1
|
Resnick K, Shah A, Mason J, Kuhn P, Nieva J, Shishido SN. Circulation of rare events in the liquid biopsy for early detection of lung mass lesions. Thorac Cancer 2024. [PMID: 39233479 DOI: 10.1111/1759-7714.15429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2024] [Revised: 07/30/2024] [Accepted: 08/05/2024] [Indexed: 09/06/2024] Open
Abstract
BACKGROUND Lung cancer screening with low-dose computed tomography (CT) scans (LDCT) has reduced mortality for patients with high-risk smoking histories, but it has significant limitations: LDCT screening implementation remains low, high rates of false-positive scans, and current guidelines exclude those without smoking histories. We sought to explore the utility of liquid biopsy (LBx) in early cancer screening and diagnosis of lung cancer. METHODS Using the high-definition single-cell assay workflow, we analyzed 99 peripheral blood samples from three cohorts: normal donors (NDs) with no known pathology (n = 50), screening CT patients (n = 25) with Lung-RADS score of 1-2, and biopsy (BX) patients (n = 24) with abnormal CT scans requiring tissue biopsy. RESULTS For CT and BX patients, demographic information was roughly equivalent; however, average pack-years smoked differed. A total of 14 (58%) BX patients were diagnosed with primary lung cancer (BX+). The comparison of the rare event enumerations among the cohorts revealed a greater incidence of total events, rare cells, and oncosomes, as well as specific cellular phenotypes in the CT and BX cohorts compared with the ND cohort. LBx analytes were also significantly elevated in the BX compared with the CT samples, but there was no difference between BX+ and BX- samples. CONCLUSIONS The data support the utility of the LBx in distinguishing patients with an alveolar lesion from those without, providing a potential avenue for prescreening before LDCT.
Collapse
Affiliation(s)
- Karen Resnick
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Anya Shah
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, California, USA
| | - Jeremy Mason
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, California, USA
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Peter Kuhn
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, California, USA
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, California, USA
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, California, USA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, California, USA
| | - Jorge Nieva
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Stephanie N Shishido
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, California, USA
| |
Collapse
|
2
|
Sun F, Li H, Sun D, Fu S, Gu L, Shao X, Wang Q, Dong X, Duan B, Xing F, Wu J, Xiao M, Zhao F, Han JDJ, Liu Q, Fan X, Li C, Wang C, Shi T. Single-cell omics: experimental workflow, data analyses and applications. SCIENCE CHINA. LIFE SCIENCES 2024:10.1007/s11427-023-2561-0. [PMID: 39060615 DOI: 10.1007/s11427-023-2561-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 04/18/2024] [Indexed: 07/28/2024]
Abstract
Cells are the fundamental units of biological systems and exhibit unique development trajectories and molecular features. Our exploration of how the genomes orchestrate the formation and maintenance of each cell, and control the cellular phenotypes of various organismsis, is both captivating and intricate. Since the inception of the first single-cell RNA technology, technologies related to single-cell sequencing have experienced rapid advancements in recent years. These technologies have expanded horizontally to include single-cell genome, epigenome, proteome, and metabolome, while vertically, they have progressed to integrate multiple omics data and incorporate additional information such as spatial scRNA-seq and CRISPR screening. Single-cell omics represent a groundbreaking advancement in the biomedical field, offering profound insights into the understanding of complex diseases, including cancers. Here, we comprehensively summarize recent advances in single-cell omics technologies, with a specific focus on the methodology section. This overview aims to guide researchers in selecting appropriate methods for single-cell sequencing and related data analysis.
Collapse
Affiliation(s)
- Fengying Sun
- Department of Clinical Laboratory, the Affiliated Wuhu Hospital of East China Normal University (The Second People's Hospital of Wuhu City), Wuhu, 241000, China
| | - Haoyan Li
- Pharmaceutical Informatics Institute, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, 310058, China
| | - Dongqing Sun
- Key Laboratory of Spine and Spinal Cord Injury Repair and Regeneration (Tongji University), Ministry of Education, Orthopaedic Department, Tongji Hospital, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai, 200082, China
- Frontier Science Center for Stem Cells, School of Life Sciences and Technology, Tongji University, Shanghai, 200092, China
| | - Shaliu Fu
- Key Laboratory of Spine and Spinal Cord Injury Repair and Regeneration (Tongji University), Ministry of Education, Orthopaedic Department, Tongji Hospital, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai, 200082, China
- Translational Medical Center for Stem Cell Therapy and Institute for Regenerative Medicine, Shanghai East Hospital, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai, 200082, China
- Research Institute of Intelligent Computing, Zhejiang Lab, Hangzhou, 311121, China
- Shanghai Research Institute for Intelligent Autonomous Systems, Shanghai, 201210, China
| | - Lei Gu
- Center for Single-cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Xin Shao
- Pharmaceutical Informatics Institute, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, 310058, China
- National Key Laboratory of Chinese Medicine Modernization, Innovation Center of Yangtze River Delta, Zhejiang University, Jiaxing, 314103, China
| | - Qinqin Wang
- Center for Single-cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Xin Dong
- Key Laboratory of Spine and Spinal Cord Injury Repair and Regeneration (Tongji University), Ministry of Education, Orthopaedic Department, Tongji Hospital, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai, 200082, China
- Frontier Science Center for Stem Cells, School of Life Sciences and Technology, Tongji University, Shanghai, 200092, China
| | - Bin Duan
- Key Laboratory of Spine and Spinal Cord Injury Repair and Regeneration (Tongji University), Ministry of Education, Orthopaedic Department, Tongji Hospital, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai, 200082, China
- Translational Medical Center for Stem Cell Therapy and Institute for Regenerative Medicine, Shanghai East Hospital, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai, 200082, China
- Research Institute of Intelligent Computing, Zhejiang Lab, Hangzhou, 311121, China
- Shanghai Research Institute for Intelligent Autonomous Systems, Shanghai, 201210, China
| | - Feiyang Xing
- Key Laboratory of Spine and Spinal Cord Injury Repair and Regeneration (Tongji University), Ministry of Education, Orthopaedic Department, Tongji Hospital, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai, 200082, China
- Frontier Science Center for Stem Cells, School of Life Sciences and Technology, Tongji University, Shanghai, 200092, China
| | - Jun Wu
- Center for Bioinformatics and Computational Biology, Shanghai Key Laboratory of Regulatory Biology, the Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai, 200241, China
| | - Minmin Xiao
- Department of Clinical Laboratory, the Affiliated Wuhu Hospital of East China Normal University (The Second People's Hospital of Wuhu City), Wuhu, 241000, China.
| | - Fangqing Zhao
- Beijing Institutes of Life Science, Chinese Academy of Sciences, Beijing, 100101, China.
| | - Jing-Dong J Han
- Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Center for Quantitative Biology (CQB), Peking University, Beijing, 100871, China.
| | - Qi Liu
- Key Laboratory of Spine and Spinal Cord Injury Repair and Regeneration (Tongji University), Ministry of Education, Orthopaedic Department, Tongji Hospital, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai, 200082, China.
- Translational Medical Center for Stem Cell Therapy and Institute for Regenerative Medicine, Shanghai East Hospital, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai, 200082, China.
- Research Institute of Intelligent Computing, Zhejiang Lab, Hangzhou, 311121, China.
- Shanghai Research Institute for Intelligent Autonomous Systems, Shanghai, 201210, China.
| | - Xiaohui Fan
- Pharmaceutical Informatics Institute, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, 310058, China.
- National Key Laboratory of Chinese Medicine Modernization, Innovation Center of Yangtze River Delta, Zhejiang University, Jiaxing, 314103, China.
- Zhejiang Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, 310006, China.
| | - Chen Li
- Center for Single-cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
| | - Chenfei Wang
- Key Laboratory of Spine and Spinal Cord Injury Repair and Regeneration (Tongji University), Ministry of Education, Orthopaedic Department, Tongji Hospital, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai, 200082, China.
- Frontier Science Center for Stem Cells, School of Life Sciences and Technology, Tongji University, Shanghai, 200092, China.
| | - Tieliu Shi
- Department of Clinical Laboratory, the Affiliated Wuhu Hospital of East China Normal University (The Second People's Hospital of Wuhu City), Wuhu, 241000, China.
- Center for Bioinformatics and Computational Biology, Shanghai Key Laboratory of Regulatory Biology, the Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai, 200241, China.
- Key Laboratory of Advanced Theory and Application in Statistics and Data Science-MOE, School of Statistics, East China Normal University, Shanghai, 200062, China.
| |
Collapse
|
3
|
Lopez-Valcarcel M, Lopez-Campos F, Zafra J, Cienfuegos I, Ferri M, Barrado M, Hernando S, Counago F. Liquid biopsy to personalize treatment for metastatic prostate cancer. Am J Transl Res 2024; 16:1531-1549. [PMID: 38883349 PMCID: PMC11170619 DOI: 10.62347/dicu9510] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2023] [Accepted: 04/17/2024] [Indexed: 06/18/2024]
Abstract
Liquid biopsy is an innovative approach that provides a more complete understanding of treatment response and prognosis in monitoring metastatic prostate cancer. It complements invasive tissue biopsy and involves the assessment of various biomarkers in body fluids such as blood, semen, and urine. Liquid biopsy analyzes circulating tumor cells, extracellular vesicles, circulating tumor DNA, and the secretome. This is particularly important given the heterogeneity of prostate cancer and the need for better prognostic biomarkers. Liquid biopsy can personalize the treatment of homonosensitive and castration-resistant metastatic prostate cancer by acting as a predictive and prognostic tool. This review discusses various biomarkers, assay techniques, and potential applications in daily clinical practice, highlighting the exciting possibilities that this emerging field holds for improving patient outcomes.
Collapse
Affiliation(s)
- Marta Lopez-Valcarcel
- Department of Radiation Oncology, Puerta de Hierro University Hospital Madrid, Spain
| | | | - Juan Zafra
- Department of Radiation Oncology, Virgen de la Victoria University Hospital Málaga, Spain
| | - Irene Cienfuegos
- Department of Urology, Virgen del Puerto Hospital Plasencia, Cáceres, Extremadura, Spain
| | - Maria Ferri
- Department of Radiation Oncology, Marques de Valdecilla University Hospital Santander, Cantabria, Spain
| | - Marta Barrado
- Department of Radiation Oncology, Navarra University Hospital Pamplona, Navarra, Spain
| | - Susana Hernando
- Department of Clinical Oncology, Fundación Alcorcon University Hospital Alcorcón, Madrid, Spain
| | - Felipe Counago
- Department of Radiation Oncology, GenesisCare Madrid Clinical Director, San Francisco de Asis and La Milagrosa Hospitals, National Chair of Research and Clinical Trials GenesisCare, Madrid, Spain
| |
Collapse
|
4
|
Stoecklein NH, Oles J, Franken A, Neubauer H, Terstappen LWMM, Neves RPL. Clinical application of circulating tumor cells. MED GENET-BERLIN 2023; 35:237-250. [PMID: 38835741 PMCID: PMC11110132 DOI: 10.1515/medgen-2023-2056] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/06/2024]
Abstract
This narrative review aims to provide a comprehensive overview of the current state of circulating tumor cell (CTC) analysis and its clinical significance in patients with epithelial cancers. The review explores the advancements in CTC detection methods, their clinical applications, and the challenges that lie ahead. By examining the important research findings in this field, this review offers the reader a solid foundation to understand the evolving landscape of CTC analysis and its potential implications for clinical practice. The comprehensive analysis of CTCs provides valuable insights into tumor biology, treatment response, minimal residual disease detection, and prognostic evaluation. Furthermore, the review highlights the potential of CTCs as a non-invasive biomarker for personalized medicine and the monitoring of treatment efficacy. Despite the progress made in CTC research, several challenges such as standardization, validation, and integration into routine clinical practice remain. The review concludes by discussing future directions and the potential impact of CTC analysis on improving patient outcomes and guiding therapeutic decision-making in epithelial cancers.
Collapse
Affiliation(s)
- Nikolas H Stoecklein
- Heinrich-Heine University Düsseldorf General, Visceral and Pediatric Surgery University Hospital and Medical Faculty Düsseldorf Deutschland
| | - Julia Oles
- Heinrich-Heine University Düsseldorf General, Visceral and Pediatric Surgery University Hospital and Medical Faculty Düsseldorf Deutschland
| | - Andre Franken
- University Hospital and Medical Faculty of the Heinrich-Heine University Düsseldorf Department of Obstetrics and Gynecology Düsseldorf Deutschland
| | - Hans Neubauer
- University Hospital and Medical Faculty of the Heinrich-Heine University Düsseldorf Department of Obstetrics and Gynecology Düsseldorf Deutschland
| | - Leon W M M Terstappen
- Heinrich-Heine University Düsseldorf General, Visceral and Pediatric Surgery University Hospital and Medical Faculty Düsseldorf Deutschland
| | - Rui P L Neves
- Heinrich-Heine University Düsseldorf General, Visceral and Pediatric Surgery University Hospital and Medical Faculty Düsseldorf Deutschland
| |
Collapse
|
5
|
Welter L, Zheng S, Setayesh SM, Morikado M, Agrawal A, Nevarez R, Naghdloo A, Pore M, Higa N, Kolatkar A, Thiele JA, Sharma P, Moore HCF, Richer JK, Elias A, Pienta KJ, Zurita AJ, Gross ME, Shishido SN, Hicks J, Velasco CR, Kuhn P. Cell State and Cell Type: Deconvoluting Circulating Tumor Cell Populations in Liquid Biopsies by Multi-Omics. Cancers (Basel) 2023; 15:3949. [PMID: 37568766 PMCID: PMC10417732 DOI: 10.3390/cancers15153949] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 07/14/2023] [Accepted: 07/21/2023] [Indexed: 08/13/2023] Open
Abstract
Bi-directional crosstalk between the tumor and the tumor microenvironment (TME) has been shown to increase the rate of tumor evolution and to play a key role in neoplastic progression, therapeutic resistance, and a patient's overall survival. Here, we set out to use a comprehensive liquid-biopsy analysis to study cancer and specific TME cells in circulation and their association with disease status. Cytokeratin+, CD45- circulating rare cells (CRCs) from nine breast and four prostate cancer patients were characterized through morphometrics, single-cell copy number analysis, and targeted multiplexed proteomics to delineate cancer cell lineage from other rare cells originating in the TME. We show that we can detect epithelial circulating tumor cells (EPI.CTC), CTCs undergoing epithelial-to-mesenchymal transition (EMT.CTC) and circulating endothelial cells (CECs) using a universal rare event detection platform (HDSCA). Longitudinal analysis of an index patient finds that CTCs are present at the time of disease progression, while CECs are predominately present at the time of stable disease. In a small cohort of prostate and breast cancer patients, we find high inter-patient and temporal intra-patient variability in the expression of tissue specific markers such as ER, HER2, AR, PSA and PSMA and EpCAM. Our study stresses the importance of the multi-omic characterization of circulating rare cells in patients with breast and prostate carcinomas, specifically highlighting overlapping and cell type defining proteo-genomic characteristics of CTCs and CECs.
