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Bai L, Courcoubetis G, Mason J, Hicks JB, Nieva J, Kuhn P, Shishido SN. Longitudinal tracking of circulating rare events in the liquid biopsy of stage III-IV non-small cell lung cancer patients. Discov Oncol 2024; 15:142. [PMID: 38700626 PMCID: PMC11068717 DOI: 10.1007/s12672-024-00984-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 04/17/2024] [Indexed: 05/06/2024] Open
Abstract
In the United States, lung cancer is the second most common type of cancer with non-small cell lung cancer (NSCLC) encompassing around 85% of total lung cancer cases. Late-stage patients with metastatic disease have worsening prognosis, highlighting the importance of longitudinal disease monitoring. Liquid biopsy (LBx) represents a way for physicians to non-invasively track tumor analytes, such as circulating tumor cells (CTCs), and understand tumor progression in real-time through analyzing longitudinal blood samples. CTCs have been shown to be effective predictive biomarkers in measuring treatment efficacy and survival outcomes. We used the third-generation High-Definition Single Cell Assay (HDSCA3.0) workflow to analyze circulating rare events longitudinally during treatment in a cohort of 10 late-stage NSCLC patients, identifying rare events including circulating cancer cells (i.e., CTCs), and oncosomes. Here, we show (1) that there is a cancer specific LBx profile, (2) there is considerable heterogeneity of rare cells and oncosomes, and (3) that LBx data elements correlated with patient survival outcomes. Additional studies are warranted to understand the biological significance of the rare events detected, and the clinical potential of the LBx to monitor and predict response to treatment in NSCLC patient care.
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Affiliation(s)
- Lily Bai
- 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
| | - George Courcoubetis
- 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
- Catherine and 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
| | - James B 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
| | - Jorge Nieva
- 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.
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA, 90089, USA.
- Catherine and 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.
| | - Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA.
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Roddur MS, Snir S, El-Kebir M. Enforcing Temporal Consistency in Migration History Inference. J Comput Biol 2024; 31:396-415. [PMID: 38754138 DOI: 10.1089/cmb.2023.0352] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/18/2024] Open
Abstract
In addition to undergoing evolution, members of biological populations may also migrate between locations. Examples include the spread of tumor cells from the primary tumor to distant metastases or the spread of pathogens from one host to another. One may represent migration histories by assigning a location label to each vertex of a given phylogenetic tree such that an edge connecting vertices with distinct locations represents a migration. Some biological populations undergo comigration, a phenomenon where multiple taxa from distinct lineages simultaneously comigrate from one location to another. In this work, we show that a previous problem statement for inferring migration histories that are parsimonious in terms of migrations and comigrations may lead to temporally inconsistent solutions. To remedy this deficiency, we introduce precise definitions of temporal consistency of comigrations in a phylogenetic tree, leading to three successive problems. First, we formulate the temporally consistent comigration problem to check if a set of comigrations is temporally consistent and provide a linear time algorithm for solving this problem. Second, we formulate the parsimonious consistent comigrations (PCC) problem, which aims to find comigrations given a location labeling of a phylogenetic tree. We show that PCC is NP-hard. Third, we formulate the parsimonious consistent comigration history (PCCH) problem, which infers the migration history given a phylogenetic tree and locations of its extant vertices only. We show that PCCH is NP-hard as well. On the positive side, we propose integer linear programming models to solve the PCC and PCCH problems. We demonstrate our algorithms on simulated and real data.
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Affiliation(s)
- Mrinmoy Saha Roddur
- Department of Computer Science, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
| | - Sagi Snir
- Department of Evolutionary Biology, University of Haifa, Haifa, Israel
| | - Mohammed El-Kebir
- Department of Computer Science, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
- Cancer Center at Illinois, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
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Bagheri P, Eremina OE, Fernando A, Kamal M, Stegis I, Vazquez C, Shishido SN, Kuhn P, Zavaleta C. A Systematic Approach toward Enabling Maximal Targeting Efficiency of Cell Surface Proteins with Actively Targeted SERS Nanoparticles. ACS APPLIED MATERIALS & INTERFACES 2024; 16:15847-15860. [PMID: 38507685 DOI: 10.1021/acsami.3c18959] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/22/2024]
Abstract
With their intricate design, nanoparticles (NPs) have become indispensable tools in the quest for precise cellular targeting. Among various NPs, gold NPs stand out with unique features such as chemical stability, biocompatibility, adjustable shape, and size-dependent optical properties, making them particularly promising for molecular detection by leveraging the surface-enhanced Raman scattering (SERS) effect. Their multiplexing abilities for the simultaneous identification of multiple biomarkers are important in the rapidly evolving landscape of diverse cellular phenotypes and biomolecular profiling. However, the challenge is ensuring that SERS NPs can effectively target specific cells and biomarkers among intricate cell types and biomolecules with high specificity. In this study, we improve the functionalization of SERS NPs, optimizing their targeting efficiency in cellular applications for ca. 160 nm NP-based probes. Spherical SERS NPs, conjugated with antibodies targeting epidermal growth factor receptor and human epidermal growth factor receptor 2, were incubated with cells overexpressing these proteins, and their specific binding potential was quantified at each stage by using flow cytometry to achieve optimal targeting efficiency. We determined that maintaining an average of 3.5 × 105 thiols per NP, 300 antibodies per NP, 18,000 NPs per cell, conducting a 15 min staining incubation at 4 °C in a shaker, and using SM(PEG)12 as a cross-linker for the NP conjugation were crucial to achieve the highest targeting efficiency. Fluorescence and Raman imaging were used with these parameters to observe the maximum ability of these NPs to efficiently target suspended cells. These highly sensitive contrast agents demonstrate their pivotal role in effective active targeting, making them invaluable for multiplexing applications across diverse biological environments.
