Deciphering the Biology of Circulating Tumor Cells through Single-Cell RNA Sequencing: Implications for Precision Medicine in Cancer

被引:13
作者
Orrapin, Santhasiri [1 ]
Thongkumkoon, Patcharawadee [1 ]
Udomruk, Sasimol [1 ,2 ]
Moonmuang, Sutpirat [1 ]
Sutthitthasakul, Songphon [1 ]
Yongpitakwattana, Petlada [1 ]
Pruksakorn, Dumnoensun [1 ,2 ,3 ]
Chaiyawat, Parunya [1 ,2 ]
机构
[1] Chiang Mai Univ, Fac Med, Ctr Multidisciplinary Technol Adv Med CMUTEAM, Chiang Mai 50200, Thailand
[2] Chiang Mai Univ, Fac Med, Musculoskeletal Sci & Translat Res MSTR Ctr, Chiang Mai 50200, Thailand
[3] Chiang Mai Univ, Fac Med, Dept Orthoped, Chiang Mai 50200, Thailand
关键词
circulating tumor cells; tumor heterogeneity; single-cell RNA and transcriptome sequencing; personalized and precision medicine; metastasis; drug resistance; SEQ DATA; PHASE-I; MESENCHYMAL TRANSITION; SPATIAL HETEROGENEITY; PAN-PI3K INHIBITOR; KINASE INHIBITOR; PROGNOSTIC VALUE; BLOOD; ENRICHMENT; EXPRESSION;
D O I
10.3390/ijms241512337
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Circulating tumor cells (CTCs) hold unique biological characteristics that directly involve them in hematogenous dissemination. Studying CTCs systematically is technically challenging due to their extreme rarity and heterogeneity and the lack of specific markers to specify metastasis-initiating CTCs. With cutting-edge technology, single-cell RNA sequencing (scRNA-seq) provides insights into the biology of metastatic processes driven by CTCs. Transcriptomics analysis of single CTCs can decipher tumor heterogeneity and phenotypic plasticity for exploring promising novel therapeutic targets. The integrated approach provides a perspective on the mechanisms underlying tumor development and interrogates CTCs interactions with other blood cell types, particularly those of the immune system. This review aims to comprehensively describe the current study on CTC transcriptomic analysis through scRNA-seq technology. We emphasize the workflow for scRNA-seq analysis of CTCs, including enrichment, single cell isolation, and bioinformatic tools applied for this purpose. Furthermore, we elucidated the translational knowledge from the transcriptomic profile of individual CTCs and the biology of cancer metastasis for developing effective therapeutics through targeting key pathways in CTCs.
引用
收藏
页数:25
相关论文
共 170 条
[1]   Circulating tumour cells: a broad perspective [J].
Akpe, Victor ;
Kim, Tak H. ;
Brown, Christopher L. ;
Cock, Ian E. .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2020, 17 (168)
[2]   Tumor cells circulate in the peripheral blood of all major carcinomas but not in healthy subjects or patients with nonmalignant diseases [J].
Allard, WJ ;
Matera, J ;
Miller, MC ;
Repollet, M ;
Connelly, MC ;
Rao, C ;
Tibbe, AGJ ;
Uhr, JW ;
Terstappen, LWMM .
CLINICAL CANCER RESEARCH, 2004, 10 (20) :6897-6904
[3]   Circulating Tumor Cell Clusters: United We Stand Divided We Fall [J].
Amintas, Samuel ;
Bedel, Aurelie ;
Moreau-Gaudry, Francois ;
Boutin, Julian ;
Buscail, Louis ;
Merlio, Jean-Philippe ;
Vendrely, Veronique ;
Dabernat, Sandrine ;
Buscail, Etienne .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2020, 21 (07)
[4]   EMT: 2016 [J].
Angela Nieto, M. ;
Huang, Ruby Yun-Ju ;
Jackson, Rebecca A. ;
Thiery, Jean Paul .
CELL, 2016, 166 (01) :21-45
[5]   Therapeutic Targeting of SPINK1-Positive Prostate Cancer [J].
Ateeq, Bushra ;
Tomlins, Scott A. ;
Laxman, Bharathi ;
Asangani, Irfan A. ;
Cao, Qi ;
Cao, Xuhong ;
Li, Yong ;
Wang, Xiaoju ;
Feng, Felix Y. ;
Pienta, Kenneth J. ;
Varambally, Sooryanarayana ;
Chinnaiyan, Arul M. .
SCIENCE TRANSLATIONAL MEDICINE, 2011, 3 (72)
[6]   Dimensionality reduction for visualizing single-cell data using UMAP [J].
Becht, Etienne ;
McInnes, Leland ;
Healy, John ;
Dutertre, Charles-Antoine ;
Kwok, Immanuel W. H. ;
Ng, Lai Guan ;
Ginhoux, Florent ;
Newell, Evan W. .
NATURE BIOTECHNOLOGY, 2019, 37 (01) :38-+
[7]   An integrated flow cytometry-based platform for isolation and molecular characterization of circulating tumor single cells and clusters [J].
Bhagwat, Neha ;
Dulmage, Keely ;
Pletcher, Charles H., Jr. ;
Wang, Ling ;
DeMuth, William ;
Sen, Moen ;
Balli, David ;
Yee, Stephanie S. ;
Sa, Silin ;
Tong, Frances ;
Yu, Liping ;
Moore, Jonni S. ;
Stanger, Ben Z. ;
Dixon, Eric P. ;
Carpenter, Erica L. .
SCIENTIFIC REPORTS, 2018, 8
[8]   Xenograft and organoid model systems in cancer research [J].
Bleijs, Margit ;
van de Wetering, Marc ;
Clevers, Hans ;
Drost, Jarno .
EMBO JOURNAL, 2019, 38 (15)
[9]   EMT in cancer [J].
Brabletz, Thomas ;
Kalluri, Raghu ;
Angela Nieto, M. ;
Weinberg, Robert A. .
NATURE REVIEWS CANCER, 2018, 18 (02) :128-+
[10]   Analysis of circulating breast cancer cell heterogeneity and interactions with peripheral blood mononuclear cells [J].
Brechbuhl, Heather M. ;
Vinod-Paul, Kiran ;
Gillen, Austin E. ;
Kopin, Etana G. ;
Gibney, Kari ;
Elias, Anthony D. ;
Hayashi, Masanori ;
Sartorius, Carol A. ;
Kabos, Peter .
MOLECULAR CARCINOGENESIS, 2020, 59 (10) :1129-1139