Collapse
Affiliation(s)
- Lisa Welter
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Serena Zheng
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Sonia Maryam Setayesh
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Michael Morikado
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Arushi Agrawal
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Rafael Nevarez
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Amin Naghdloo
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
| | - Milind Pore
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Nikki Higa
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
| | - Anand Kolatkar
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Jana-Aletta Thiele
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Priyanka Sharma
- University of Kansas Medical Center, Westwood, KS 66205, USA;
| | - Halle C. F. Moore
- Cleveland Clinic Taussig Cancer Institute, Cleveland, OH 44195, USA;
| | - Jennifer K. Richer
- University of Colorado Cancer Center, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; (J.K.R.); (A.E.)
| | - Anthony Elias
- University of Colorado Cancer Center, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; (J.K.R.); (A.E.)
| | - Kenneth J. Pienta
- The Cancer Ecology Center, Brady Urological Institute, Johns Hopkins School of Medicine, Baltimore, MD 21287, USA;
| | - Amado J. Zurita
- Department of Genitourinary Medical Oncology, MD Anderson, Houston, TX 77230, USA;
| | - Mitchell E. Gross
- Lawrence J. Ellison Institute for Transformative Medicine, Los Angeles, CA 90064, USA;
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
| | - Stephanie N. Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - James Hicks
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Carmen Ruiz Velasco
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
- Catherine & Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
| |
Collapse
|
6
|
Seo J, Kumar M, Mason J, Blackhall F, Matsumoto N, Dive C, Hicks J, Kuhn P, Shishido SN. Plasticity of circulating tumor cells in small cell lung cancer. Sci Rep 2023; 13:11775. [PMID: 37479829 PMCID: PMC10362013 DOI: 10.1038/s41598-023-38881-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 07/17/2023] [Indexed: 07/23/2023] Open
Abstract
Small cell lung cancer (SCLC) is an aggressive neuroendocrine tumor with low five-year survival rates. Recently described molecular phenotypes of SCLC exhibit differential vulnerabilities heralding potential for stratified treatment. Whilst tumor biopsy in SCLC is challenging, circulating tumor cells in the liquid biopsy are prevalent and can be repeatedly sampled accommodating the dynamic plasticity of SCLC phenotypes. The aim of this study was to characterize the heterogeneity of rare circulating cells with confirmed tumor origin and to explore a liquid biopsy approach for future clinical trials of targeted therapies. This study applied the 3rd generation of a previously validated direct imaging platform to 14 chemo-naive SCLC patients and 10 non-cancerous normal donor (ND) samples. Phenotypic heterogeneity of circulating rare cells in SCLC was observed and a patient-level classification model was established to stratify SCLC patients from non-cancerous donors. Eight rare cell groups, with combinations of epithelial, endothelial, and mesenchymal biomarker expression patterns, were phenotypically characterized. The single-cell genomic analysis confirmed the cancer cell plasticity in every rare cell group harboring clonal genomic alterations. This study shows rare cell heterogeneity and confirms cellular plasticity in SCLC providing a valuable resource for better opportunities to discover novel therapeutic targets in SCLC.
Collapse
Affiliation(s)
- Jiyoun Seo
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
| | - Mihir Kumar
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
| | - Jeremy Mason
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA
- Keck School of Medicine, Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, 90033, USA
| | - Fiona Blackhall
- Department of Medical Oncology, The Christie NHS Foundation Trust, Manchester, UK
| | - Nicholas Matsumoto
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
| | - Caroline Dive
- Cancer Research UK Lung Cancer Centre of Excellence, University of Manchester and University College London, Manchester, UK
- CRUK Manchester Institute Cancer Biomarker Centre, University of Manchester, Manchester, UK
| | - James Hicks
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA, 90089, USA
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA.
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
- Keck School of Medicine, Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, 90033, USA.
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA, 90089, USA.
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, 90089, USA.
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, 90089, USA.
| | - Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA.
| |
Collapse
|
7
|
Lim J, Chin V, Fairfax K, Moutinho C, Suan D, Ji H, Powell JE. Transitioning single-cell genomics into the clinic. Nat Rev Genet 2023:10.1038/s41576-023-00613-w. [PMID: 37258725 DOI: 10.1038/s41576-023-00613-w] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/02/2023] [Indexed: 06/02/2023]
Abstract
The use of genomics is firmly established in clinical practice, resulting in innovations across a wide range of disciplines such as genetic screening, rare disease diagnosis and molecularly guided therapy choice. This new field of genomic medicine has led to improvements in patient outcomes. However, most clinical applications of genomics rely on information generated from bulk approaches, which do not directly capture the genomic variation that underlies cellular heterogeneity. With the advent of single-cell technologies, research is rapidly uncovering how genomic data at cellular resolution can be used to understand disease pathology and mechanisms. Both DNA-based and RNA-based single-cell technologies have the potential to improve existing clinical applications and open new application spaces for genomics in clinical practice, with oncology, immunology and haematology poised for initial adoption. However, challenges in translating cellular genomics from research to a clinical setting must first be overcome.
Collapse
Affiliation(s)
- Jennifer Lim
- Cellular Science, Garvan Institute of Medical Research, Sydney, NSW, Australia
- Department of Oncology, St George Hospital, Sydney, NSW, Australia
- The Kinghorn Cancer Centre, St Vincent's Hospital, Sydney, NSW, Australia
- Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
| | - Venessa Chin
- Cellular Science, Garvan Institute of Medical Research, Sydney, NSW, Australia
- The Kinghorn Cancer Centre, St Vincent's Hospital, Sydney, NSW, Australia
- Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
| | - Kirsten Fairfax
- School of Medicine, University of Tasmania, Hobart, Australia
| | - Catia Moutinho
- Cellular Science, Garvan Institute of Medical Research, Sydney, NSW, Australia
| | - Dan Suan
- Cellular Science, Garvan Institute of Medical Research, Sydney, NSW, Australia
- Westmead Clinical School, University of Sydney, Sydney, NSW, Australia
| | - Hanlee Ji
- School of Medicine, Stanford University, Palo Alto, CA, USA
- Stanford Genome Technology Center, Stanford University, Palo Alto, CA, USA
| | - Joseph E Powell
- Cellular Science, Garvan Institute of Medical Research, Sydney, NSW, Australia.
- Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia.
- UNSW Cellular Genomics Futures Institute, University of New South Wales, Sydney, NSW, Australia.
| |
Collapse
|
8
|
Chen C, Hernandez JC, Uthaya Kumar DB, Machida T, Tahara SM, El‐Khoueiry A, Li M, Punj V, Swaminathan SK, Kirtane A, Chen Y, Panyam J, Machida K. Profiling of Circulating Tumor Cells for Screening of Selective Inhibitors of Tumor-Initiating Stem-Like Cells. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2023; 10:e2206812. [PMID: 36949364 PMCID: PMC10190641 DOI: 10.1002/advs.202206812] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Revised: 01/20/2023] [Indexed: 05/18/2023]
Abstract
A critical barrier to effective cancer therapy is the improvement of drug selectivity, toxicity, and reduced recurrence of tumors expanded from tumor-initiating stem-like cells (TICs). The aim is to identify circulating tumor cell (CTC)-biomarkers and to identify an effective combination of TIC-specific, repurposed federal drug administration (FDA)-approved drugs. Three different types of high-throughput screens targeting the TIC population are employed: these include a CD133 (+) cell viability screen, a NANOG expression screen, and a drug combination screen. When combined in a refined secondary screening approach that targets Nanog expression with the same FDA-approved drug library, histone deacetylase (HDAC) inhibitor(s) combined with all-trans retinoic acid (ATRA) demonstrate the highest efficacy for inhibition of TIC growth in vitro and in vivo. Addition of immune checkpoint inhibitor further decreases recurrence and extends PDX mouse survival. RNA-seq analysis of TICs reveals that combined drug treatment reduces many Toll-like receptors (TLR) and stemness genes through repression of the lncRNA MIR22HG. This downregulation induces PTEN and TET2, leading to loss of the self-renewal property of TICs. Thus, CTC biomarker analysis would predict the prognosis and therapy response to this drug combination. In general, biomarker-guided stratification of HCC patients and TIC-targeted therapy should eradicate TICs to extend HCC patient survival.
Collapse
Affiliation(s)
- Chia‐Lin Chen
- Departments of Molecular Microbiology and ImmunologyUniversity of Southern CaliforniaLos AngelesCA90033USA
- Present address:
Department of Life Sciences & Institute of Genome SciencesNational Yang Ming Chiao Tung University110TaipeiTaiwan
| | - Juan Carlos Hernandez
- Departments of Molecular Microbiology and ImmunologyUniversity of Southern CaliforniaLos AngelesCA90033USA
- California State UniversityChannel IslandsCamarilloCAUSA
| | - Dinesh Babu Uthaya Kumar
- Departments of Molecular Microbiology and ImmunologyUniversity of Southern CaliforniaLos AngelesCA90033USA
| | - Tatsuya Machida
- Departments of Molecular Microbiology and ImmunologyUniversity of Southern CaliforniaLos AngelesCA90033USA
| | - Stanley M. Tahara
- Departments of Molecular Microbiology and ImmunologyUniversity of Southern CaliforniaLos AngelesCA90033USA
| | - Anthony El‐Khoueiry
- Norris Comprehensive Cancer CenterUniversity of Southern CaliforniaKeck School of MedicineLos AngelesCA90033USA
| | - Meng Li
- Norris Medical Library2003 Zonal AveLos AngelesCA90089USA
| | - Vasu Punj
- Department of MedicineUniversity of Southern California Keck School of Medicine and Norris Comprehensive Cancer CenterLos AngelesCA90089USA
| | | | - Ameya Kirtane
- Department of PharmaceuticsUniversity of MinnesotaMinneapolisMN55455USA
| | - Yibu Chen
- Norris Medical Library2003 Zonal AveLos AngelesCA90089USA
| | - Jayanth Panyam
- Department of PharmaceuticsUniversity of MinnesotaMinneapolisMN55455USA
| | - Keigo Machida
- Departments of Molecular Microbiology and ImmunologyUniversity of Southern CaliforniaLos AngelesCA90033USA
- Southern California Research Center for ALPD and CirrhosisLos AngelesCA90033USA
| |
Collapse
|
9
|
Aktar S, Baghaie H, Islam F, Gopalan V, Lam AKY. Current Status of Circulating Tumor Cells in Head and Neck Squamous Cell Carcinoma: A Review. Otolaryngol Head Neck Surg 2023; 168:988-1005. [PMID: 36939466 DOI: 10.1002/ohn.186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Revised: 09/28/2022] [Accepted: 10/09/2022] [Indexed: 01/20/2023]
Abstract
OBJECTIVE Circulating tumor cells (CTCs) are found in the blood of patients with cancer, including head and neck squamous cell carcinomas (HNSCCs). The aim is to review the most up-to-date status of CTCs for applications in patients with HNSCC. DATA SOURCES English articles in PubMed. REVIEW METHODS All the studies on CTCs in HNSCCs in the literature were reviewed. CONCLUSIONS There is emerging information on the diagnostic and prognostic value of CTCs in HNSCCs. Evidence also highlights the advantages of various downstream analysis approaches over circulating tumor DNA (ctDNA), such as single-CTC analysis, ex vivo, and in vivo expansion of CTCs. Multiple phenotypic surface markers (cytokeratins, EpCAM, vimentin, etc.), used for CTCs characterization using different immunoassays, could predict disease progression as well as patients' response to treatment efficacy. Immune checkpoint inhibitors' status in CTCs could also provide better insight into treatment. Clonal expansion of CTCs and single-cell analysis of CTCs are the most emerging fields nowadays which may offer an understanding of the mechanism of tumor evolution as well as therapeutic efficacy. Although several clinical trials are ongoing, limitations still exist in the detection and characterization of CTCs. Due to the lack of a gold standard protocol, the sensitivity and specificity of CTC enumeration methods vary. IMPLICATIONS FOR PRACTICE Prospective clinical trials are still needed before CTCs can be employed as diagnostic and prognostic markers in the clinical management of patients with HNSCC.
Collapse
Affiliation(s)
- Sharmin Aktar
- Cancer Molecular Pathology, School of Medicine and Dentistry, Menzies Health Institute Queensland, Griffith University, Gold Coast, Australia.,Department of Biochemistry and Molecular Biology, Mawlana Bhashani Science and Technology University, Tangail, Bangladesh
| | - Hooman Baghaie
- School of Dentistry, University of Queensland, Herston, Australia
| | - Farhadul Islam
- Department of Biochemistry and Molecular Biology, University of Rajshahi, Rajshahi, Bangladesh
| | - Vinod Gopalan
- Cancer Molecular Pathology, School of Medicine and Dentistry, Menzies Health Institute Queensland, Griffith University, Gold Coast, Australia
| | - Alfred King-Yin Lam
- Cancer Molecular Pathology, School of Medicine and Dentistry, Menzies Health Institute Queensland, Griffith University, Gold Coast, Australia.,Pathology Queensland, Gold Coast University Hospital, Southport, Australia
| |
Collapse
|
10
|
Sabanathan D, Parsonson AO, Park JJ, Gurney H. Case Series: "Silent" Spinal Epidural Metastases in Metastatic Castrate-Resistant Prostate Cancer. Case Rep Oncol 2023; 16:1370-1377. [PMID: 37954126 PMCID: PMC10637777 DOI: 10.1159/000534685] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Accepted: 10/16/2023] [Indexed: 11/14/2023] Open
Abstract
Introduction Spinal epidural metastases (SEM) are an uncommon phenomenon and traditionally occur as a preterminal event in heavily pre-treated patients. The introduction of novel anti-androgen therapies, such as enzalutamide and abiraterone acetate, has greatly improved the survival of patients with metastatic prostate cancer but may be changing the pattern of disease. Case Presentation Four patients diagnosed with metastatic castrate-resistant prostate cancer (CRPC) were commenced on enzalutamide prior to chemotherapy. Baseline scans in all patients demonstrated extensive bony disease and lymph node involvement. All patients experienced a moderate initial PSA response to treatment (median PSA at baseline 53.5 ng/mL to median nadir 24.5 ng/mL). In all four cases, clinical presentation of spinal cord compression was unexpected with no prodromal neurological symptoms, PSA levels either stable or slowly rising, and CT scans and whole-body bone scans showing stable disease at other metastatic sites. Whole-spine MRI on presentation of neurological deficits showed epidural and dural metastases on the background of stable bone disease. Spinal cord compression occurred at a median of 11.4 months after starting enzalutamide. Conclusion Clinicians should be aware of this change in the pattern of CRPC in patients treated with novel anti-androgen therapy. Onset of "silent" spinal cord compression due to SEM rather than bone metastases, can occur relatively early with minimal warning despite stable disease on PSA and standard imaging. Differential progression in nontraditional sites suggests that research into the androgen microenvironment in a wide range of tissue sites should be undertaken, and may explain why prostate cancer metastasizes preferentially to bone and lymph nodes.
Collapse
Affiliation(s)
- Dhanusha Sabanathan
- Department of Medical Oncology, Macquarie University, Sydney, NSW, Australia
- Department of Medical Oncology, Nepean Hospital, Sydney, NSW, Australia
| | - Andrew O. Parsonson
- Department of Medical Oncology, Macquarie University, Sydney, NSW, Australia
- Department of Medical Oncology, Campbelltown Hospital, Sydney, NSW, Australia
| | - John J. Park
- Department of Medical Oncology, Macquarie University, Sydney, NSW, Australia
- Department of Medical Oncology, Nepean Hospital, Sydney, NSW, Australia
| | - Howard Gurney
- Department of Medical Oncology, Macquarie University, Sydney, NSW, Australia
| |
Collapse
|
11
|
Ndacayisaba LJ, Rappard KE, Shishido SN, Setayesh SM, Tang G, Lin P, Matsumoto N, Hsu CJ, Nevarez R, Velasco CR, Naghdloo A, Yang E, Kelly K, Hicks J, Mason J, Orlowski RZ, Manasanch EE, Kuhn P. Characterization of BCMA Expression in Circulating Rare Single Cells of Patients with Plasma Cell Neoplasms. Int J Mol Sci 2022; 23:13427. [PMID: 36362214 PMCID: PMC9658574 DOI: 10.3390/ijms232113427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 10/21/2022] [Accepted: 10/30/2022] [Indexed: 11/06/2022] Open
Abstract
B-cell maturation antigen (BCMA), a key regulator of B-cell proliferation and survival, is highly expressed in almost all cases of plasma cell neoplasms and B-lymphoproliferative malignancies. BCMA is a robust biomarker of plasma cells and a therapeutic target with substantial clinical significance. However, the expression of BCMA in circulating tumor cells of patients with hematological malignancies has not been validated for the detection of circulating plasma and B cells. The application of BCMA as a biomarker in single-cell detection and profiling of circulating tumor cells in patients' blood could enable early disease profiling and therapy response monitoring. Here, we report the development and validation of a slide-based immunofluorescence assay (i.e., CD138, BCMA, CD45, DAPI) for enrichment-free detection, quantification, and morphogenomic characterization of BCMA-expressing cells in patients (N = 9) with plasma cell neoplasms. Varying morphological subtypes of circulating BCMA-expressing cells were detected across the CD138(+/-) and CD45(+/-) compartments, representing candidate clonotypic post-germinal center B cells, plasmablasts, and both normal and malignant plasma cells. Genomic analysis by single-cell sequencing and correlation to clinical FISH cytogenetics provides validation, with data showing that patients across the different neoplastic states carry both normal and altered BCMA-expressing cells. Furthermore, altered cells harbor cytogenetic events detected by clinical FISH. The reported enrichment-free liquid biopsy approach has potential applications as a single-cell methodology for the early detection of BCMA+ B-lymphoid malignancies and in monitoring therapy response for patients undergoing anti-BCMA treatments.