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Affiliation(s)
- Pegah Bagheri
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
| | - Olga E Eremina
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
| | - Augusta Fernando
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
| | - Mohamed Kamal
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, United States
| | - Ingus Stegis
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
| | - Celine Vazquez
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
| | - Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, United States
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, United States
| | - Cristina Zavaleta
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
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Ghoreifi A, Shishido SN, Sayeed S, Courcoubetis G, Huang A, Schuckman A, Aron M, Desai M, Daneshmand S, Gill IS, Kuhn P, Djaladat H, Mason J. Blood-based liquid biopsy: A promising noninvasive test in diagnosis, surveillance, and prognosis of patients with upper tract urothelial carcinoma. Urol Oncol 2024; 42:118.e9-118.e17. [PMID: 38383240 DOI: 10.1016/j.urolonc.2024.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 01/29/2024] [Accepted: 02/03/2024] [Indexed: 02/23/2024]
Abstract
OBJECTIVES To assess the efficacy of blood-based liquid biopsy in the diagnosis, surveillance, and prognosis of upper tract urothelial carcinoma (UTUC). METHODS AND MATERIALS In this prospective study, peripheral blood samples were collected from patients with primary UTUC before surgery with curative intent and follow-up visits at University of Southern California between May 2021 and September 2022. The samples were analyzed using the third-generation comprehensive high-definition single-cell assay (HDSCA3.0) to detect rare events, including circulating tumor cells (CTCs) and oncosomes, based on the immunofluorescence signals of DAPI (D), cytokeratin (CK), CD45/CD31 (CD), and vimentin (V). The findings of pre-surgery liquid biopsies were compared with those of blood samples from normal donors (NDs) and matched follow-up liquid biopsies. The association between liquid biopsy findings and clinical data, including recurrence-free survival (RFS), was also assessed. RESULTS Twenty-eight patients with UTUC were included, of whom 21 had follow-up samples. Significant differences in specific rare analytes were detected in the preoperative samples compared to the NDs. In the post- vs. presurgery matched analysis, a significant decrease was detected in total-, CK-, and CK|V oncosomes, as well as in D-, D|V-, and D|V|CD cells. With a median follow-up of 11 months, 8 patients had disease recurrence. Survival analysis demonstrated that patients with >1.95 preoperative CK|V oncosomes (p = 0.020) and those with >4.18 D|CK|V cells (p = 0.050) had worse RFS compared to other patients. CONCLUSIONS This study demonstrated promising initial evidence for the biomarker role of CTCs and oncosomes in the diagnosis and surveillance of patients with UTUC.
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Affiliation(s)
- Alireza Ghoreifi
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA
| | - Salmaan Sayeed
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA
| | - George Courcoubetis
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA
| | - Amy Huang
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA
| | - Anne Schuckman
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Monish Aron
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Mihir Desai
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Siamak Daneshmand
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Inderbir S Gill
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA; Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Peter Kuhn
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA; Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA; Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA; Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA
| | - Hooman Djaladat
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA; Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA.
| | - Jeremy Mason
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA; Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA; Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA.
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Shishido SN, Lin E, Nissen N, Courcoubetis G, Suresh D, Mason J, Osipov A, Hendifar AE, Lewis M, Gaddam S, Pandol S, Kuhn P, Lo SK. Cancer-related cells and oncosomes in the liquid biopsy of pancreatic cancer patients undergoing surgery. NPJ Precis Oncol 2024; 8:36. [PMID: 38360856 PMCID: PMC10869814 DOI: 10.1038/s41698-024-00521-0] [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: 07/27/2023] [Accepted: 01/15/2024] [Indexed: 02/17/2024] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) has a five-year survival rate of less than 10% due to its late diagnosis, rapid metastasis, and chemotherapeutic resistance. For a small proportion (10-20%) of early-stage patients however, surgical resection of the pancreatic tumor offers the best chance for survival but the effect of surgery on disease dissemination is unknown. The primary objective of this study was to characterize cellular and acellular blood-based analytes in portal and peripheral blood before pancreatic manipulation, during tumor dissection and immediately after surgical resection to determine the effects of the surgery. This study used the non-enriching third generation High-Definition Single Cell Assay (HDSCA3.0) workflow to investigate heterogeneous circulating rare cell population in the blood. Blood from both sites taken before surgical manipulation of the pancreas had significantly greater incidence of total rare cellular and acellular analytes than normal donor samples. Post-surgery portal and peripheral blood had significantly greater incidence of specific cellular and acellular subtypes compared to the matched pre- and during-surgery samples. Our results reveal that in patients with PDAC liquid biopsy analytes are increased in both the portal and peripheral blood; portal blood contains a higher frequency of analytes than in the peripheral blood; total analytes in the portal and peripheral blood samples were significantly associated with the tumor volume and pathological T stage; and the surgical procedure increased the blood levels of circulating cellular and acellular analytes, but not Epi.CTCs or Mes.CTCs. This study demonstrates liquid biopsy's utility in monitoring patients with PDAC with surgically resectable disease.
