng W, Stackpole ML, Ni X, Zhou Y, Yuan Z, Wong WH, Agopian VG, Dubinett SM, Alber F, Li W, Garon EB, Zhou XJ. Sensitive detection of tumor mutations from blood and its application to immunotherapy prognosis. Nature communications. 2021 Jul 7;12(1):4172. PMID: 34234141
  • Li S, Hu R, Small C, Kang TY, Liu CC, Zhou XJ, Li W. cfSNV: a software tool for the sensitive detection of somatic mutations from cell-free DNA. Nature protocols. 2023 May;18(5):1563-1583. Epub 2023 Feb 27. PMID: 36849599