Collapse
Affiliation(s)
- Libere J. Ndacayisaba
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
- Programs in Biomedical and Biological Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
| | - Kate E. Rappard
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
| | - Stephanie N. Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
| | - Sonia M. Setayesh
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Guilin Tang
- Department of Hematopathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Pei Lin
- Department of Hematopathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Nicholas Matsumoto
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
| | - Ching-Ju Hsu
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
| | - Rafael Nevarez
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
| | - Carmen Ruiz Velasco
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
| | - Amin Naghdloo
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
| | - Eric Yang
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Kevin Kelly
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
| | - James Hicks
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Jeremy Mason
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
- Catherine & Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
| | - Robert Z. Orlowski
- Department of Lymphoma/Myeloma, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Elisabet E. Manasanch
- Department of Lymphoma/Myeloma, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
- Catherine & Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
| |
Collapse
|
12
|
Defining A Liquid Biopsy Profile of Circulating Tumor Cells and Oncosomes in Metastatic Colorectal Cancer for Clinical Utility. Cancers (Basel) 2022; 14:cancers14194891. [PMID: 36230811 PMCID: PMC9563925 DOI: 10.3390/cancers14194891] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2022] [Accepted: 09/30/2022] [Indexed: 11/23/2022] Open
Abstract
Simple Summary Metastatic colorectal cancer (mCRC) is typified by its tumor heterogeneity and changing disease states, suggesting that personalized medicine approaches could be vital to improving clinical practice. As a minimally invasive approach, the liquid biopsy has the potential to be a powerful longitudinal prognostic tool. We investigated mCRC patients’ peripheral blood samples using an enrichment-free single-cell approach to capture the broader rare-event population beyond the conventionally detected epithelial-derived circulating tumor cell (CTC). Our analysis reveals a heterogenous profile of CTCs and oncosomes not commonly found in normal donor samples. We identified select rare cell types based on their distinct immunofluorescence expression and morphology across multiple assays. Lastly, we highlight correlations between enumerations of the blood-based analytes and progression-free survival. This study clinically validates an unbiased rare-event approach in the liquid biopsy, motivating future studies to further investigate these analytes for their prognostic potential. Abstract Metastatic colorectal cancer (mCRC) is characterized by its extensive disease heterogeneity, suggesting that individualized analysis could be vital to improving patient outcomes. As a minimally invasive approach, the liquid biopsy has the potential to longitudinally monitor heterogeneous analytes. Current platforms primarily utilize enrichment-based approaches for epithelial-derived circulating tumor cells (CTC), but this subtype is infrequent in the peripheral blood (PB) of mCRC patients, leading to the liquid biopsy’s relative disuse in this cancer type. In this study, we evaluated 18 PB samples from 10 mCRC patients using the unbiased high-definition single-cell assay (HDSCA). We first employed a rare-event (Landscape) immunofluorescence (IF) protocol, which captured a heterogenous CTC and oncosome population, the likes of which was not observed across 50 normal donor (ND) samples. Subsequent analysis was conducted using a colorectal-targeted IF protocol to assess the frequency of CDX2-expressing CTCs and oncosomes. A multi-assay clustering analysis isolated morphologically distinct subtypes across the two IF stains, demonstrating the value of applying an unbiased single-cell approach to multiple assays in tandem. Rare-event enumerations at a single timepoint and the variation of these events over time correlated with progression-free survival. This study supports the clinical utility of an unbiased approach to interrogating the liquid biopsy in mCRC, representing the heterogeneity within the CTC classification and warranting the further molecular characterization of the rare-event analytes with clinical promise.
Collapse
|
13
|
Carangelo G, Magi A, Semeraro R. From multitude to singularity: An up-to-date overview of scRNA-seq data generation and analysis. Front Genet 2022; 13:994069. [PMID: 36263428 PMCID: PMC9575985 DOI: 10.3389/fgene.2022.994069] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 09/15/2022] [Indexed: 11/23/2022] Open
Abstract
Single cell RNA sequencing (scRNA-seq) is today a common and powerful technology in biomedical research settings, allowing to profile the whole transcriptome of a very large number of individual cells and reveal the heterogeneity of complex clinical samples. Traditionally, cells have been classified by their morphology or by expression of certain proteins in functionally distinct settings. The advent of next generation sequencing (NGS) technologies paved the way for the detection and quantitative analysis of cellular content. In this context, transcriptome quantification techniques made their advent, starting from the bulk RNA sequencing, unable to dissect the heterogeneity of a sample, and moving to the first single cell techniques capable of analyzing a small number of cells (1-100), arriving at the current single cell techniques able to generate hundreds of thousands of cells. As experimental protocols have improved rapidly, computational workflows for processing the data have also been refined, opening up to novel methods capable of scaling computational times more favorably with the dataset size and making scRNA-seq much better suited for biomedical research. In this perspective, we will highlight the key technological and computational developments which have enabled the analysis of this growing data, making the scRNA-seq a handy tool in clinical applications.
Collapse
Affiliation(s)
- Giulia Carangelo
- Department of Experimental and Clinical Biomedical Sciences “Mario Serio”, University of Florence, Florence, Italy
| | - Alberto Magi
- Department of Information Engineering, University of Florence, Florence, Italy
| | - Roberto Semeraro
- Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| |
Collapse
|
14
|
Identification of epithelial and mesenchymal circulating tumor cells in clonal lineage of an aggressive prostate cancer case. NPJ Precis Oncol 2022; 6:41. [PMID: 35729213 PMCID: PMC9213535 DOI: 10.1038/s41698-022-00289-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2022] [Accepted: 05/19/2022] [Indexed: 01/01/2023] Open
Abstract
Little is known about the complexity and plasticity of circulating tumor cell (CTC) biology in different compartments of the fluid microenvironment during tumor metastasis. Here we integrated phenomics, genomics, and targeted proteomics to characterize CTC phenotypic and genotypic heterogeneity in paired peripheral blood (PB) and bone marrow aspirate (BMA) from a metastatic prostate cancer patient following the rapid disease progression, using the High-Definition Single Cell Assay 3.0 (HDSCA3.0). Uniquely, we identified a subgroup of genetically clonal CTCs that acquired a mesenchymal-like state and its presence was significantly associated with one subclone that emerged along the clonal lineage. Higher CTC abundance and phenotypic diversity were observed in the BMA than PB and differences in genomic alterations were also identified between the two compartments demonstrating spatial heterogeneity. Single cell copy number profiling further detected clonal heterogeneity within clusters of CTCs (also known as microemboli or aggregates) as well as phenotypic variations by targeted proteomics. Overall, these results identify epithelial and mesenchymal CTCs in the clonal lineage of an aggressive prostate cancer case and also demonstrate a single cell multi-omic approach to deconvolute the heterogeneity and association of CTC phenotype and genotype in multi-medium liquid biopsies of metastatic prostate cancer.
Collapse
|
15
|
Liquid Biopsy Landscape in Patients with Primary Upper Tract Urothelial Carcinoma. Cancers (Basel) 2022; 14:cancers14123007. [PMID: 35740671 PMCID: PMC9221424 DOI: 10.3390/cancers14123007] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Revised: 06/07/2022] [Accepted: 06/10/2022] [Indexed: 01/27/2023] Open
Abstract
Urothelial carcinomas (UCs) are a broad and heterogeneous group of malignancies, with the prevalence of upper tract urothelial carcinoma (UTUC) being rare, accounting for only 5-10% of total malignancies. There is a need for additional toolsets to assist the current clinical paradigm of care for patients with UTUC. As a non-invasive tool for the discovery of cancer-related biomarkers, the liquid biopsy has the potential to represent the complex process of tumorigenesis and metastasis. Herein, we show the efficacy of the liquid biopsy as a source of biomarkers for detecting UTUC. Using the third-generation high-definition single-cell assay (HDSCA3.0) workflow, we investigate liquid biopsy samples collected from patients with UTUC and normal donors (NDs) to provide critical information regarding the molecular and morphological characteristics of circulating rare events. We document several important findings from the liquid biopsy analysis of patients diagnosed with UTUC prior to surgery: (1) Large extracellular vesicles (LEVs) and circulating tumor cells (CTCs) are detectable in the peripheral blood. (2) The rare-event profile is highly heterogeneous. (3) Clinical data elements correlate with liquid biopsy analytes. Overall, this study provides evidence for the efficacy of the liquid biopsy in understanding the biology of UTUC with the future intent of informing clinical decision making, ultimately improving patient outcomes.
Collapse
|
16
|
Ndacayisaba LJ, Rappard KE, Shishido SN, Ruiz Velasco C, Matsumoto N, Navarez R, Tang G, Lin P, Setayesh SM, Naghdloo A, Hsu CJ, Maney C, Symer D, Bethel K, Kelly K, Merchant A, Orlowski R, Hicks J, Mason J, Manasanch EE, Kuhn P. Enrichment-Free Single-Cell Detection and Morphogenomic Profiling of Myeloma Patient Samples to Delineate Circulating Rare Plasma Cell Clones. Curr Oncol 2022; 29:2954-2972. [PMID: 35621632 PMCID: PMC9139906 DOI: 10.3390/curroncol29050242] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Revised: 04/07/2022] [Accepted: 04/18/2022] [Indexed: 01/27/2023] Open
Abstract
Multiple myeloma is an incurable malignancy that initiates from a bone marrow resident clonal plasma cell and acquires successive mutational changes and genomic alterations, eventually resulting in tumor burden accumulation and end-organ damage. It has been recently recognized that myeloma secondary genomic events result in extensive sub-clonal heterogeneity both in localized bone marrow areas and circulating peripheral blood plasma cells. Rare genomic subclones, including myeloma initiating cells, could be the drivers of disease progression and recurrence. Additionally, evaluation of rare myeloma cells in blood for disease monitoring has numerous advantages over invasive bone marrow biopsies. To this end, an unbiased method for detecting rare cells and delineating their genomic makeup enables disease detection and monitoring in conditions with low abundant cancer cells. In this study, we applied an enrichment-free four-plex (CD138, CD56, CD45, DAPI) immunofluorescence assay and single-cell DNA sequencing for morphogenomic characterization of plasma cells to detect and delineate common and rare plasma cells and discriminate between normal and malignant plasma cells in paired blood and bone marrow aspirates from five patients with newly diagnosed myeloma (N = 4) and monoclonal gammopathy of undetermined significance (n = 1). Morphological analysis confirms CD138+CD56+ cells in the peripheral blood carry genomic alterations that are clonally identical to those in the bone marrow. A subset of altered CD138+CD56- cells are also found in the peripheral blood consistent with the known variability in CD56 expression as a marker of plasma cell malignancy. Bone marrow tumor clinical cytogenetics is highly correlated with the single-cell copy number alterations of the liquid biopsy rare cells. A subset of rare cells harbors genetic alterations not detected by standard clinical diagnostic methods of random localized bone marrow biopsies. This enrichment-free morphogenomic approach detects and characterizes rare cell populations derived from the liquid biopsies that are consistent with clinical diagnosis and have the potential to extend our understanding of subclonality at the single-cell level in this disease. Assay validation in larger patient cohorts has the potential to offer liquid biopsy for disease monitoring with similar or improved disease detection as traditional blind bone marrow biopsies.
Collapse
Affiliation(s)
- Libere J. Ndacayisaba
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
- Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA;
| | - Kate E. Rappard
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
| | - Stephanie N. Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
| | - Carmen Ruiz Velasco
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
| | - Nicholas Matsumoto
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
| | - Rafael Navarez
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
| | - Guilin Tang
- Department of Hematopathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (G.T.); (P.L.)
| | - Pei Lin
- Department of Hematopathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (G.T.); (P.L.)
| | - Sonia M. Setayesh
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
| | - Amin Naghdloo
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
| | - Ching-Ju Hsu
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
| | - Carlisle Maney
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
| | - David Symer
- Department of Lymphoma/Myeloma, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (D.S.); (R.O.); (E.E.M.)
| | - Kelly Bethel
- Department of Pathology, Scripps Clinic Medical Group, La Jolla, CA 92037, USA;
| | - Kevin Kelly
- Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA;
| | - Akil Merchant
- Department of Medicine, Cedars Sinai Medical Center, Los Angeles, CA 90048, USA;
| | - Robert Orlowski
- Department of Lymphoma/Myeloma, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (D.S.); (R.O.); (E.E.M.)
| | - James Hicks
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
- Department of Pathology, Scripps Clinic Medical Group, La Jolla, CA 92037, USA;
| | - Jeremy Mason
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
| | - Elisabeth E. Manasanch
- Department of Lymphoma/Myeloma, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (D.S.); (R.O.); (E.E.M.)
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.J.N.); (K.E.R.); (S.N.S.); (C.R.V.); (N.M.); (R.N.); (S.M.S.); (A.N.); (C.-J.H.); (C.M.); (J.H.); (J.M.)
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
- Correspondence: ; Tel.: +1-213-821-3980
| |
Collapse
|
17
|
Shishido SN, Masson R, Xu L, Welter L, Prabakar RK, D' Souza A, Spicer D, Kang I, Jayachandran P, Hicks J, Lu J, Kuhn P. Disease characterization in liquid biopsy from HER2-mutated, non-amplified metastatic breast cancer patients treated with neratinib. NPJ Breast Cancer 2022; 8:22. [PMID: 35181666 PMCID: PMC8857263 DOI: 10.1038/s41523-022-00390-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Accepted: 01/14/2022] [Indexed: 12/18/2022] Open
Abstract
Metastatic breast cancer (mBC) patients have a high risk of progression and face poor prognosis overall, with about one third (34%) surviving five years or more. In rare instances (2-4% of cases) patients with mBC have ERBB2 (HER2) activating mutations but are ERBB2 non-amplified. Neratinib is a potent, irreversible inhibitor that binds HER2 and inhibits downstream signaling. We used the previously validated high-definition single cell assay (HDSCA) workflow to investigate the clinical significance of the liquid biopsy in ERBB2 mutant, non-amplified, post-menopausal mBC patients starting neratinib and fulvestrant combination therapy. Characterization with a comprehensive liquid biopsy methodology (HDSCA) included genomic analysis of both the cell-free DNA (cfDNA) and single circulating tumor cells (CTCs) to monitor tumor evolution and identify potential mutational variants unique to the patient's clinical response. A limited series of five sequentially enrolled patients presented here were from the MutHER ( https://www.clinicaltrials.gov , NCT01670877) or SUMMIT ( https://www.clinicaltrials.gov , NCT01953926) trials. Patients had an average of 5.4 lines of therapy before enrollment, variable hormone receptor status, and ERBB2 mutations at diagnosis and during treatment. CTC enumeration alone was not sufficient to predict clinical response. Treatment pressure was shown to lead to an observable change in CTC morphology and genomic instability (GI), suggesting these parameters may inform prognosis. Single cell copy number alteration (CNA) analysis indicated that the persistence or development of a clonal population of CTCs during treatment was associated with a worse response. Hierarchical clustering analysis of the single cells across all patients and timepoints identified distinct aberrant regions shared among patients, comprised of 26 genes that are similarly affected and may be related to drug resistance. Additionally, the genomic analysis of the cfDNA, identified new mutations in ERBB2, PIK3CA, and TP53 that arose likely due to treatment pressure in a patient with poor response, further providing insights on the dynamics of the cancer genome over the course of therapy. The data presented in this small cohort study demonstrates the feasibility of real-time molecular profiling of the cellular and acellular fractions of the liquid biopsy using the HDSCA methodology. Additional studies are necessary to determine the potential use of morphometric and genomic analysis as a prognostic tool to advance personalized oncology.