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Affiliation(s)
- Stephanie N Shishido
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, CA, 90089, USA
| | - Emmeline Lin
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, CA, 90089, USA
| | - Nicholas Nissen
- Pancreatic and Biliary Diseases Program, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - George Courcoubetis
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, CA, 90089, USA
| | - Divya Suresh
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, CA, 90089, USA
| | - Jeremy Mason
- Convergent Science Institute for Cancer, Michelson Center, 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
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA
| | - Arsen Osipov
- IM Hematology Oncology, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - Andrew E Hendifar
- IM Hematology Oncology, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - Michael Lewis
- Pancreatic and Biliary Diseases Program, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
- Greater Los Angeles Veterans Affairs System, Los Angeles, CA, 90073, USA
- Clark Atlanta University, Center for Cancer Research and Therapeutic Development, Atlanta, GA, 30314, USA
| | - Srinivas Gaddam
- Pancreatic and Biliary Diseases Program, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - Stephen Pandol
- Pancreatic and Biliary Diseases Program, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - Peter Kuhn
- Convergent Science Institute for Cancer, Michelson Center, 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.
- 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.
| | - Simon K Lo
- Pancreatic and Biliary Diseases Program, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA.
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Shishido SN, Hart O, Jeong S, Moriarty A, Heeke D, Rossi J, Bot A, Kuhn P. Liquid biopsy approach to monitor the efficacy and response to CAR-T cell therapy. J Immunother Cancer 2024; 12:e007329. [PMID: 38350684 PMCID: PMC10862257 DOI: 10.1136/jitc-2023-007329] [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] [Accepted: 01/25/2024] [Indexed: 02/15/2024] Open
Abstract
BACKGROUND Chimeric antigen receptor (CAR)-T cells are approved for use in the treatment of hematological malignancies. Axicabtagene ciloleucel (YESCARTA) and brexucabtagene autoleucel (TECARTUS) genetically modified autologous T cells expressing an anti-CD19 scFv based on the FMC63 clone have shown impressive response rates for the treatment of CD19+B cell malignancies, but there remain challenges in monitoring long-term persistence as well as the functional characterization of low-level persisting CAR-T cells in patients. Furthermore, due to CD19-negative driven relapse, having the capability to monitor patients with simultaneous detection of the B cell malignancy and persisting CAR-T cells in patient peripheral blood is important for ensuring timely treatment optionality and understanding relapse. METHODS This study demonstrates the development and technical validation of a comprehensive liquid biopsy, high-definition single cell assay (HDSCA)-HemeCAR for (1) KTE-X19 CAR-T cell identification and analysis and (2) simultaneously monitoring the CD19-epitope landscape on neoplastic B cells in cryopreserved or fresh peripheral blood. Proprietary anti-CD19 CAR reagents, healthy donor transduced CAR-T cells, and patient samples consisting of malignant B cell fractions from manufacturing were used for assay development. RESULTS The CAR-T assay showed an approximate limit of detection at 1 cell in 3 million with a sensitivity of 91%. Genomic analysis was additionally used to confirm the presence of the CAR transgene. This study additionally reports the successful completion of two B cell assays with multiple CD19 variants (FMC63 and LE-CD19) and a unique fourth channel biomarker (CD20 or CD22). In patient samples, we observed that CD19 isoforms were highly heterogeneous both intrapatient and interpatient. CONCLUSIONS With the simultaneous detection of the CAR-T cells and the B cell malignancy in patient peripheral blood, the HDSCA-HemeCAR workflow may be considered for risk monitoring and patient management.
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Affiliation(s)
- Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California, USA
| | - Olivia Hart
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California, USA
| | - Sujin Jeong
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California, USA
| | - Aidan Moriarty
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California, USA
| | - Darren Heeke
- Kite A Gilead Company, Santa Monica, California, USA
| | - John Rossi
- Kite A Gilead Company, Santa Monica, California, USA
| | - Adrian Bot
- Kite A Gilead Company, Santa Monica, California, USA
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California, USA
- Department of Biological Sciences Sciences, Dornsife College of Letters, Arts, and Sciences, 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
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
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Ogut MG, Ma P, Gupta R, Hoerner CR, Fan AC, El-Kaffas AN, Durmus NG. Automated Image Analysis for Characterization of Circulating Tumor Cells and Clusters Sorted by Magnetic Levitation. Adv Biol (Weinh) 2023; 7:e2300109. [PMID: 37462226 DOI: 10.1002/adbi.202300109] [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: 03/13/2023] [Revised: 05/05/2023] [Indexed: 10/24/2023]
Abstract
Magnetic levitation-based sorting technologies have revolutionized the detection and isolation of rare cells, including circulating tumor cells (CTCs) and circulating tumor cell clusters (CTCCs). Manual counting and quantification of these cells are prone to time-consuming processes, human error, and inter-observer variability, particularly challenging when heterogeneous cell types in 3D clusters are present. To overcome these challenges, we developed "Fastcount," an in-house MATLAB-based algorithm for precise, automated quantification and phenotypic characterization of CTCs and CTCCs, in both 2D and 3D. Fastcount is 120 times faster than manual counting and produces reliable results with a ±7.3% deviation compared to a trained laboratory technician. By analyzing 400 GB of fluorescence imaging data, we showed that Fastcount outperforms manual counting and commercial software when cells are aggregated in 3D or staining artifacts are present, delivering more accurate results. We further employed Fastcount for automated analysis of 3D image stacks obtained from CTCCs isolated from colorectal adenocarcinoma and renal cell carcinoma blood samples. Interestingly, we observed a highly heterogeneous spatial cellular composition within CTCCs, even among clusters from the same patient. Overall, Fastcount can be employed for various applications with lab-chip devices, such as CTC detection, CTCC analysis in 3D and cell detection in biosensors.
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Affiliation(s)
- Mehmet Giray Ogut
- Canary Center for Cancer Early Detection, Department of Radiology, Stanford University School of Medicine, Palo Alto, CA, 94304, USA
- School of Engineering, Stanford University, Stanford, CA, 94305, USA
| | - Peng Ma
- Canary Center for Cancer Early Detection, Department of Radiology, Stanford University School of Medicine, Palo Alto, CA, 94304, USA
| | - Rakhi Gupta
- Canary Center for Cancer Early Detection, Department of Radiology, Stanford University School of Medicine, Palo Alto, CA, 94304, USA
| | - Christian R Hoerner
- Department of Medicine, Division of Oncology, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Alice C Fan
- Canary Center for Cancer Early Detection, Department of Radiology, Stanford University School of Medicine, Palo Alto, CA, 94304, USA
- Department of Medicine, Division of Oncology, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Ahmed Nagy El-Kaffas
- Molecular Imaging Program at Stanford (MIPS), Department of Radiology, Stanford University, Palo Alto, CA, 94305, USA
| | - Naside Gozde Durmus
- Molecular Imaging Program at Stanford (MIPS), Department of Radiology, Stanford University, Palo Alto, CA, 94305, USA
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8
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Setayesh SM, Ndacayisaba LJ, Rappard KE, Hennes V, Rueda LYM, Tang G, Lin P, Orlowski RZ, Symer DE, Manasanch EE, Shishido SN, Kuhn P. Targeted single-cell proteomic analysis identifies new liquid biopsy biomarkers associated with multiple myeloma. NPJ Precis Oncol 2023; 7:95. [PMID: 37723227 PMCID: PMC10507120 DOI: 10.1038/s41698-023-00446-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Accepted: 09/05/2023] [Indexed: 09/20/2023] Open
Abstract
Multiple myeloma (MM) is accompanied by alterations to the normal plasma cell (PC) proteome, leading to changes to the tumor microenvironment and disease progression. There is a great need for understanding the consequences that lead to MM progression and for the discovery of new biomarkers that can aid clinical diagnostics and serve as targets for therapeutics. This study demonstrates the applicability of utilizing the single-cell high-definition liquid biopsy assay (HDSCA) and imaging mass cytometry to characterize the proteomic profile of myeloma. In our study, we analyzed ~87,000 cells from seven patient samples (bone marrow and peripheral blood) across the myeloma disease spectrum and utilized our multiplexed panel to characterize the expression of clinical markers for PC classification, additional potential therapeutic targets, and the tumor microenvironment cells. Our analysis showed BCMA, ICAM3 (CD50), CD221, and CS1 (SLAMF7) as the most abundantly expressed markers on PCs across all myeloma stages, with BCMA, ICAM3, and CD221 having significantly higher expression levels on disease versus precursor PCs. Additionally, we identify significantly elevated levels of expression for CD74, MUM1, CD229, CD44, IGLL5, Cyclin D1, UBA52, and CD317 on PCs from overt disease conditions compared to those from precursor states.
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Affiliation(s)
- Sonia M Setayesh
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
| | - Libere J Ndacayisaba
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
| | - Kate E Rappard
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
| | - Valerie Hennes
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
| | - Luz Yurany Moreno Rueda
- Department of Lymphoma and Myeloma, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, 77030, 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
| | - Robert Z Orlowski
- Department of Lymphoma and Myeloma, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - David E Symer
- Department of Lymphoma and Myeloma, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Elisabet E Manasanch
- Department of Lymphoma and Myeloma, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, 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.
- 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.
- 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.
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9
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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.
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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
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10
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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.
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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.
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11
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Smejkal J, Aubrecht P, Semerádtová A, Štofik M, Liegertová M, Malý J. Immunocapturing rare cells from blood: A simple and robust microsystem approach. Biosens Bioelectron 2023; 227:115155. [PMID: 36821992 DOI: 10.1016/j.bios.2023.115155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Revised: 02/06/2023] [Accepted: 02/14/2023] [Indexed: 02/21/2023]
Abstract
Cell immunocapture microsystems are a fast-emerging field with several potential medical diagnostic applications. Isolation and quantification of circulating rare cells (CRCs) show great importance in the early stages of disease diagnostics and prognostics. Here, we present a simple and robust stop-flow microsystem (fabricated by a combination of glass microblasting and 3D printing) based on a planar antibody-coated surface that is effective in the immunocapture of the model as well as naturally occurring rare cells. A chip with a planar immunocapture channel working in the so-called stop-flow dynamic regime was designed to enable monitoring the efficiency of the cell capture by fluorescence microscopy. Up to 90% immunocapture efficiency of MCF-7 cells spiked into whole blood on CD326 antibody-coated planar surfaces was achieved. We discuss the role of the planar surface modifications, the influence of the set stop-flow dynamic conditions, and medium complexity on the efficiency of cell immunocapture. The presented results could be further employed in the design of microsystems for cell-size-independent isolation and identification of rare cells from blood.