Collapse
Affiliation(s)
- Stephanie N Shishido
- Convergent Science Institute in Cancer (CSI-Cancer), Michelson Center for Convergent Bioscience, University of Southern California,1002 Childs Way, MCB 220, Los Angeles, CA, 90089, USA
| | - Rahul Masson
- Convergent Science Institute in Cancer (CSI-Cancer), Michelson Center for Convergent Bioscience, University of Southern California,1002 Childs Way, MCB 220, Los Angeles, CA, 90089, USA
| | - Liya Xu
- Convergent Science Institute in Cancer (CSI-Cancer), Michelson Center for Convergent Bioscience, University of Southern California,1002 Childs Way, MCB 220, Los Angeles, CA, 90089, USA
| | - Lisa Welter
- Convergent Science Institute in Cancer (CSI-Cancer), Michelson Center for Convergent Bioscience, University of Southern California,1002 Childs Way, MCB 220, Los Angeles, CA, 90089, USA
| | - Rishvanth Kaliappan Prabakar
- Convergent Science Institute in Cancer (CSI-Cancer), Michelson Center for Convergent Bioscience, University of Southern California,1002 Childs Way, MCB 220, Los Angeles, CA, 90089, USA
| | - Anishka D' Souza
- USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, 1441 Eastlake Ave, NTT-3440, Los Angeles, CA, 90033, USA
| | - Darcy Spicer
- USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, 1441 Eastlake Ave, NTT-3440, Los Angeles, CA, 90033, USA
| | - Irene Kang
- USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, 1441 Eastlake Ave, NTT-3440, Los Angeles, CA, 90033, USA
| | - Priya Jayachandran
- USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, 1441 Eastlake Ave, NTT-3440, Los Angeles, CA, 90033, USA
| | - James Hicks
- Convergent Science Institute in Cancer (CSI-Cancer), Michelson Center for Convergent Bioscience, University of Southern California,1002 Childs Way, MCB 220, Los Angeles, CA, 90089, USA
| | - Janice Lu
- USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, 1441 Eastlake Ave, NTT-3440, Los Angeles, CA, 90033, USA
| | - Peter Kuhn
- Convergent Science Institute in Cancer (CSI-Cancer), Michelson Center for Convergent Bioscience, University of Southern California,1002 Childs Way, MCB 220, Los Angeles, CA, 90089, USA.
| |
Collapse
|
18
|
Shishido SN, Sayeed S, Courcoubetis G, Djaladat H, Miranda G, Pienta KJ, Nieva J, Hansel DE, Desai M, Gill IS, Kuhn P, Mason J. Characterization of Cellular and Acellular Analytes from Pre-Cystectomy Liquid Biopsies in Patients Newly Diagnosed with Primary Bladder Cancer. Cancers (Basel) 2022; 14:758. [PMID: 35159025 PMCID: PMC8833768 DOI: 10.3390/cancers14030758] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 01/14/2022] [Accepted: 01/21/2022] [Indexed: 02/04/2023] Open
Abstract
Urinary bladder cancer (BCa) is the 10th most frequent cancer in the world, most commonly found among the elderly population, and becomes highly lethal once cells have spread from the primary tumor to surrounding tissues and distant organs. Cystectomy, alone or with other treatments, is used to treat most BCa patients, as it offers the best chance of cure. However, even with curative intent, 29% of patients experience relapse of the cancer, 50% of which occur within the first year of surgery. This study aims to use the liquid biopsy to noninvasively detect disease and discover prognostic markers for disease progression. Using the third generation high-definition single cell assay (HDSCA3.0), 50 bladder cancer patient samples and 50 normal donor (ND) samples were analyzed for circulating rare events in the peripheral blood (PB), including circulating tumor cells (CTCs) and large extracellular vesicles (LEVs). Here, we show that (i) CTCs and LEVs are detected in the PB of BCa patients prior to cystectomy, (ii) there is a high heterogeneity of CTCs, and (iii) liquid biopsy analytes correlate with clinical data elements. We observed a significant difference in the incidence of rare cells and LEVs between BCa and ND samples (median of 74.61 cells/mL and 30.91 LEVs/mL vs. 34.46 cells/mL and 3.34 LEVs/mL, respectively). Furthermore, using classification models for the liquid biopsy data, we achieved a sensitivity of 78% and specificity of 92% for the identification of BCa patient samples. Taken together, these data support the clinical utility of the liquid biopsy in detecting BCa, as well as the potential for predicting cancer recurrence and survival post-cystectomy to better inform treatment decisions in BCa care.
Collapse
Affiliation(s)
- Stephanie N. Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (S.N.S.); (S.S.); (G.C.)
| | - Salmaan Sayeed
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (S.N.S.); (S.S.); (G.C.)
| | - George Courcoubetis
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (S.N.S.); (S.S.); (G.C.)
| | - Hooman Djaladat
- Catherine & Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA; (H.D.); (G.M.); (M.D.); (I.S.G.)
| | - Gus Miranda
- Catherine & Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA; (H.D.); (G.M.); (M.D.); (I.S.G.)
| | - Kenneth J. Pienta
- The James Buchanan Brady Urological Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21231, USA;
| | - Jorge Nieva
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA;
| | - Donna E. Hansel
- Department of Pathology, School of Medicine, University of California San Diego, La Jolla, CA 92093, USA;
| | - Mihir Desai
- Catherine & Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA; (H.D.); (G.M.); (M.D.); (I.S.G.)
| | - Inderbir S. Gill
- Catherine & Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA; (H.D.); (G.M.); (M.D.); (I.S.G.)
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA;
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (S.N.S.); (S.S.); (G.C.)
- Catherine & Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA; (H.D.); (G.M.); (M.D.); (I.S.G.)
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA;
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Jeremy Mason
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (S.N.S.); (S.S.); (G.C.)
- Catherine & Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA; (H.D.); (G.M.); (M.D.); (I.S.G.)
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA;
| |
Collapse
|
19
|
Kolenčík D, Narayan S, Thiele JA, McKinley D, Gerdtsson AS, Welter L, Hošek P, Ostašov P, Vyčítal O, Brůha J, Fiala O, Šorejs O, Liška V, Pitule P, Kuhn P, Shishido SN. Circulating Tumor Cell Kinetics and Morphology from the Liquid Biopsy Predict Disease Progression in Patients with Metastatic Colorectal Cancer Following Resection. Cancers (Basel) 2022; 14:642. [PMID: 35158910 PMCID: PMC8833610 DOI: 10.3390/cancers14030642] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Revised: 01/05/2022] [Accepted: 01/11/2022] [Indexed: 02/04/2023] Open
Abstract
The liquid biopsy has the potential to improve current clinical practice in oncology by providing real-time personalized information about a patient's disease status and response to treatment. In this study, we evaluated 161 peripheral blood (PB) samples that were collected around surgical resection from 47 metastatic colorectal cancer (mCRC) patients using the High-Definition Single Cell Assay (HDSCA) workflow. In conjunction with the standard circulating tumor cell (CTC) enumeration, cellular morphology and kinetics between time-points of collection were considered in the survival analysis. CTCs, CTC-Apoptotic, and CTC clusters were found to indicate poor survival with an increase in cell count from pre-resection to post-resection. This study demonstrates that CTC subcategorization based on morphological differences leads to nuanced results between the subtypes, emphasizing the heterogeneity within the CTC classification. Furthermore, we show that factoring in the time-point of each blood collection is critical, both for its static enumeration and for the change in cell populations between draws. By integrating morphology and time-based analysis alongside standard CTC enumeration, liquid biopsy platforms can provide greater insight into the pathophysiology of mCRC by highlighting the complexity of the disease across a patient's treatment.
Collapse
Affiliation(s)
- Drahomír Kolenčík
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (J.-A.T.); (P.H.); (P.O.); (O.V.); (J.B.); (O.F.); (O.Š.); (V.L.); (P.P.)
| | - Sachin Narayan
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA 90089, USA; (S.N.); (D.M.); (A.S.G.); (L.W.); (S.N.S.)
| | - Jana-Aletta Thiele
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (J.-A.T.); (P.H.); (P.O.); (O.V.); (J.B.); (O.F.); (O.Š.); (V.L.); (P.P.)
| | - Dillon McKinley
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA 90089, USA; (S.N.); (D.M.); (A.S.G.); (L.W.); (S.N.S.)
| | - Anna Sandström Gerdtsson
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA 90089, USA; (S.N.); (D.M.); (A.S.G.); (L.W.); (S.N.S.)
| | - Lisa Welter
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA 90089, USA; (S.N.); (D.M.); (A.S.G.); (L.W.); (S.N.S.)
| | - Petr Hošek
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (J.-A.T.); (P.H.); (P.O.); (O.V.); (J.B.); (O.F.); (O.Š.); (V.L.); (P.P.)
| | - Pavel Ostašov
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (J.-A.T.); (P.H.); (P.O.); (O.V.); (J.B.); (O.F.); (O.Š.); (V.L.); (P.P.)
| | - Ondřej Vyčítal
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (J.-A.T.); (P.H.); (P.O.); (O.V.); (J.B.); (O.F.); (O.Š.); (V.L.); (P.P.)
- Department of Surgery, Faculty of Medicine and University Hospital in Pilsen, Charles University, 32300 Pilsen, Czech Republic
| | - Jan Brůha
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (J.-A.T.); (P.H.); (P.O.); (O.V.); (J.B.); (O.F.); (O.Š.); (V.L.); (P.P.)
- Department of Surgery, Faculty of Medicine and University Hospital in Pilsen, Charles University, 32300 Pilsen, Czech Republic
| | - Ondřej Fiala
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (J.-A.T.); (P.H.); (P.O.); (O.V.); (J.B.); (O.F.); (O.Š.); (V.L.); (P.P.)
- Department of Oncology and Radiotherapeutics, Faculty of Medicine and University Hospital in Pilsen, Charles University, 32300 Pilsen, Czech Republic
| | - Ondřej Šorejs
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (J.-A.T.); (P.H.); (P.O.); (O.V.); (J.B.); (O.F.); (O.Š.); (V.L.); (P.P.)
- Department of Oncology and Radiotherapeutics, Faculty of Medicine and University Hospital in Pilsen, Charles University, 32300 Pilsen, Czech Republic
| | - Václav Liška
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (J.-A.T.); (P.H.); (P.O.); (O.V.); (J.B.); (O.F.); (O.Š.); (V.L.); (P.P.)
- Department of Surgery, Faculty of Medicine and University Hospital in Pilsen, Charles University, 32300 Pilsen, Czech Republic
| | - Pavel Pitule
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (J.-A.T.); (P.H.); (P.O.); (O.V.); (J.B.); (O.F.); (O.Š.); (V.L.); (P.P.)
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA 90089, USA; (S.N.); (D.M.); (A.S.G.); (L.W.); (S.N.S.)
| | - Stephanie N. Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA 90089, USA; (S.N.); (D.M.); (A.S.G.); (L.W.); (S.N.S.)
| |
Collapse
|
20
|
Whole-exome sequencing in eccrine porocarcinoma indicates promising therapeutic strategies. Cancer Gene Ther 2022; 29:697-708. [PMID: 34045664 PMCID: PMC9209330 DOI: 10.1038/s41417-021-00347-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2020] [Revised: 04/23/2021] [Accepted: 05/10/2021] [Indexed: 02/06/2023]
Abstract
Malignant sweat gland tumours are rare, with the most common form being Eccrine porocarcinoma (EP). To investigate the mutational landscape of EP, we performed whole-exome sequencing (WES) on 14 formalin-fixed paraffin-embedded samples of matched primary EP and healthy surrounding tissue. Mutational profiling revealed a high overall median mutation rate. This was attributed to signatures of mutational processes related to ultraviolet (UV) exposure, APOBEC enzyme dysregulation, and defective homologous double-strand break repair. All of these processes cause genomic instability and are implicated in carcinogenesis. Recurrent driving somatic alterations were detected in the EP candidate drivers TP53, FAT2, CACNA1S, and KMT2D. The analyses also identified copy number alterations and recurrent gains and losses in several chromosomal regions including that containing BRCA2, as well as deleterious alterations in multiple HRR components. In accordance with this reduced or even a complete loss of BRCA2 protein expression was detected in 50% of the investigated EP tumours. Our results implicate crucial oncogenic driver pathways and suggest that defective homologous double-strand break repair and the p53 pathway are involved in EP aetiology. Targeting of the p53 axis and PARP inhibition, and/or immunotherapy may represent promising treatment strategies.
Collapse
|
21
|
Abstract
Over the past decade, genomic analyses of single cells-the fundamental units of life-have become possible. Single-cell DNA sequencing has shed light on biological questions that were previously inaccessible across diverse fields of research, including somatic mutagenesis, organismal development, genome function, and microbiology. Single-cell DNA sequencing also promises significant future biomedical and clinical impact, spanning oncology, fertility, and beyond. While single-cell approaches that profile RNA and protein have greatly expanded our understanding of cellular diversity, many fundamental questions in biology and important biomedical applications require analysis of the DNA of single cells. Here, we review the applications and biological questions for which single-cell DNA sequencing is uniquely suited or required. We include a discussion of the fields that will be impacted by single-cell DNA sequencing as the technology continues to advance.
Collapse
Affiliation(s)
- Gilad D Evrony
- Center for Human Genetics and Genomics, Grossman School of Medicine, New York University, New York, NY 10016, USA;
| | - Anjali Gupta Hinch
- Wellcome Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, United Kingdom;
| | - Chongyuan Luo
- Department of Human Genetics, University of California, Los Angeles, California 90095, USA;
| |
Collapse
|
22
|
Chai S, Matsumoto N, Storgard R, Peng CC, Aparicio A, Ormseth B, Rappard K, Cunningham K, Kolatkar A, Nevarez R, Tu KH, Hsu CJ, Malihi P, Corn P, Zurita A, Hicks J, Kuhn P, Ruiz-Velasco C. Platelet-Coated Circulating Tumor Cells Are a Predictive Biomarker in Patients with Metastatic Castrate-Resistant Prostate Cancer. Mol Cancer Res 2021; 19:2036-2045. [PMID: 34462330 DOI: 10.1158/1541-7786.mcr-21-0383] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Revised: 07/27/2021] [Accepted: 08/23/2021] [Indexed: 11/16/2022]
Abstract
Metastatic castration-resistant prostate cancer (mCRPC) includes a subset of patients with particularly unfavorable prognosis characterized by combined defects in at least two of three tumor suppressor genes: PTEN, RB1, and TP53 as aggressive variant prostate cancer molecular signature (AVPC-MS). We aimed to identify circulating tumor cells (CTC) signatures that could inform treatment decisions of patients with mCRPC with cabazitaxel-carboplatin combination therapy versus cabazitaxel alone. Liquid biopsy samples were collected prospectively from 79 patients for retrospective analysis. CTCs were detected, classified, enumerated through a computational pipeline followed by manual curation, and subjected to single-cell genome-wide copy-number profiling for AVPC-MS detection. On the basis of immunofluorescence intensities, detected rare cells were classified into 8 rare-cell groups. Further morphologic characterization categorized CTC subtypes from 4 cytokeratin-positive rare-cell groups, utilizing presence of mesenchymal features and platelet attachment. Of 79 cases, 77 (97.5%) had CTCs, 24 (30.4%) were positive for platelet-coated CTCs (pc.CTCs) and 25 (38.5%) of 65 sequenced patients exhibited AVPC-MS in CTCs. Survival analysis indicated that the presence of pc.CTCs identified the subset of patients who were AVPC-MS-positive with the worst prognosis and minimal benefit from combination therapy. In AVPC-MS-negative patients, its presence showed significant survival improvement from combination therapy. Our findings suggest the presence of pc.CTCs as a predictive biomarker to further stratify AVPC subsets with the worst prognosis and the most significant benefit of additional platinum therapy. IMPLICATIONS: HDSCA3.0 can be performed with rare cell detection, categorization, and genomic characterization for pc.CTC identification and AVPC-MS detection as a potential predictive biomarker of mCRPC.
Collapse
Affiliation(s)
- Shoujie Chai
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California.,Molecular and Computational Biology, Department of Biological Sciences, University of Southern California, Los Angeles, California
| | - Nicholas Matsumoto
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Ryan Storgard
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Chen-Ching Peng
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Ana Aparicio
- Department of Genitourinary Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Benjamin Ormseth
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Kate Rappard
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Katherine Cunningham
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Anand Kolatkar
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Rafael Nevarez
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Kai-Han Tu
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Ching-Ju Hsu
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Paymaneh Malihi
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California.,Molecular and Computational Biology, Department of Biological Sciences, University of Southern California, Los Angeles, California
| | - Paul Corn
- Department of Genitourinary Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Amado Zurita
- Department of Genitourinary Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - James Hicks
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California.,Molecular and Computational Biology, Department of Biological Sciences, University of Southern California, Los Angeles, California
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California. .,Molecular and Computational Biology, Department of Biological Sciences, University of Southern California, Los Angeles, California
| | - Carmen Ruiz-Velasco
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California.
| |
Collapse
|
23
|
Xu J, Liao K, Yang X, Wu C, Wu W, Han S. Using single-cell sequencing technology to detect circulating tumor cells in solid tumors. Mol Cancer 2021; 20:104. [PMID: 34412644 PMCID: PMC8375060 DOI: 10.1186/s12943-021-01392-w] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2021] [Accepted: 07/12/2021] [Indexed: 12/30/2022] Open
Abstract
Circulating tumor cells are tumor cells with high vitality and high metastatic potential that invade and shed into the peripheral blood from primary solid tumors or metastatic foci. Due to the heterogeneity of tumors, it is difficult for high-throughput sequencing analysis of tumor tissues to find the genomic characteristics of low-abundance tumor stem cells. Single-cell sequencing of circulating tumor cells avoids interference from tumor heterogeneity by comparing the differences between single-cell genomes, transcriptomes, and epigenetic groups among circulating tumor cells, primary and metastatic tumors, and metastatic lymph nodes in patients' peripheral blood, providing a new perspective for understanding the biological process of tumors. This article describes the identification, biological characteristics, and single-cell genome-wide variation in circulating tumor cells and summarizes the application of single-cell sequencing technology to tumor typing, metastasis analysis, progression detection, and adjuvant therapy.
Collapse
Affiliation(s)
- Jiasheng Xu
- Department of Oncology, Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, No.1558, Sanhuan North Road, Wuxing District Zhejiang Province, Huzhou, China.,Department of Vascular Surgery, the Second Affiliated Hospital of Nanchang University, No. 1 Minde Road, Nanchang, 330006, Jiangxi, China
| | - Kaili Liao
- Department of Clinical Laboratory, the Second Affiliated Hospital of Nanchang University, No. 1 Minde Road, Nanchang, 330006, Jiangxi, China
| | - Xi Yang
- Department of Oncology, Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, No.1558, Sanhuan North Road, Wuxing District Zhejiang Province, Huzhou, China
| | - Chengfeng Wu
- Department of Vascular Surgery, the Second Affiliated Hospital of Nanchang University, No. 1 Minde Road, Nanchang, 330006, Jiangxi, China
| | - Wei Wu
- Department of Gastroenterology, Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, No.1558, Sanhuan North Road, Wuxing District Zhejiang Province, 313000, Huzhou, China
| | - Shuwen Han
- Department of Oncology, Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, No.1558, Sanhuan North Road, Wuxing District Zhejiang Province, Huzhou, China.
| |
Collapse
|
24
|
Childs A, Steele CD, Vesely C, Rizzo FM, Ensell L, Lowe H, Dhami P, Vaikkinen H, Luong TV, Conde L, Herrero J, Caplin M, Toumpanakis C, Thirlwell C, Hartley JA, Pillay N, Meyer T. Whole-genome sequencing of single circulating tumor cells from neuroendocrine neoplasms. Endocr Relat Cancer 2021; 28:631-644. [PMID: 34280125 PMCID: PMC8428071 DOI: 10.1530/erc-21-0179] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Accepted: 07/16/2021] [Indexed: 11/20/2022]
Abstract
Single-cell profiling of circulating tumor cells (CTCs) as part of a minimally invasive liquid biopsy presents an opportunity to characterize and monitor tumor heterogeneity and evolution in individual patients. In this study, we aimed to compare single-cell copy number variation (CNV) data with tissue and define the degree of intra- and inter-patient genomic heterogeneity. We performed next-generation sequencing (NGS) whole-genome CNV analysis of 125 single CTCs derived from seven patients with neuroendocrine neoplasms (NEN) alongside matched white blood cells (WBC), formalin-fixed paraffin-embedded (FFPE), and fresh frozen (FF) samples. CTC CNV profiling demonstrated recurrent chromosomal alterations in previously reported NEN copy number hotspots, including the prognostically relevant loss of chromosome 18. Unsupervised hierarchical clustering revealed CTCs with distinct clonal lineages as well as significant intra- and inter-patient genomic heterogeneity, including subclonal alterations not detectable by bulk analysis and previously unreported in NEN. Notably, we also demonstrated the presence of genomically distinct CTCs according to the enrichment strategy utilized (EpCAM-dependent vs size-based). This work has significant implications for the identification of therapeutic targets, tracking of evolutionary change, and the implementation of CTC-biomarkers in cancer.
Collapse
Affiliation(s)
- Alexa Childs
- UCL Cancer Institute, University College London, London, UK
| | | | - Clare Vesely
- UCL Cancer Institute, University College London, London, UK
| | | | - Leah Ensell
- UCL Cancer Institute, University College London, London, UK
| | - Helen Lowe
- UCL Cancer Institute, University College London, London, UK
| | - Pawan Dhami
- UCL Cancer Institute, University College London, London, UK
| | - Heli Vaikkinen
- UCL Cancer Institute, University College London, London, UK
| | - Tu Vinh Luong
- Department of Histopathology, Royal Free London NHS Foundation Trust, London, UK
| | - Lucia Conde
- UCL Cancer Institute, University College London, London, UK
| | - Javier Herrero
- UCL Cancer Institute, University College London, London, UK
| | - Martyn Caplin
- Department of Gastroenterology, Royal Free London NHS Foundation Trust, London, UK
| | - Christos Toumpanakis
- Department of Gastroenterology, Royal Free London NHS Foundation Trust, London, UK
| | - Christina Thirlwell
- UCL Cancer Institute, University College London, London, UK
- Department of Oncology, Royal Free London NHS Foundation Trust, London, UK
| | - John A Hartley
- UCL Cancer Institute, University College London, London, UK
| | - Nischalan Pillay
- Research Department of Pathology, Cancer Institute, University College London, London, UK
- Department of Cellular and Molecular Pathology, Royal National Orthopaedic Hospital NHS Trust, Stanmore, Middlesex, UK
| | - Tim Meyer
- UCL Cancer Institute, University College London, London, UK
- Department of Oncology, Royal Free London NHS Foundation Trust, London, UK
- Correspondence should be addressed to T Meyer:
| |
Collapse
|
25
|
Erickson A, Hayes A, Rajakumar T, Verrill C, Bryant RJ, Hamdy FC, Wedge DC, Woodcock DJ, Mills IG, Lamb AD. A Systematic Review of Prostate Cancer Heterogeneity: Understanding the Clonal Ancestry of Multifocal Disease. Eur Urol Oncol 2021; 4:358-369. [PMID: 33888445 DOI: 10.1016/j.euo.2021.02.008] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Revised: 01/31/2021] [Accepted: 02/26/2021] [Indexed: 11/24/2022]
Abstract
CONTEXT Studies characterising genomic changes in prostate cancer (PCa) during natural progression have greatly increased our understanding of the disease. A better understanding of the evolutionary history of PCa would allow advances in diagnostics, prognostication, and novel therapies that together will improve patient outcomes. OBJECTIVE To review the molecular heterogeneity of PCa and assess recent efforts to profile intratumoural heterogeneity and clonal evolution. EVIDENCE ACQUISITION We screened a total of 1313 abstracts from PubMed published between 2009 and 2020, of which we reviewed 84 full-text articles. We excluded 49, resulting in 35 studies for qualitative analysis. EVIDENCE SYNTHESIS In studies of primary disease (16 studies, 4793 specimens), there is a lack of consensus regarding the monoclonal or polyclonal origin of primary PCa. There is no consistent mutation giving rise to primary PCa. Detailed clonal analysis of primary PCa has been limited by current techniques. By contrast, clonal relationships between PCa metastases and a potentiating clone have been consistently identified (19 studies, 732 specimens). Metastatic specimens demonstrate consistent truncal genomic aberrations that suggest monoclonal metastatic progenitors. CONCLUSIONS The relationship between the clonal dynamics of PCa and clinical outcomes needs further investigation. It is likely that this will provide a biological rationale for whether radical treatment of the primary tumour benefits patients with oligometastatic PCa. Future studies on the mutational burden in primary disease at single-cell resolution should permit the identification of clonal patterns underpinning the origin of lethal PCa. PATIENT SUMMARY Prostate cancers arise in different parts of the prostate because of DNA mutations that occur by chance at different times. These cancer cells and their origin can be tracked by DNA mapping. In this review we summarise the state of the art and outline what further science is needed to provide the missing answers.
Collapse
Affiliation(s)
- Andrew Erickson
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK
| | - Alicia Hayes
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK; Oxford NIHR Biomedical Research Centre, University of Oxford, UK
| | - Timothy Rajakumar
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK
| | - Clare Verrill
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK; Department of Cellular Pathology, Oxford University Hospitals NHS Foundation Trust, Oxford, UK; Oxford National Institute for Health Research Biomedical Research Centre, Oxford, UK; Oxford NIHR Biomedical Research Centre, University of Oxford, UK
| | - Richard J Bryant
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK; Department of Urology, Oxford University Hospitals NHS Foundation Trust, Oxford, UK; Oxford NIHR Biomedical Research Centre, University of Oxford, UK
| | - Freddie C Hamdy
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK; Department of Urology, Oxford University Hospitals NHS Foundation Trust, Oxford, UK; Oxford NIHR Biomedical Research Centre, University of Oxford, UK
| | - David C Wedge
- Manchester Cancer Research Centre, University of Manchester, Manchester, UK
| | - Dan J Woodcock
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK; Oxford Big Data Institute, University of Oxford, Oxford, UK
| | - Ian G Mills
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK; Oxford NIHR Biomedical Research Centre, University of Oxford, UK
| | - Alastair D Lamb
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK; Department of Urology, Oxford University Hospitals NHS Foundation Trust, Oxford, UK; Oxford NIHR Biomedical Research Centre, University of Oxford, UK.
| |
Collapse
|
26
|
Su S, Li X. Dive into Single, Seek Out Multiple: Probing Cancer Metastases via Single-Cell Sequencing and Imaging Techniques. Cancers (Basel) 2021; 13:1067. [PMID: 33802312 PMCID: PMC7959126 DOI: 10.3390/cancers13051067] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Revised: 02/25/2021] [Accepted: 02/27/2021] [Indexed: 02/08/2023] Open
Abstract
Metastasis is the cause of most cancer deaths and continues to be the biggest challenge in clinical practice and laboratory investigation. The challenge is largely due to the intrinsic heterogeneity of primary and metastatic tumor populations and the complex interactions among cancer cells and cells in the tumor microenvironment. Therefore, it is important to determine the genotype and phenotype of individual cells so that the metastasis-driving events can be precisely identified, understood, and targeted in future therapies. Single-cell sequencing techniques have allowed the direct comparison of the genomic and transcriptomic changes among different stages of metastatic samples. Single-cell imaging approaches have enabled the live visualization of the heterogeneous behaviors of malignant and non-malignant cells in the tumor microenvironment. By applying these technologies, we are achieving a spatiotemporal precision understanding of cancer metastases and clinical therapeutic translations.
Collapse
Affiliation(s)
| | - Xiaohong Li
- Department of Cancer Biology, College of Medicine and Life Sciences, The University of Toledo, Toledo, OH 43614, USA;
| |
Collapse
|
27
|
Large Extracellular Vesicle Characterization and Association with Circulating Tumor Cells in Metastatic Castrate Resistant Prostate Cancer. Cancers (Basel) 2021; 13:cancers13051056. [PMID: 33801459 PMCID: PMC7958848 DOI: 10.3390/cancers13051056] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Revised: 02/16/2021] [Accepted: 02/24/2021] [Indexed: 01/08/2023] Open
Abstract
Liquid biopsies hold potential as minimally invasive sources of tumor biomarkers for diagnosis, prognosis, therapy prediction or disease monitoring. We present an approach for parallel single-object identification of circulating tumor cells (CTCs) and tumor-derived large extracellular vesicles (LEVs) based on automated high-resolution immunofluorescence followed by downstream multiplexed protein profiling. Identification of LEVs >6 µm in size and CTC enumeration was highly correlated, with LEVs being 1.9 times as frequent as CTCs, and additional LEVs were identified in 73% of CTC-negative liquid biopsy samples from metastatic castrate resistant prostate cancer. Imaging mass cytometry (IMC) revealed that 49% of cytokeratin (CK)-positive LEVs and CTCs were EpCAM-negative, while frequently carrying prostate cancer tumor markers including AR, PSA, and PSMA. HSPD1 was shown to be a specific biomarker for tumor derived circulating cells and LEVs. CTCs and LEVs could be discriminated based on size, morphology, DNA load and protein score but not by protein signatures. Protein profiles were overall heterogeneous, and clusters could be identified across object classes. Parallel analysis of CTCs and LEVs confers increased sensitivity for liquid biopsies and expanded specificity with downstream characterization. Combined, it raises the possibility of a more comprehensive assessment of the disease state for precise diagnosis and monitoring.
Collapse
|
28
|
Welter L, Xu L, McKinley D, Dago AE, Prabakar RK, Restrepo-Vassalli S, Xu K, Rodriguez-Lee M, Kolatkar A, Nevarez R, Ruiz C, Nieva J, Kuhn P, Hicks J. Treatment response and tumor evolution: lessons from an extended series of multianalyte liquid biopsies in a metastatic breast cancer patient. Cold Spring Harb Mol Case Stud 2020; 6:mcs.a005819. [PMID: 33203646 PMCID: PMC7784493 DOI: 10.1101/mcs.a005819] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Accepted: 11/15/2020] [Indexed: 12/17/2022] Open
Abstract
Currently, clinical characterization of metastatic breast cancer is based on tissue samples taken at time of diagnosis. However, tissue biopsies are invasive and tumors are continuously evolving, which indicates the need for minimally invasive longitudinal assessment of the tumor. Blood-based liquid biopsies provide minimal invasive means for serial sampling over the course of treatment and the opportunity to adjust therapies based on molecular markers. Here, we aim to identify cellular changes that occur in breast cancer over the lifespan of an affected patient through single-cell proteomic and genomic analysis of longitudinally sampled solid and liquid biopsies. Three solid and 17 liquid biopsies from peripheral blood of an ER+/HER2− metastatic breast cancer patient collected over 4 years and eight treatment regimens were analyzed for morphology, protein expression, copy-number alterations, and single-nucleotide variations. Analysis of 563 single morphometrically similar circulating tumor cells (CTCs) and 13 cell-free DNA (cfDNA) samples along with biopsies of the primary and metastatic tumor revealed progressive genomic evolution away from the primary tumor profiles, along with changes in ER expression and the appearance of resistance mutations. Both the abundance and the genomic alterations of CTCs and cfDNA were highly correlated and consistent with genomic alterations in the tissue samples. We demonstrate that genomic evolution and acquisition of drug resistance can be detected in real time and at single-cell resolution through liquid biopsy analytes and highlight the utility of liquid biopsies to guide treatment decisions.
Collapse
Affiliation(s)
- Lisa Welter
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA
| | - Liya Xu
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA
| | - Dillon McKinley
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA
| | - Angel E Dago
- The Scripps Research Institute, La Jolla, California 92037, USA
| | - Rishvanth K Prabakar
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA
| | - Sara Restrepo-Vassalli
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA
| | - Kevin Xu
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA
| | - Mariam Rodriguez-Lee
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA
| | - Anand Kolatkar
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA
| | - Rafael Nevarez
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA
| | - Carmen Ruiz
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA
| | - Jorge Nieva
- Keck School of Medicine, University of Southern California, Los Angeles, California 90033, USA
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA.,Keck School of Medicine, University of Southern California, Los Angeles, California 90033, USA.,Viterbi School of Engineering, University of Southern California, Los Angeles, California 90089, USA
| | - James Hicks
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, USA
| |
Collapse
|
29
|
Cho H, Chung JI, Kim J, Seo WI, Lee CH, Morgan TM, Byun SS, Chung JS, Han KH. Multigene model for predicting metastatic prostate cancer using circulating tumor cells by microfluidic magnetophoresis. Cancer Sci 2020; 112:859-870. [PMID: 33232539 PMCID: PMC7893993 DOI: 10.1111/cas.14745] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Revised: 11/01/2020] [Accepted: 11/19/2020] [Indexed: 12/24/2022] Open
Abstract
We aimed to isolate circulating tumor cells (CTCs) using a microfluidic technique with a novel lateral magnetophoretic microseparator. Prostate cancer–specific gene expressions were evaluated using mRNA from the isolated CTCs. A CTC‐based multigene model was then developed for identifying advanced prostate cancer. Peripheral blood samples were obtained from five healthy donors and patients with localized prostate cancer (26 cases), metastatic hormone‐sensitive prostate cancer (mHSPC, 10 cases), and metastatic castration‐resistant prostate cancer (mCRPC, 28 cases). CTC recovery rate and purity (enriched CTCs/total cells) were evaluated according to cancer stage. The areas under the curves of the six gene expressions were used to evaluate whether multigene models could identify mHSPC or mCRPC. The number of CTCs and their purity increased at more advanced cancer stages. In mHSPC/mCRPC cases, the specimens had an average of 27.5 CTCs/mL blood, which was 4.2 × higher than the isolation rate for localized disease. The CTC purity increased from 2.1% for localized disease to 3.8% for mHSPC and 6.7% for mCRPC, with increased CTC expression of the genes encoding prostate‐specific antigen (PSA), prostate‐specific membrane antigen (PSMA), and cytokeratin 19 (KRT19). All disease stages exhibited expression of the genes encoding androgen receptor (AR) and epithelial cell adhesion molecule (EpCAM), although expression of the AR‐V7 variant was relatively rare. Relative to each gene alone, the multigene model had better accuracy for predicting advanced prostate cancer. Our lateral magnetophoretic microseparator can be used for identifying prostate cancer biomarkers. In addition, CTC‐based genetic signatures may guide the early diagnosis of advanced prostate cancer.