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Affiliation(s)
- Jiří Smejkal
- Centre for Nanomaterials and Biotechnology, Faculty of Science, Jan Evangelista Purkyně University in Ústí nad Labem, 400 96, Ústí nad Labem, Czech Republic.
| | - Petr Aubrecht
- Centre for Nanomaterials and Biotechnology, Faculty of Science, Jan Evangelista Purkyně University in Ústí nad Labem, 400 96, Ústí nad Labem, Czech Republic
| | - Alena Semerádtová
- Centre for Nanomaterials and Biotechnology, Faculty of Science, Jan Evangelista Purkyně University in Ústí nad Labem, 400 96, Ústí nad Labem, Czech Republic
| | - Marcel Štofik
- Centre for Nanomaterials and Biotechnology, Faculty of Science, Jan Evangelista Purkyně University in Ústí nad Labem, 400 96, Ústí nad Labem, Czech Republic
| | - Michaela Liegertová
- Centre for Nanomaterials and Biotechnology, Faculty of Science, Jan Evangelista Purkyně University in Ústí nad Labem, 400 96, Ústí nad Labem, Czech Republic
| | - Jan Malý
- Centre for Nanomaterials and Biotechnology, Faculty of Science, Jan Evangelista Purkyně University in Ústí nad Labem, 400 96, Ústí nad Labem, Czech Republic
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12
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Qi E, Courcoubetis G, Liljegren E, Herrera E, Nguyen N, Nadri M, Ghandehari S, Kazemian E, Reckamp KL, Merin NM, Merchant A, Mason J, Figueiredo JC, Shishido SN, Kuhn P. Investigation of liquid biopsy analytes in peripheral blood of individuals after SARS-CoV-2 infection. EBioMedicine 2023; 90:104519. [PMID: 36921564 PMCID: PMC10008671 DOI: 10.1016/j.ebiom.2023.104519] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Revised: 02/21/2023] [Accepted: 02/23/2023] [Indexed: 03/14/2023] Open
Abstract
BACKGROUND Post-acute COVID-19 syndrome (PACS) is linked to severe organ damage. The identification and stratification of at-risk SARS-CoV-2 infected individuals is vital to providing appropriate care. This exploratory study looks for a potential liquid biopsy signal for PACS using both manual and machine learning approaches. METHODS Using a high definition single cell assay (HDSCA) workflow for liquid biopsy, we analysed 100 Post-COVID patients and 19 pre-pandemic normal donor (ND) controls. Within our patient cohort, 73 had received at least 1 dose of vaccination prior to SARS-CoV-2 infection. We stratified the COVID patients into 25 asymptomatic, 22 symptomatic COVID-19 but not suspected for PACS and 53 PACS suspected. All COVID-19 patients investigated in this study were diagnosed between April 2020 and January 2022 with a median 243 days (range 16-669) from diagnosis to their blood draw. We did a histopathological examination of rare events in the peripheral blood and used a machine learning model to evaluate predictors of PACS. FINDINGS The manual classification found rare cellular and acellular events consistent with features of endothelial cells and platelet structures in the PACS-suspected cohort. The three categories encompassing the hypothesised events were observed at a significantly higher incidence in the PACS-suspected cohort compared to the ND (p-value < 0.05). The machine learning classifier performed well when separating the NDs from Post-COVID with an accuracy of 90.1%, but poorly when separating the patients suspected and not suspected of PACS with an accuracy of 58.7%. INTERPRETATION Both the manual and the machine learning model found differences in the Post-COVID cohort and the NDs, suggesting the existence of a liquid biopsy signal after active SARS-CoV-2 infection. More research is needed to stratify PACS and its subsyndromes. FUNDING This work was funded in whole or in part by Fulgent Genetics, Kathy and Richard Leventhal and Vassiliadis Research Fund. This work was also supported by the National Cancer InstituteU54CA260591.
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Affiliation(s)
- Elizabeth Qi
- 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
| | - George Courcoubetis
- 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
| | - Emmett Liljegren
- 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
| | - Ergueen Herrera
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, 8700 Beverly Blvd Suite AC1072, Los Angeles, CA 90048, USA
| | - Nathalie Nguyen
- Division of Medical Oncology, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Maimoona Nadri
- Division of Medical Oncology, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Sara Ghandehari
- Cedars-Sinai Medical Center, Pulmonary Rehabilitation in the Women's Guild Lung Institute, Los Angeles, CA 90048, USA
| | - Elham Kazemian
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, 8700 Beverly Blvd Suite AC1072, Los Angeles, CA 90048, USA
| | - Karen L Reckamp
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, 8700 Beverly Blvd Suite AC1072, Los Angeles, CA 90048, USA
| | - Noah M Merin
- Division of Hematology and Cellular Therapy, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Akil Merchant
- Division of Hematology and Cellular Therapy, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Jeremy Mason
- 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; 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
| | - Jane C Figueiredo
- Department of Medicine, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, 8700 Beverly Blvd Suite AC1072, Los Angeles, CA 90048, USA
| | - 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
| | - 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; 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; 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.