Collapse
Affiliation(s)
- Hyungseok Cho
- Department of Nanoscience and Engineering Center for Nano Manufacturing, Inje University, Gimhae, South Korea
| | - Jae Il Chung
- Department of Urology, Busan Paik Hospital, Inje University, Gimhae, South Korea
| | - Jinho Kim
- Department of Nanoscience and Engineering Center for Nano Manufacturing, Inje University, Gimhae, South Korea
| | - Won Ik Seo
- Department of Urology, Busan Paik Hospital, Inje University, Gimhae, South Korea
| | - Chan Ho Lee
- Department of Urology, Busan Paik Hospital, Inje University, Gimhae, South Korea
| | - Todd M Morgan
- Department of Urology, University of Michigan, Ann Arbor, MI, USA
| | - Seok-Soo Byun
- Department of Urology, Seoul National University Bundang Hospital, Seongnamߚsi, South Korea
| | - Jae-Seung Chung
- Department of Urology, Haeundae Paik Hospital, Inje University, Busan, South Korea
| | - Ki-Ho Han
- Department of Nanoscience and Engineering Center for Nano Manufacturing, Inje University, Gimhae, South Korea
| |
Collapse
|
30
|
Abstract
Single-cell sequencing (SCS) is a powerful new tool that applies Next Generation Sequencing at the cellular level. SCS has revolutionized our understanding of tumor heterogeneity and the tumor microenvironment, immune infiltration, cancer stem cells (CSCs), circulating tumor cells (CTCs), and clonal evolution. The following chapter highlights the current literature on SCS in genitourinary (GU) malignancies and discusses future applications of SCS technology. The renal cell carcinoma (RCC) section highlights the use of SCS in characterizing the initial cells driving tumorigenesis, the intercellular mutational landscape of RCC, intratumoral heterogeneity (ITH) between primary and metastatic lesions, and genes driving RCC cancer stem cells (CSCs). The bladder cancer section will also illustrate molecular drivers of bladder cancer stem cells (BCSCs), SCS use in reconstructing tumor developmental history and underlying subclones, and understanding the effect of cisplatin on intratumoral heterogeneity in vitro and potential mechanisms behind platinum resistance. The final section featuring prostate cancer will discuss how SCS can be used to identify the cellular origins of benign prostatic hyperplasia and prostate cancer, the plasticity and heterogeneity of prostate cancer cells with regard to androgen dependence, and the use of SCS in CTCs to understand chemotherapy resistance and gene expression changes after androgen deprivation therapy (ADT). The studies listed in this chapter illustrate many translational applications of SCS in GU malignancies, including diagnostic, prognostic, and treatment-related approaches. The ability of SCS to resolve intratumor heterogeneity and better define the genomic landscape of tumors and CTCs will be fundamental in the new era of precision-based care.
Collapse
|
31
|
Ramesh N, Sei E, Tsai PC, Bai S, Zhao Y, Troncoso P, Corn PG, Logothetis C, Zurita AJ, Navin NE. Decoding the evolutionary response to prostate cancer therapy by plasma genome sequencing. Genome Biol 2020; 21:162. [PMID: 32631448 PMCID: PMC7336456 DOI: 10.1186/s13059-020-02045-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2020] [Accepted: 05/13/2020] [Indexed: 01/24/2023] Open
Abstract
BACKGROUND Investigating genome evolution in response to therapy is difficult in human tissue samples. To address this challenge, we develop an unbiased whole-genome plasma DNA sequencing approach that concurrently measures genomic copy number and exome mutations from archival cryostored plasma samples. This approach is applied to study longitudinal blood plasma samples from prostate cancer patients, where longitudinal tissue biopsies from the bone and other metastatic sites have been challenging to collect. RESULTS A molecular characterization of archival plasma DNA from 233 patients and genomic profiling of 101 patients identifies clinical correlations of aneuploid plasma DNA profiles with poor survival, increased plasma DNA concentrations, and lower plasma DNA size distributions. Deep-exome sequencing and genomic copy number profiling are performed on 23 patients, including 9 patients with matched metastatic tissues and 12 patients with serial plasma samples. These data show a high concordance in genomic alterations between the plasma DNA and metastatic tissue samples, suggesting the plasma DNA is highly representative of the tissue alterations. Longitudinal sequencing of 12 patients with 2-5 serial plasma samples reveals clonal dynamics and genome evolution in response to hormonal and chemotherapy. By performing an integrated evolutionary analysis, minor subclones are identified in 9 patients that expanded in response to therapy and harbored mutations associated with resistance. CONCLUSIONS This study provides an unbiased evolutionary approach to non-invasively delineate clonal dynamics and identify clones with mutations associated with resistance in prostate cancer.
Collapse
Affiliation(s)
- Naveen Ramesh
- Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, TX USA
- MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, Houston, TX USA
| | - Emi Sei
- Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Pei Ching Tsai
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Shanshan Bai
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Yuehui Zhao
- Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Patricia Troncoso
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Paul G. Corn
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
- David H. Koch Center for Applied Research of Genitourinary Cancers, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Christopher Logothetis
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
- David H. Koch Center for Applied Research of Genitourinary Cancers, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Amado J. Zurita
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
- David H. Koch Center for Applied Research of Genitourinary Cancers, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Nicholas E. Navin
- Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, TX USA
- MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, Houston, TX USA
- David H. Koch Center for Applied Research of Genitourinary Cancers, The University of Texas MD Anderson Cancer Center, Houston, TX USA
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| |
Collapse
|
32
|
Pyle MP, Hoa M. Applications of single-cell sequencing for the field of otolaryngology: A contemporary review. Laryngoscope Investig Otolaryngol 2020; 5:404-431. [PMID: 32596483 PMCID: PMC7314468 DOI: 10.1002/lio2.388] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2019] [Revised: 04/02/2020] [Accepted: 04/03/2020] [Indexed: 12/19/2022] Open
Abstract
OBJECTIVES Single-cell RNA sequencing (scRNA-Seq) is a new technique used to interrogate the transcriptome of individual cells within native tissues that have already resulted in key discoveries in auditory basic science research. Rapid advances in scRNA-Seq make it likely that it will soon be translated into clinical medicine. The goal of this review is to inspire the use of scRNA-Seq in otolaryngology by giving examples of how it can be applied to patient samples and how this information can be used clinically. METHODS Studies were selected based on the scientific quality and relevance to scRNA-Seq. In addition to mouse auditory system (inner ear including hair cells and supporting cells, spiral ganglion neurons, and inner ear organoids), recent studies using human primary cell samples are discussed. We also perform our own analysis on publicly available, published scRNA-Seq data from oral head and neck squamous cell carcinoma (HNSCC) samples to serve as an example of a clinically relevant application of scRNA-Seq. RESULTS Studies focusing on patient tissues show that scRNA-Seq reveals tissue heterogeneity and rare-cell types responsible for disease pathogenesis. The heterogeneity detected by scRNA-Seq can result in both the identification of known or novel disease biomarkers and drug targets. Our analysis of HNSCC data gives an example for how otolaryngologists can use scRNA-Seq for clinical use. CONCLUSIONS Although there are limitations to the translation of scRNA-Seq to the clinic, we show that its use in otolaryngology can give physicians insight into the tissue heterogeneity within their patient's diseased tissue giving them information on disease pathogenesis, novel disease biomarkers or druggable targets, and aid in selecting patient-specific drug cocktails.
Collapse
Affiliation(s)
- Madeline P. Pyle
- Division of Intramural Research, Section on Auditory Development and Restoration, National Institute on Deafness and Other Communication Disorders (NIDCD) Otolaryngology Surgeon‐Scientist ProgramNational Institutes of HealthBethesdaMarylandUSA
| | - Michael Hoa
- Division of Intramural Research, Section on Auditory Development and Restoration, National Institute on Deafness and Other Communication Disorders (NIDCD) Otolaryngology Surgeon‐Scientist ProgramNational Institutes of HealthBethesdaMarylandUSA
| |
Collapse
|
33
|
Lim B, Lin Y, Navin N. Advancing Cancer Research and Medicine with Single-Cell Genomics. Cancer Cell 2020; 37:456-470. [PMID: 32289270 PMCID: PMC7899145 DOI: 10.1016/j.ccell.2020.03.008] [Citation(s) in RCA: 162] [Impact Index Per Article: 40.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2020] [Revised: 03/01/2020] [Accepted: 03/09/2020] [Indexed: 01/21/2023]
Abstract
Single-cell sequencing (SCS) has impacted many areas of cancer research and improved our understanding of intratumor heterogeneity, the tumor microenvironment, metastasis, and therapeutic resistance. The development and refinement of SCS technologies has led to massive reductions in costs, increased cell throughput, and improved reproducibility, paving the way for clinical applications. However, before translational applications can be realized, there are a number of logistical and technical challenges that must be overcome. This review discusses past cancer research studies, emerging technologies, and future clinical applications that are bound to transform cancer medicine.
Collapse
Affiliation(s)
- Bora Lim
- Department of Breast Medical Oncology, UT MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yiyun Lin
- Department of Genetics, UT MD Anderson Cancer Center, Houston, TX 77030, USA; Graduate School of Biomedical Sciences, UT MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Nicholas Navin
- Department of Genetics, UT MD Anderson Cancer Center, Houston, TX 77030, USA; Graduate School of Biomedical Sciences, UT MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Bioinformatics and Computational Biology, UT MD Anderson Cancer Center, Houston, TX 77030, USA.
| |
Collapse
|
34
|
Shishido SN, Welter L, Rodriguez-Lee M, Kolatkar A, Xu L, Ruiz C, Gerdtsson AS, Restrepo-Vassalli S, Carlsson A, Larsen J, Greenspan EJ, Hwang ES, Waitman KR, Nieva J, Bethel K, Hicks J, Kuhn P. Preanalytical Variables for the Genomic Assessment of the Cellular and Acellular Fractions of the Liquid Biopsy in a Cohort of Breast Cancer Patients. J Mol Diagn 2020; 22:319-337. [PMID: 31978562 PMCID: PMC7103765 DOI: 10.1016/j.jmoldx.2019.11.006] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2019] [Revised: 08/19/2019] [Accepted: 11/18/2019] [Indexed: 01/02/2023] Open
Abstract
Liquid biopsy allows assessment of multiple analytes, providing temporal information with potential for improving understanding of cancer evolution and clinical management of patients. Although liquid biopsies are intensely investigated for prediction and response monitoring, preanalytic variables are of primary concern for clinical implementation, including categories of collection method and sample storage. Herein, an integrated high-density single-cell assay workflow for morphometric and genomic analysis of the liquid biopsy is used to characterize the effects of preanalytical variation and reproducibility of data from a breast cancer cohort. Following prior work quantifying performance of commonly used blood collection tubes, this study completes the analysis of four time points to assay (24, 48, 72, and 96 hours), demonstrating precision up to 48 hours after collection for assay sensitivity, highly reproducible rare cell enumeration, morphometric characterization, and high efficiency and capacity for single-cell genomic analysis. For the cell-free analysis, both freezing and use of fresh plasma produced similar quality and quantity of cell-free DNA for sequencing. The genomic analysis (copy number variation and single-nucleotide variation) described herein is broadly applicable to liquid biopsy platforms capable of isolating cell-free and cell-based DNA. Morphometric parameters and genomic signatures of individual circulating tumor cells were evaluated in relation to patient clinical response, providing preliminary evidence of clinical validity as a potential biomarker aiding clinical diagnostics or monitoring progression.
Collapse
Affiliation(s)
- Stephanie N Shishido
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Lisa Welter
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Mariam Rodriguez-Lee
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Anand Kolatkar
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Liya Xu
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Carmen Ruiz
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Anna S Gerdtsson
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Sara Restrepo-Vassalli
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Anders Carlsson
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Joe Larsen
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Emily J Greenspan
- Center for Strategic Scientific Initiatives, National Cancer Institute, Bethesda, Maryland
| | - E Shelley Hwang
- Department of Surgery, Duke University Hospital, Durham, North Carolina
| | | | - Jorge Nieva
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Kelly Bethel
- Department of Pathology, Scripps Clinic Medical Group, La Jolla, California
| | - James Hicks
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Peter Kuhn
- Department of Biological Sciences, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California.
| |
Collapse
|
35
|
Sztilkovics M, Gerecsei T, Peter B, Saftics A, Kurunczi S, Szekacs I, Szabo B, Horvath R. Single-cell adhesion force kinetics of cell populations from combined label-free optical biosensor and robotic fluidic force microscopy. Sci Rep 2020; 10:61. [PMID: 31919421 PMCID: PMC6952389 DOI: 10.1038/s41598-019-56898-7] [Citation(s) in RCA: 50] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2019] [Accepted: 12/18/2019] [Indexed: 01/03/2023] Open
Abstract
Single-cell adhesion force plays a crucial role in biological sciences, however its in-depth investigation is hindered by the extremely low throughput and the lack of temporal resolution of present techniques. While atomic force microcopy (AFM) based methods are capable of directly measuring the detachment force values between individual cells and a substrate, their throughput is limited to few cells per day, and cannot provide the kinetic evaluation of the adhesion force over the timescale of several hours. In this study a high spatial and temporal resolution resonant waveguide grating based label-free optical biosensor was combined with robotic fluidic force microscopy to monitor the adhesion of living cancer cells. In contrast to traditional fluidic force microscopy methods with a manipulation range in the order of 300-400 micrometers, the robotic device employed here can address single cells over mm-cm scale areas. This feature significantly increased measurement throughput, and opened the way to combine the technology with the employed microplate-based, large area biosensor. After calibrating the biosensor signals with the direct force measuring technology on 30 individual cells, the kinetic evaluation of the adhesion force and energy of large cell populations was performed for the first time. We concluded that the distribution of the single-cell adhesion force and energy can be fitted by log-normal functions as cells are spreading on the surface and revealed the dynamic changes in these distributions. The present methodology opens the way for the quantitative assessment of the kinetics of single-cell adhesion force and energy with an unprecedented throughput and time resolution, in a completely non-invasive manner.