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13
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Fainchtein K, Tera Y, Kearn N, Noureldin A, Othman M. Hypercoagulability and Thrombosis Risk in Prostate Cancer: The Role of Thromboelastography. Semin Thromb Hemost 2023; 49:111-118. [PMID: 36410399 DOI: 10.1055/s-0042-1758116] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Thrombosis is one of the leading causes of death in cancer. Cancer-induced hypercoagulable state contributes to thrombosis and is often overlooked. Prostate cancer may not be of high thrombogenic potential compared with other cancers, but its high prevalence brings it into focus. Pathological evidence for venous thromboembolisms (VTEs) in prostate cancer exists. Factors such as age, comorbidities, and therapies increase the VTE risk further. There is a need to systematically identify the risk of VTE in regard to patient-, cancer-, and treatment-related factors to risk stratify patients for better-targeted and individualized strategies to prevent VTE. Sensitive tests to enable such risk assessment are urgently required. There is sufficient evidence for the utility of thromboelastography (TEG) in cancer, but it is not yet part of the clinic and there is only limited data on the use of TEG in prostate cancer. One study revealed that compared with age-matched controls, 68.8% of prostate cancer patients demonstrated hypercoagulable TEG parameters. The absence of clinical guidelines is a limiting factor in TEG use in the cancer population. Cancer heterogeneity and the unique cancer-specific microenvironment in each patient, as well as determining the hypercoagulable state in each patient, are added limitations. The way forward is to combine efforts to design large multicenter studies to investigate the utility and clinical effectiveness of TEG in cancer and establish longitudinal studies to understand the link between hypercoagulable state and development of thrombosis. There is also a need to study low thrombogenic cancers as well as high thrombogenic ones. Awareness among clinicians and understanding of test applicability and interpretation are needed. Finally, expert discussion is critical to identify the investigation priorities.
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Affiliation(s)
- Karina Fainchtein
- Department of Biomedical and Molecular Sciences, School of Medicine, Queen's University, Kingston, Ontario, Canada
| | - Yousra Tera
- Department of Biomedical and Molecular Sciences, School of Medicine, Queen's University, Kingston, Ontario, Canada.,Department of Clinical Pathology, Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | - Natalie Kearn
- Department of Biomedical and Molecular Sciences, School of Medicine, Queen's University, Kingston, Ontario, Canada
| | - Abdelrahman Noureldin
- Department of Biomedical and Molecular Sciences, School of Medicine, Queen's University, Kingston, Ontario, Canada
| | - Maha Othman
- Department of Biomedical and Molecular Sciences, School of Medicine, Queen's University, Kingston, Ontario, Canada.,Department of Clinical Pathology, Faculty of Medicine, Mansoura University, Mansoura, Egypt.,School of Baccalaureate Nursing, St. Lawrence College, Kingston, Ontario, Canada
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14
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Guo L, Kong D, Liu J, Zhan L, Luo L, Zheng W, Zheng Q, Chen C, Sun S. Breast cancer heterogeneity and its implication in personalized precision therapy. Exp Hematol Oncol 2023; 12:3. [PMID: 36624542 PMCID: PMC9830930 DOI: 10.1186/s40164-022-00363-1] [Citation(s) in RCA: 30] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 12/29/2022] [Indexed: 01/11/2023] Open
Abstract
Breast cancer heterogeneity determines cancer progression, treatment effects, and prognosis. However, the precise mechanism for this heterogeneity remains unknown owing to its complexity. Here, we summarize the origins of breast cancer heterogeneity and its influence on disease progression, recurrence, and therapeutic resistance. We review the possible mechanisms of heterogeneity and the research methods used to analyze it. We also highlight the importance of cell interactions for the origins of breast cancer heterogeneity, which can be further categorized into cooperative and competitive interactions. Finally, we provide new insights into precise individual treatments based on heterogeneity.
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Affiliation(s)
- Liantao Guo
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, No. 238 Jiefang Road, Wuchang District, Wuhan, 430060, Hubei, China
| | - Deguang Kong
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, No. 238 Jiefang Road, Wuchang District, Wuhan, 430060, Hubei, China
| | - Jianhua Liu
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, No. 238 Jiefang Road, Wuchang District, Wuhan, 430060, Hubei, China
| | - Ling Zhan
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, No. 238 Jiefang Road, Wuchang District, Wuhan, 430060, Hubei, China
| | - Lan Luo
- Department of Breast Surgery, The Affiliated Hospital of Guizhou Medical University, No. 28 Guiyi Road, Yunyan District, Guiyang, 550001, Guizhou, China
| | - Weijie Zheng
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, No. 238 Jiefang Road, Wuchang District, Wuhan, 430060, Hubei, China
| | - Qingyuan Zheng
- Department of Urology, Renmin Hospital of Wuhan University, No. 238 Jiefang Road, Wuchang District, Wuhan, 430060, Hubei, China
| | - Chuang Chen
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, No. 238 Jiefang Road, Wuchang District, Wuhan, 430060, Hubei, China.
| | - Shengrong Sun
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, No. 238 Jiefang Road, Wuchang District, Wuhan, 430060, Hubei, China.
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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: 0] [Impact Index Per Article: 0] [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.
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16
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Multianalyte liquid biopsy to aid the diagnostic workup of breast cancer. NPJ Breast Cancer 2022; 8:112. [PMID: 36167819 PMCID: PMC9515081 DOI: 10.1038/s41523-022-00480-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 09/16/2022] [Indexed: 11/19/2022] Open
Abstract
Breast cancer (BC) affects 1 in every 8 women in the United States and is currently the most prevalent cancer worldwide. Precise staging at diagnosis and prognosis are essential components for the clinical management of BC patients. In this study, we set out to evaluate the feasibility of the high-definition single cell (HDSCA) liquid biopsy (LBx) platform to stratify late-stage BC, early-stage BC, and normal donors using peripheral blood samples. Utilizing 5 biomarkers, we identified rare circulating events with epithelial, mesenchymal, endothelial and hematological origin. We detected a higher level of CTCs in late-stage patients, compared to the early-stage and normal donors. Additionally, we observed more tumor-associated large extracellular vesicles (LEVs) in the early-stage, compared to late-stage and the normal donor groups. Overall, we were able to detect reproducible patterns in the enumeration of rare cells and LEVs of cancer vs. normal donors and early-stage vs. late-stage BC with high accuracy, allowing for robust stratification. Our findings illustrate the feasibility of the LBx assay to provide robust detection of rare circulating events in peripheral blood draws and to stratify late-stage BC, early-stage BC, and normal donor samples.