Collapse
Affiliation(s)
- Milan Sztilkovics
- Nanobiosensorics Group, Institute of Technical Physics and Materials Science, Centre for Energy Research, Budapest, Hungary
| | - Tamas Gerecsei
- Nanobiosensorics Group, Institute of Technical Physics and Materials Science, Centre for Energy Research, Budapest, Hungary
- Department of Biological Physics, Eötvös University, Budapest, Hungary
| | - Beatrix Peter
- Nanobiosensorics Group, Institute of Technical Physics and Materials Science, Centre for Energy Research, Budapest, Hungary
| | - Andras Saftics
- Nanobiosensorics Group, Institute of Technical Physics and Materials Science, Centre for Energy Research, Budapest, Hungary
| | - Sandor Kurunczi
- Nanobiosensorics Group, Institute of Technical Physics and Materials Science, Centre for Energy Research, Budapest, Hungary
| | - Inna Szekacs
- Nanobiosensorics Group, Institute of Technical Physics and Materials Science, Centre for Energy Research, Budapest, Hungary
| | - Balint Szabo
- Department of Biological Physics, Eötvös University, Budapest, Hungary
| | - Robert Horvath
- Nanobiosensorics Group, Institute of Technical Physics and Materials Science, Centre for Energy Research, Budapest, Hungary.
| |
Collapse
|
36
|
Keomanee-Dizon K, Shishido SN, Kuhn P. Circulating Tumor Cells: High-Throughput Imaging of CTCs and Bioinformatic Analysis. Recent Results Cancer Res 2020; 215:89-104. [PMID: 31605225 PMCID: PMC7679175 DOI: 10.1007/978-3-030-26439-0_5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Circulating tumor cells (CTCs) represent novel biomarkers, since they are obtainable through a simple and noninvasive blood draw or liquid biopsy. Here, we review the high-definition single-cell analysis (HD-SCA) workflow, which brings together modern methods of immunofluorescence with more sophisticated image processing to rapidly and accurately detect rare tumor cells among the milieu of platelets, erythrocytes, and leukocytes in the peripheral blood. In particular, we discuss progress in methods to measure CTC morphology and subcellular protein expression, and we highlight some initial applications that lead to fundamental new insights about the hematogenous phase of cancer, as well as its performance in early-stage diagnosis and treatment monitoring. We end with an outlook on how to further probe CTCs and the unique advantages of the HD-SCA workflow for improving the precision of cancer care.
Collapse
Affiliation(s)
- Kevin Keomanee-Dizon
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, 1002 W. Childs Way, Los Angeles, 90089-3502, CA, United States
- Viterbi School of Engineering, University of Southern California, 1002 W. Childs Way, Los Angeles, CA, 90089, United States
| | - Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, 1002 W. Childs Way, Los Angeles, 90089-3502, CA, United States
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, 1002 W. Childs Way, Los Angeles, 90089-3502, CA, United States.
- Viterbi School of Engineering, University of Southern California, 1002 W. Childs Way, Los Angeles, CA, 90089, United States.
| |
Collapse
|
37
|
Gerdtsson AS, Thiele JA, Shishido SN, Zheng S, Schaffer R, Bethel K, Curley S, Lenz HJ, Hanna DL, Nieva J, Kolatkar A, Ruiz C, Rodriguez-Lee M, Oakley III GJ, Lee JS, Hicks J, Kuhn P. Single cell correlation analysis of liquid and solid biopsies in metastatic colorectal cancer. Oncotarget 2019; 10:7016-7030. [PMID: 31903162 PMCID: PMC6925029 DOI: 10.18632/oncotarget.27271] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2019] [Accepted: 09/24/2019] [Indexed: 01/13/2023] Open
Abstract
As cancer care is transitioning to personalized therapies with necessary complementary or companion biomarkers there is significant interest in determining to what extent non-invasive liquid biopsies reflect the gold standard solid biopsy. We have established an approach for measuring patient-specific circulating and solid cell concordance by introducing tumor touch preparations to the High-Definition Single Cell Analysis workflow for high-resolution cytomorphometric characterization of metastatic colorectal cancer (mCRC). Subgroups of cells based on size, shape and protein expression were identified in both liquid and solid biopsies, which overall displayed high inter- and intra- patient pleomorphism at the single-cell level of analysis. Concordance of liquid and solid biopsies was patient-dependent and between 0.1-0.9. Morphometric variables displayed particularly high correlation, suggesting that circulating cells do not represent distinct subpopulations from the solid tumor. This was further substantiated by significant decrease in concentration of circulating cells after mCRC resection. Combined with the association of circulating cells with tumor burden and necrosis of hepatic lesions, our overall findings demonstrate that liquid biopsy cells can be informative biomarkers in the mCRC setting. Patient-specific level of concordance can readily be measured to establish the utility of circulating cells as biomarkers and define biosignatures for liquid biopsy assays.
Collapse
Affiliation(s)
- Anna S. Gerdtsson
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, USA
| | - Jana-Aletta Thiele
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Stephanie N. Shishido
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, USA
| | - Serena Zheng
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, USA
| | | | - Kelly Bethel
- Scripps MDAnderson Cancer Center, La Jolla, CA, USA
| | - Steven Curley
- Division of Surgical Oncology, Baylor College of Medicine, Houston, TX, USA
| | - Heinz-Josef Lenz
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Diana L. Hanna
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Jorge Nieva
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Anand Kolatkar
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, USA
| | - Carmen Ruiz
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, USA
| | - Mariam Rodriguez-Lee
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, USA
| | - Gerard J. Oakley III
- Diagnostic and Experimental Pathology, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, IN, USA
| | - Jerry S.H. Lee
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - James Hicks
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, USA
| | - Peter Kuhn
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, USA
| |
Collapse
|
38
|
Kulasinghe A, Hughes BGM, Kenny L, Punyadeera C. An update: circulating tumor cells in head and neck cancer. Expert Rev Mol Diagn 2019; 19:1109-1115. [PMID: 31680565 DOI: 10.1080/14737159.2020.1688145] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Introduction: Local and distant metastatic disease occurs in approximately half of head and neck squamous cell carcinoma (HNSCC) patients, representing an ongoing cause for treatment failure. Circulating tumor cells (CTCs) are transient cancer cells which have the capacity to metastasize to distant sites such as the lungs and liver in HNSCC. When metastatic disease is radiographically evident, the patient prognosis is often poor. Therefore, methodologies to assess micrometastatic disease are needed to (1) identify patients likely to develop metastatic disease and (2) treat and monitor these patients more aggressively. Whilst CTCs are well documented in other tumor streams such as breast, colorectal cancer and prostate cancers, the data and clinical utility in HNSCC remains limited.Areas covered: Here we summarize the recent advances of CTCs and applications in HNSCC.Expert opinion: CTC enumeration can be prognostic in HNSCC; further studies are warranted to investigate the role of CTC clusters in HNSCC; CTC culture (in vivo/ex vivo) may present a possibility to expand these rare cells to a critical mass for functional testing; PD-L1 expression of HNSCC CTCs may present a means by which to determine patients likely to respond to therapy; a HNSCC CTC-specific marker is warranted.
Collapse
Affiliation(s)
- Arutha Kulasinghe
- Saliva and Liquid Biopsy Translational Research Team, The School of Biomedical, Sciences, Institute of Health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, Queensland, Australia.,Translational Research Institute, Brisbane, Australia
| | - Brett G M Hughes
- Cancer Care Services, Royal Brisbane and Women's Hospital, Herston, Queensland, Australia.,University of Queensland, Australia
| | - Liz Kenny
- Cancer Care Services, Royal Brisbane and Women's Hospital, Herston, Queensland, Australia.,University of Queensland, Australia.,Queensland Health, Central Integrated Regional Cancer Services
| | - Chamindie Punyadeera
- Saliva and Liquid Biopsy Translational Research Team, The School of Biomedical, Sciences, Institute of Health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, Queensland, Australia.,Translational Research Institute, Brisbane, Australia
| |
Collapse
|
39
|
Lim SB, Lim CT, Lim WT. Single-Cell Analysis of Circulating Tumor Cells: Why Heterogeneity Matters. Cancers (Basel) 2019; 11:cancers11101595. [PMID: 31635038 PMCID: PMC6826423 DOI: 10.3390/cancers11101595] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2019] [Revised: 10/15/2019] [Accepted: 10/16/2019] [Indexed: 12/31/2022] Open
Abstract
Unlike bulk-cell analysis, single-cell approaches have the advantage of assessing cellular heterogeneity that governs key aspects of tumor biology. Yet, their applications to circulating tumor cells (CTCs) are relatively limited, due mainly to the technical challenges resulting from extreme rarity of CTCs. Nevertheless, recent advances in microfluidics and immunoaffinity enrichment technologies along with sequencing platforms have fueled studies aiming to enrich, isolate, and sequence whole genomes of CTCs with high fidelity across various malignancies. Here, we review recent single-cell CTC (scCTC) sequencing efforts, and the integrated workflows, that have successfully characterized patient-derived CTCs. We examine how these studies uncover DNA alterations occurring at multiple molecular levels ranging from point mutations to chromosomal rearrangements from a single CTC, and discuss their cellular heterogeneity and clinical consequences. Finally, we highlight emerging strategies to address key challenges currently limiting the translation of these findings to clinical practice.
Collapse
Affiliation(s)
- Su Bin Lim
- NUS Graduate School for Integrative Sciences & Engineering, National University of Singapore, Singapore 117456, Singapore.
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore.
| | - Chwee Teck Lim
- NUS Graduate School for Integrative Sciences & Engineering, National University of Singapore, Singapore 117456, Singapore.
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore.
- Mechanobiology Institute, National University of Singapore, Singapore 117411, Singapore.
- Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore 117599, Singapore.
| | - Wan-Teck Lim
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore.
- Office of Academic and Clinical Development, Duke-NUS Medical School, Singapore 169857, Singapore.
- IMCB NCC MPI Singapore Oncogenome Laboratory, Institute of Molecular and Cell Biology (IMCB), Agency for Science, Technology and Research (A*STAR), Singapore 138673, Singapore.
| |
Collapse
|
40
|
Rossi E, Zamarchi R. Single-Cell Analysis of Circulating Tumor Cells: How Far Have We Come in the -Omics Era? Front Genet 2019; 10:958. [PMID: 31681412 PMCID: PMC6811661 DOI: 10.3389/fgene.2019.00958] [Citation(s) in RCA: 45] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2019] [Accepted: 09/09/2019] [Indexed: 12/11/2022] Open
Abstract
Tumor cells detach from the primary tumor or metastatic sites and enter the peripheral blood, often causing metastasis. These cells, named Circulating Tumor Cells (CTCs), display the same spatial and temporal heterogeneity as the primary tumor. Since CTCs are involved in tumor progression, they represent a privileged window to disclose mechanisms of metastases, while -omic analyses at the single-cell level allow dissection of the complex relationships between the tumor subpopulations and the surrounding normal tissue. However, in addition to reporting the proof of concept that we can query CTCs to reveal tumor evolution throughout the continuum of treatment for early detection of resistance to therapy, the scientific literature has also been highlighting the disadvantages of CTCs, which hampers a routine use of this approach in clinical practice. To date, an increasing number of CTC technologies, as well as -omics methods, have been employed, mostly lacking strong comparative analyses. The rarity of CTCs also represents a major challenge, because there is no consensus regarding the minimal criteria necessary and sufficient to define an event as CTC; moreover, we cannot often compare data from of one study with that of another. Finally, the availability of an individual tumor profile undermines the traditional histology-based treatment. Applying molecular data for patient benefit implies a collective effort by biologists, bioengineers, and clinicians, to create tools to interpret molecular data and manage precision medicine in every single patient. Herein, we focus on the most recent findings in CTC −omics to learn how far we have come.
Collapse
Affiliation(s)
- Elisabetta Rossi
- Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy.,Veneto Institute of Oncology IOV-IRCCS, Padua, Italy
| | - Rita Zamarchi
- Veneto Institute of Oncology IOV-IRCCS, Padua, Italy
| |
Collapse
|
41
|
Autio KA, Dreicer R, Anderson J, Garcia JA, Alva A, Hart LL, Milowsky MI, Posadas EM, Ryan CJ, Graf RP, Dittamore R, Schreiber NA, Summa JM, Youssoufian H, Morris MJ, Scher HI. Safety and Efficacy of BIND-014, a Docetaxel Nanoparticle Targeting Prostate-Specific Membrane Antigen for Patients With Metastatic Castration-Resistant Prostate Cancer: A Phase 2 Clinical Trial. JAMA Oncol 2019; 4:1344-1351. [PMID: 29978216 DOI: 10.1001/jamaoncol.2018.2168] [Citation(s) in RCA: 146] [Impact Index Per Article: 29.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Importance Preferential delivery of docetaxel to tumors by prostate-specific membrane antigen (PSMA)-targeted nanoparticles is clinically effective, and the selective reduction of PSMA-positive circulating tumor cells (CTCs) after treatment has implications for patient selection and disease monitoring. Objective To determine the safety and efficacy of BIND-014, a PSMA-directed docetaxel-containing nanoparticle, in patients with metastatic castration-resistant prostate cancer (mCRPC). Design, Setting, and Participants A multicenter open-label, phase 2 clinical trial of 42 chemotherapy-naive patients with progressing mCRPC after treatment with abiraterone acetate and/or enzalutamide was conducted from June 24, 2013, to June 10, 2016. Intervention Treatment with BIND-014 at a dosage of 60 mg/m2 was given intravenously on day 1 of 21-day cycles in combination with prednisone until disease progression or unacceptable toxic effects occurred. Main Outcomes and Measures The primary end point was radiographic progression-free survival according to Prostate Cancer Working Group 2 recommendations and Response Evaluation Criteria in Solid Tumors, version 1.1. Secondary end points included prostate-specific antigen (PSA) response (≥50% reduction from baseline) and changes in CTC number (from ≥5 to <5 cells per 7.5 mL of blood) (CellSearch). Changes in CTC number based on PSMA expression levels on CTCs were also evaluated (Epic Sciences). Results Among the 42 patients (81% white), the median age was 66 (range, 50-85) years, and median number of doses received was 6 (range, 1-21). A PSA response was observed in 12 of 40 patients (30%; 95% CI, 18%-45%), measurable disease response in 6 of 19 (32% [95% CI, 15%-54%]), and CTC conversions in 13 of 26 (50%; 95% CI, 32%-68%). Median radiographic progression-free survival was 9.9 (95% CI, 7.1-12.6) months. With use of the Epic Sciences non-EPCAM-based CTC detection platform, CTCs were detected in 16 of 18 patients (89%); 11 of 18 (61%) had CTCs with PSMA expression above the analytical threshold level (PSMA positive) at baseline (range, 0.4-72.4 CTCs/mL). After treatment, PSMA-positive CTCs were preferentially reduced. Treatment-related adverse events included grade 1 or 2 fatigue (29 of 42 patients [69%]), nausea (23 [55%]), neuropathy (14 [33%]), and neutropenic fever (1 [2%]). Conclusions and Relevance These findings suggest that treatment with BIND-014 is active and well tolerated in patients with chemotherapy-naive mCRPC. Antitumor activity may be related to PSMA expression levels on CTCs, which suggests that patients who are likely to benefit from this treatment can be identified before treatment is initiated. Trial Registration ClinicalTrials.gov Identifier: NCT01812746.
Collapse
Affiliation(s)
- Karen A Autio
- Genitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.,Department of Medicine, Weill Cornell Medicine, New York, New York
| | - Robert Dreicer
- Department of Medicine and Urology, University of Virginia School of Medicine, Charlottesville
| | - Justine Anderson
- Genitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jorge A Garcia
- Department of Solid Tumor Oncology, Cleveland Clinic, Cleveland, Ohio
| | - Ajjai Alva
- Division of Hematology and Oncology, Department of Medicine, University of Michigan Health System, Ann Arbor
| | | | - Matthew I Milowsky
- Division of Hematology and Oncology, Department of Medicine, University of North Carolina, Chapel Hill
| | - Edwin M Posadas
- Division of Hematology and Oncology, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Charles J Ryan
- Division of Hematology and Oncology, Department of Medicine, University of California San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco
| | | | | | - Nicole A Schreiber
- Genitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | - Michael J Morris
- Genitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.,Department of Medicine, Weill Cornell Medicine, New York, New York
| | - Howard I Scher
- Genitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.,Department of Medicine, Weill Cornell Medicine, New York, New York
| |
Collapse
|
42
|
Abstract
As an alternative target to surgically resected tissue specimens, liquid biopsy has gained much attention over the past decade. Of the various circulating biomarkers, circulating tumor cells (CTCs) have particularly opened new windows into the metastatic cascade, with their functional, biochemical, and biophysical properties. Given the extreme rarity of intact CTCs and the associated technical challenges, however, analyses have been limited to bulk-cell strategies, missing out on clinically significant sources of information from cellular heterogeneity. With recent technological developments, it is now possible to probe genetic material of CTCs at the single-cell resolution to study spatial and temporal dynamics in circulation. Here, we discuss recent transcriptomic profiling efforts that enabled single-cell characterization of patient-derived CTCs spanning diverse cancer types. We further highlight how expression data of these putative biomarkers have advanced our understanding of metastatic spectrum and provided a basis for the development of CTC-based liquid biopsies to track, monitor, and predict the efficacy of therapy and any emergent resistance.