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Malla R, Puvalachetty K, Vempati RK, Marni R, Merchant N, Nagaraju GP. Cancer Stem Cells and Circulatory Tumor Cells Promote Breast Cancer Metastasis. Clin Breast Cancer 2022; 22:507-514. [PMID: 35688785 DOI: 10.1016/j.clbc.2022.05.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 04/23/2022] [Accepted: 05/15/2022] [Indexed: 12/16/2022]
Abstract
Breast cancer (BC) is a highly metastatic, pathological cancer that significantly affects women worldwide. The mortality rate of BC is related to its heterogeneity, aggressive phenotype, and metastasis. Recent studies have highlighted that the tumor microenvironment (TME) is critical for the interplay between metastasis mediators in BC. BC stem cells, tumor-derived exosomes, circulatory tumor cells (CTCs), and signaling pathways dynamically remodel the TME and promote metastasis. This review examines the cellular and molecular mechanisms governing the epithelial to mesenchymal transition (EMT) that facilitate metastasis. This review also discusses the role of cancer stem cells (CSCs), tumor-derived exosomes, and CTs in promoting BC metastasis. Furthermore, the review emphasizes major signaling pathways that mediate metastasis in BC. Finally, the interplay among CSCs, exosomes, and CTCs in mediating metastasis have been highlighted. Therefore, understanding the molecular cues that mediate the association of CSCs, exosomes, and CTCs in TME helps to optimize systemic therapy to target metastatic BC.
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Affiliation(s)
- RamaRao Malla
- Cancer Biology Laboratory, Department of Biochemistry and Bioinformatics, GITAM School of Science, GITAM (Deemed to be University), Visakhapatnam, Andhra Pradesh, India
| | - Kiran Puvalachetty
- Cancer Biology Laboratory, Department of Biochemistry and Bioinformatics, GITAM School of Science, GITAM (Deemed to be University), Visakhapatnam, Andhra Pradesh, India
| | - Rahul K Vempati
- Cancer Biology Laboratory, Department of Biochemistry and Bioinformatics, GITAM School of Science, GITAM (Deemed to be University), Visakhapatnam, Andhra Pradesh, India
| | - Rakshmitha Marni
- Cancer Biology Laboratory, Department of Biochemistry and Bioinformatics, GITAM School of Science, GITAM (Deemed to be University), Visakhapatnam, Andhra Pradesh, India
| | - Neha Merchant
- Department of Bioscience and Biotechnology, Banasthali University, Vanasthali, Rajasthan, India
| | - Ganji Purnachandra Nagaraju
- Department of Hematology and Oncology, School of medicine, University of Alabama, Birmingham, Birmingham, AL.
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Chapin WJ, Till JE, Hwang WT, Eads JR, Karasic TB, O'Dwyer PJ, Schneider CJ, Teitelbaum UR, Romeo J, Black TA, Christensen TE, Redlinger Tabery C, Anderson A, Slade M, LaRiviere M, Yee SS, Reiss KA, O'Hara MH, Carpenter EL. Multianalyte Prognostic Signature Including Circulating Tumor DNA and Circulating Tumor Cells in Patients With Advanced Pancreatic Adenocarcinoma. JCO Precis Oncol 2022; 6:e2200060. [PMID: 35939771 PMCID: PMC9384952 DOI: 10.1200/po.22.00060] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Revised: 03/24/2022] [Accepted: 06/15/2022] [Indexed: 12/22/2022] Open
Abstract
PURPOSE Pancreatic ductal adenocarcinoma (PDAC) is associated with a poor prognosis. Multianalyte signatures, including liquid biopsy and traditional clinical variables, have shown promise for improving prognostication in other solid tumors but have not yet been rigorously assessed for PDAC. MATERIALS AND METHODS We performed a prospective cohort study of patients with newly diagnosed locally advanced pancreatic cancer (LAPC) or metastatic PDAC (mPDAC) who were planned to undergo systemic therapy. We collected peripheral blood before systemic therapy and assessed circulating tumor cells (CTCs), cell-free DNA concentration (cfDNA), and circulating tumor KRAS (ctKRAS)-variant allele fraction (VAF). Association of variables with overall survival (OS) was assessed in univariate and multivariate survival analysis, and comparisons were made between models containing liquid biopsy variables combined with traditional clinical prognostic variables versus models containing traditional clinical prognostic variables alone. RESULTS One hundred four patients, 40 with LAPC and 64 with mPDAC, were enrolled. CTCs, cfDNA concentration, and ctKRAS VAF were all significantly higher in patients with mPDAC than patients with LAPC. ctKRAS VAF (cube root; 0.05 unit increments; hazard ratio, 1.11; 95% CI, 1.03 to 1.21; P = .01), and CTCs ≥ 1/mL (hazard ratio, 2.22; 95% CI, 1.34 to 3.69; P = .002) were significantly associated with worse OS in multivariate analysis while cfDNA concentration was not. A model selected by backward selection containing traditional clinical variables plus liquid biopsy variables had better discrimination of OS compared with a model containing traditional clinical variables alone (optimism-corrected Harrell's C-statistic 0.725 v 0.681). CONCLUSION A multianalyte prognostic signature containing CTCs, ctKRAS, and cfDNA concentration outperformed a model containing traditional clinical variables alone suggesting that CTCs, ctKRAS, and cfDNA provide prognostic information complementary to traditional clinical variables in advanced PDAC.