Collapse
|
43
|
Anaparthy N, Ho YJ, Martelotto L, Hammell M, Hicks J. Single-Cell Applications of Next-Generation Sequencing. Cold Spring Harb Perspect Med 2019; 9:a026898. [PMID: 30617056 PMCID: PMC6771363 DOI: 10.1101/cshperspect.a026898] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
The single cell is considered the basic unit of biology, and the pursuit of understanding how heterogeneous populations of cells can functionally coexist in tissues, organisms, microbial ecosystems, and even cancer, makes them the subject of intense study. Next-generation sequencing (NGS) of RNA and DNA has opened a new frontier of (single)-cell biology. Hundreds to millions of cells now can be assayed in parallel, providing the molecular profile of each cell in its milieu inexpensively and in a manner that can be analyzed mathematically. The goal of this article is to provide a high-level overview of single-cell sequencing for the nonexpert and show how its applications are influencing both basic and applied clinical studies in embryology, developmental genetics, and cancer.
Collapse
Affiliation(s)
- Naishitha Anaparthy
- Department of Molecular and Cellular Biology, Stony Brook University, Stony Brook, New York 11794
| | - Yu-Jui Ho
- Watson School of Biological Science, Cold Spring Harbor Laboratory, Cold Spring Harbor, New York 11724
| | - Luciano Martelotto
- University of Melbourne, Centre for Cancer Research, Victoria Comprehensive Cancer Centre, 3000 Victoria, Australia
| | - Molly Hammell
- Watson School of Biological Science, Cold Spring Harbor Laboratory, Cold Spring Harbor, New York 11724
| | - James Hicks
- Michelson Center for Convergent Biosciences, Dornsife College, University of Southern California, Los Angeles, California 90089
| |
Collapse
|
44
|
Shishido SN, Carlsson A, Nieva J, Bethel K, Hicks JB, Bazhenova L, Kuhn P. Circulating tumor cells as a response monitor in stage IV non-small cell lung cancer. J Transl Med 2019; 17:294. [PMID: 31462312 PMCID: PMC6714097 DOI: 10.1186/s12967-019-2035-8] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2019] [Accepted: 08/18/2019] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Monitoring circulating tumor cells (CTC) has been shown to be prognostic in most solid malignancies. There is no CTC assay in clinical use for lung cancer therapy monitoring due to inconclusive clinical utility data. Limited data has been published outside of the standard CTC enumerations, regarding clinical significance of phenotypic heterogeneity of CTCs in late stage NSCLC and its ability to correlate with treatment outcomes. METHODS In 81 patients with stage IV NSCLC, multiple timepoints for CTC analysis were collected after initiation of treatment across 139 lines of therapy using single cell high definition diagnostic pathology imaging of all nucleated cells from 362 peripheral blood samples as a liquid biopsy. RESULTS We analyzed the subset of 25 patients with complete time series data, totaling 117 blood samples, to determine the significance of HD-CTC kinetics during the initiation of treatment. These kinetics follow three distinct patterns: an increase in HD-CTCs with therapy (mean + 118.40 HD-CTCs/mL), unchanged HD-CTCs numbers (stable; mean 0.54 HD-CTCs/mL), and a decrease in HD-CTCs numbers (mean - 81.40 HD-CTCs/mL). Patients with an increasing CTC count during the first 3 months post initiation of new treatment had a better PFS and OS compared to the other groups. There was weak correlation between the absolute number of HD-CTCs at a single time point of therapy and patient outcomes (OS p value = 0.0754). In the whole cohort of 81 patients, HD-CTCs were detected in 51 (63%) patients at initiation of therapy with a median of 2.20 (range 0-509.20) and a mean of 26.21 HD-CTCs/mL (± 15.64). CONCLUSIONS CTCs are identifiable in most patients with stage IV NSCLC. While absolute HD-CTC counts do not correlate with prognosis, the changes in CTC counts were predictive of survival in patients with metastatic lung cancer receiving chemotherapy. The level and dynamics of CTCs indicate very different biological and pharmacological phenomena at different stages of disease and timepoints of treatment, highlighting the complex role of CTCs in cancer research and clinical management.
Collapse
Affiliation(s)
- Stephanie N. Shishido
- Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, 1002 W Childs Way, MCB351, MC:3502, Los Angeles, CA 90089-3502 USA
| | - Anders Carlsson
- Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, 1002 W Childs Way, MCB351, MC:3502, Los Angeles, CA 90089-3502 USA
| | - Jorge Nieva
- University of Southern California, 1441 Eastlake Avenue, Suite 3440, Los Angeles, CA 90033 USA
| | - Kelly Bethel
- Scripps Clinic, Department of Pathology, 10666 North Torrey Pines Road, MC211C, La Jolla, CA 92037 USA
| | - James B. Hicks
- Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, 1002 W Childs Way, MCB351, MC:3502, Los Angeles, CA 90089-3502 USA
| | - Lyudmila Bazhenova
- Moores Cancer Center, University of California San Diego, 3855 Health Sciences Dr, La Jolla, CA 92093 USA
| | - Peter Kuhn
- Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, 1002 W Childs Way, MCB351, MC:3502, Los Angeles, CA 90089-3502 USA
| |
Collapse
|
45
|
Prabakar RK, Xu L, Hicks J, Smith AD. SMURF-seq: efficient copy number profiling on long-read sequencers. Genome Biol 2019; 20:134. [PMID: 31287019 PMCID: PMC6615205 DOI: 10.1186/s13059-019-1732-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2018] [Accepted: 06/06/2019] [Indexed: 12/21/2022] Open
Abstract
We present SMURF-seq, a protocol to efficiently sequence short DNA molecules on a long-read sequencer by randomly ligating them to form long molecules. Applying SMURF-seq using the Oxford Nanopore MinION yields up to 30 fragments per read, providing an average of 6.2 and up to 7.5 million mappable fragments per run, increasing information throughput for read-counting applications. We apply SMURF-seq on the MinION to generate copy number profiles. A comparison with profiles from Illumina sequencing reveals that SMURF-seq attains similar accuracy. More broadly, SMURF-seq expands the utility of long-read sequencers for read-counting applications.
Collapse
Affiliation(s)
- Rishvanth K. Prabakar
- Quantitative and Computational Biology Section, Department of Biological Sciences, University of Southern California, 1050 Childs Way, Los Angeles, 90089 USA
| | - Liya Xu
- Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, 90089 USA
| | - James Hicks
- Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, 90089 USA
| | - Andrew D. Smith
- Quantitative and Computational Biology Section, Department of Biological Sciences, University of Southern California, 1050 Childs Way, Los Angeles, 90089 USA
| |
Collapse
|
46
|
Agnoletto C, Corrà F, Minotti L, Baldassari F, Crudele F, Cook WJJ, Di Leva G, d'Adamo AP, Gasparini P, Volinia S. Heterogeneity in Circulating Tumor Cells: The Relevance of the Stem-Cell Subset. Cancers (Basel) 2019; 11:cancers11040483. [PMID: 30959764 PMCID: PMC6521045 DOI: 10.3390/cancers11040483] [Citation(s) in RCA: 100] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Revised: 03/16/2019] [Accepted: 03/30/2019] [Indexed: 12/20/2022] Open
Abstract
The release of circulating tumor cells (CTCs) into vasculature is an early event in the metastatic process. The analysis of CTCs in patients has recently received widespread attention because of its clinical implications, particularly for precision medicine. Accumulated evidence documents a large heterogeneity in CTCs across patients. Currently, the most accepted view is that tumor cells with an intermediate phenotype between epithelial and mesenchymal have the highest plasticity. Indeed, the existence of a meta-stable or partial epithelial–mesenchymal transition (EMT) cell state, with both epithelial and mesenchymal features, can be easily reconciled with the concept of a highly plastic stem-like state. A close connection between EMT and cancer stem cells (CSC) traits, with enhanced metastatic competence and drug resistance, has also been described. Accordingly, a subset of CTCs consisting of CSC, present a stemness profile, are able to survive chemotherapy, and generate metastases after xenotransplantation in immunodeficient mice. In the present review, we discuss the current evidence connecting CTCs, EMT, and stemness. An improved understanding of the CTC/EMT/CSC connections may uncover novel therapeutic targets, irrespective of the tumor type, since most cancers seem to harbor a pool of CSCs, and disclose important mechanisms underlying tumorigenicity.
Collapse
Affiliation(s)
- Chiara Agnoletto
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
| | - Fabio Corrà
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
| | - Linda Minotti
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
| | - Federica Baldassari
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
| | - Francesca Crudele
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
| | | | - Gianpiero Di Leva
- School of Environment and Life Sciences, University of Salford, Salford M5 4WT, UK.
| | - Adamo Pio d'Adamo
- Department of Medicine, Surgery and Health Sciences, University of Trieste, 34127 Trieste, Italy.
- Institute for Maternal and Child Health-IRCCS "Burlo Garofolo", 34137 Trieste, Italy.
| | - Paolo Gasparini
- Department of Medicine, Surgery and Health Sciences, University of Trieste, 34127 Trieste, Italy.
- Institute for Maternal and Child Health-IRCCS "Burlo Garofolo", 34137 Trieste, Italy.
| | - Stefano Volinia
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
| |
Collapse
|
47
|
van der Toom EE, Axelrod HD, de la Rosette JJ, de Reijke TM, Pienta KJ, Valkenburg KC. Prostate-specific markers to identify rare prostate cancer cells in liquid biopsies. Nat Rev Urol 2019; 16:7-22. [PMID: 30479377 DOI: 10.1038/s41585-018-0119-5] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Despite improvements in early detection and advances in treatment, patients with prostate cancer continue to die from their disease. Minimal residual disease after primary definitive treatment can lead to relapse and distant metastases, and increasing evidence suggests that circulating tumour cells (CTCs) and bone marrow-derived disseminated tumour cells (BM-DTCs) can offer clinically relevant biological insights into prostate cancer dissemination and metastasis. Using epithelial markers to accurately detect CTCs and BM-DTCs is associated with difficulties, and prostate-specific markers are needed for the detection of these cells using rare cell assays. Putative prostate-specific markers have been identified, and an optimized strategy for staining rare cancer cells from liquid biopsies using these markers is required. The ideal prostate-specific marker will be expressed on every CTC or BM-DTC throughout disease progression (giving high sensitivity) and will not be expressed on non-prostate-cancer cells in the sample (giving high specificity). Some markers might not be specific enough to the prostate to be used as individual markers of prostate cancer cells, whereas others could be truly prostate-specific and would make ideal markers for use in rare cell assays. The goal of future studies is to use sensitive and specific prostate markers to consistently and reliably identify rare cancer cells.
Collapse
Affiliation(s)
| | - Haley D Axelrod
- The James Buchanan Brady Urological Institute, Baltimore, MD, USA.,Graduate Program in Cellular and Molecular Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | | | - Kenneth J Pienta
- The James Buchanan Brady Urological Institute, Baltimore, MD, USA
| | | |
Collapse
|
48
|
Abstract
Circulating tumor cells (CTCs) are rare cells that can be found in the peripheral blood of cancer patients. They have been demonstrated to be useful prognostic markers in many cancer types. Within the last decade various methods have been developed to detect rare cells within a liquid biopsy from a cancer patient. These methods have revealed the phenotypic diversity of CTCs and how they can represent the complement of cells that are found in a tumor. Single-cell proteogenomics has emerged as an all-encompassing next-generation technological approach for CTC research. This allows for the deconstruction of cellular heterogeneity, dynamics of metastatic initiation and progression, and response or resistance to therapeutics in the clinical settings. We take advantage of this opportunity to investigate CTC heterogeneity and understand their full potential in precision medicine.The high-definition single-cell analysis (HD-SCA) workflow combines detection of the entire population of CTCs and rare cancer related cells with single-cell genomic analysis and may therefore provide insight into their subpopulations based on molecular as well as morphological data. In this chapter we describe in detail the protocols from isolation of a candidate cell from a microscopy slide, through whole-genome amplification and library preparation, to CNV analysis of identified cells from the HD-SCA workflow. This process may also be applicable to any platform starting with a standard microscopy slide or isolated cell of interest.
Collapse
Affiliation(s)
- Jana- A Thiele
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Pavel Pitule
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - James Hicks
- USC Michelson Center for Convergent Biosciences, CSI-Cancer, Department of Biological Sciences, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA, USA
| | - Peter Kuhn
- USC Michelson Center for Convergent Biosciences, CSI-Cancer, Department of Biological Sciences, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA, USA.
- Department of Biomedical Engineering and Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA.
- Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
- Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
| |
Collapse
|
49
|
Abstract
Cellular heterogeneity within and across tumors has been a major obstacle in understanding and treating cancer, and the complex heterogeneity is masked if bulk tumor tissues are used for analysis. The advent of rapidly developing single-cell sequencing technologies, which include methods related to single-cell genome, epigenome, transcriptome, and multi-omics sequencing, have been applied to cancer research and led to exciting new findings in the fields of cancer evolution, metastasis, resistance to therapy, and tumor microenvironment. In this review, we discuss recent advances and limitations of these new technologies and their potential applications in cancer studies.
Collapse
Affiliation(s)
- Xianwen Ren
- Beijing Advanced Innovation Centre for Genomics, Peking-Tsinghua Centre for Life Sciences, Biomedical Pioneering Innovation Center (BIOPIC), School of Life Sciences, Peking University, Beijing, 100871, China.
| | - Boxi Kang
- Beijing Advanced Innovation Centre for Genomics, Peking-Tsinghua Centre for Life Sciences, Biomedical Pioneering Innovation Center (BIOPIC), School of Life Sciences, Peking University, Beijing, 100871, China
| | - Zemin Zhang
- Beijing Advanced Innovation Centre for Genomics, Peking-Tsinghua Centre for Life Sciences, Biomedical Pioneering Innovation Center (BIOPIC), School of Life Sciences, Peking University, Beijing, 100871, China.
| |
Collapse
|
50
|
Lemaire CA, Liu SZ, Wilkerson CL, Ramani VC, Barzanian NA, Huang KW, Che J, Chiu MW, Vuppalapaty M, Dimmick AM, Carlo DD, Kochersperger ML, Crouse SC, Jeffrey SS, Englert RF, Hengstler S, Renier C, Sollier-Christen E. Fast and Label-Free Isolation of Circulating Tumor Cells from Blood: From a Research Microfluidic Platform to an Automated Fluidic Instrument, VTX-1 Liquid Biopsy System. SLAS Technol 2018; 23:16-29. [PMID: 29355087 DOI: 10.1177/2472630317738698] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Tumor tissue biopsies are invasive, costly, and collect a limited cell population not completely reflective of patient cancer cell diversity. Circulating tumor cells (CTCs) can be isolated from a simple blood draw and may be representative of the diverse biology from multiple tumor sites. The VTX-1 Liquid Biopsy System was designed to automate the isolation of clinically relevant CTC populations, making the CTCs available for easy analysis. We present here the transition from a cutting-edge microfluidic innovation in the lab to a commercial, automated system for isolating CTCs directly from whole blood. As the technology evolved into a commercial system, flexible polydimethylsiloxane microfluidic chips were replaced by rigid poly(methyl methacrylate) chips for a 2.2-fold increase in cell recovery. Automating the fluidic processing with the VTX-1 further improved cancer cell recovery by nearly 1.4-fold, with a 2.8-fold decrease in contaminating white blood cells and overall improved reproducibility. Two isolation protocols were optimized that favor either the cancer cell recovery (up to 71.6% recovery) or sample purity (≤100 white blood cells/mL). The VTX-1's performance was further tested with three different spiked breast or lung cancer cell lines, with 69.0% to 79.5% cell recovery. Finally, several cancer research applications are presented using the commercial VTX-1 system.
Collapse
Affiliation(s)
| | - Sean Z Liu
- 1 Vortex Biosciences Inc., Menlo Park, CA, USA
| | | | - Vishnu C Ramani
- 2 Department of Surgery, Stanford University School of Medicine, Stanford, CA, USA
| | | | | | - James Che
- 1 Vortex Biosciences Inc., Menlo Park, CA, USA
| | | | | | | | - Dino Di Carlo
- 3 Department of Bioengineering, Department of Mechanical and Aerospace Engineering, California NanoSystems Institute, and Jonsson Comprehensive Cancer Center, University of California, Los Angeles, CA, USA
| | | | | | - Stefanie S Jeffrey
- 2 Department of Surgery, Stanford University School of Medicine, Stanford, CA, USA
| | | | | | | | | |
Collapse
|