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Affiliation(s)
- William J. Chapin
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Jacob E. Till
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Wei-Ting Hwang
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, PA
| | - Jennifer R. Eads
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Thomas B. Karasic
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Peter J. O'Dwyer
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Charles J. Schneider
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Ursina R. Teitelbaum
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Janae Romeo
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Taylor A. Black
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Theresa E. Christensen
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Colleen Redlinger Tabery
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | | | | | - Michael LaRiviere
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Stephanie S. Yee
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Kim A. Reiss
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Mark H. O'Hara
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Erica L. Carpenter
- Division of Hematology-Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
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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: 4] [Impact Index Per Article: 2.0] [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.
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20
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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: 1] [Impact Index Per Article: 0.5] [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.
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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.
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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
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Cereceda K, Jorquera R, Villarroel-Espíndola F. Advances in mass cytometry and its applicability to digital pathology in clinical-translational cancer research. ADVANCES IN LABORATORY MEDICINE 2022; 3:5-29. [PMID: 37359436 PMCID: PMC10197474 DOI: 10.1515/almed-2021-0075] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Accepted: 07/16/2021] [Indexed: 06/28/2023]
Abstract
The development and subsequent adaptation of mass cytometry for the histological analysis of tissue sections has allowed the simultaneous spatial characterization of multiple components. This is useful to find the correlation between the genotypic and phenotypic profile of tumor cells and their environment in clinical-translational studies. In this revision, we provide an overview of the most relevant hallmarks in the development, implementation and application of multiplexed imaging in the study of cancer and other conditions. A special focus is placed on studies based on imaging mass cytometry (IMC) and multiplexed ion beam imaging (MIBI). The purpose of this review is to help our readers become familiar with the verification techniques employed on this tool and outline the multiple applications reported in the literature. This review will also provide guidance on the use of IMC or MIBI in any field of biomedical research.
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Affiliation(s)
- Karina Cereceda
- Laboratorio de Medicina Traslacional, Instituto Oncológico Fundación Arturo López Pérez, Santiago, Chile
| | - Roddy Jorquera
- Laboratorio de Medicina Traslacional, Instituto Oncológico Fundación Arturo López Pérez, Santiago, Chile
| | - Franz Villarroel-Espíndola
- Laboratorio de Medicina Traslacional, Instituto Oncológico Fundación Arturo López Pérez, Santiago, Chile
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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.
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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.
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24
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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:cancers14030758. [PMID: 35159025 PMCID: PMC8833768 DOI: 10.3390/cancers14030758] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [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.
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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
- Correspondence: (P.K.); (J.M.); Tel.: +1-213-821-3980 (P.K.)
| | - 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;
- Correspondence: (P.K.); (J.M.); Tel.: +1-213-821-3980 (P.K.)
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25
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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:cancers14030642. [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] [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
Simple Summary As a minimally invasive procedure, the liquid biopsy enables the longitudinal evaluation of a patient’s disease and response to treatment. Current clinical practice stratifies patient status based on a uniform threshold for circulating tumor cell (CTC) positivity, overlooking various cell subtypes and timepoints of sample collection. In a disease known for its tumor heterogeneity, we investigated colorectal cancer patients’ peripheral blood samples to determine whether the prevalence of morphologically distinct CTC subtypes and time-points of sample collection correlate with clinical disease hallmarks and survival data. Our results highlight nuances between the CTC subtypes’ clinical and survival significance. Furthermore, we found that time-point-conscious cell enumeration is critical, both for determining CTC positivity and the change in cell populations over time. To improve its clinical utility moving forward, we suggest that liquid biopsy analysis integrates morphology and time-based analysis alongside standard CTC enumeration at various stages of a patient’s treatment. 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.
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Chícharo A, Caetano DM, Cardoso S, Freitas P. Evolution in Automatized Detection of Cells: Advances in Magnetic Microcytometers for Cancer Cells. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2022; 1379:413-444. [DOI: 10.1007/978-3-031-04039-9_17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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27
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Danila DC. Liquid biopsy as a cancer biomarker-potential, and challenges. Cancer Biomark 2022. [DOI: 10.1016/b978-0-12-824302-2.00013-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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28
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Burr R, Edd JF, Chirn B, Mishra A, Haber DA, Toner M, Maheswaran S. Negative-Selection Enrichment of Circulating Tumor Cells from Peripheral Blood Using the Microfluidic CTC-iChip. Methods Mol Biol 2022; 2471:309-321. [PMID: 35175606 DOI: 10.1007/978-1-0716-2193-6_18] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
The ability to isolate and analyze rare circulating tumor cells (CTCs) holds the potential to increase our understanding of cancer evolution and allows monitoring of disease and therapeutic responses through a relatively non-invasive blood-based biopsy. While many methods have been described to isolate CTCs from the blood, the vast majority rely on size-based sorting or positive selection of CTCs based on surface markers, which introduces bias into the downstream product by making assumptions about these heterogenous cells. Here we describe a negative-selection protocol for enrichment of CTCs through removal of blood components including red blood cells, platelets, and white blood cells. This procedure results in a product that is amenable to downstream single-cell analytics including RNA-Seq, ATAC-Seq and DNA methylation, droplet digital PCR (ddPCR) for tumor specific transcripts, staining and extensive image analysis, and ex vivo culture of patient-derived CTCs.
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Affiliation(s)
- Risa Burr
- Massachusetts General Hospital Center for Cancer Research, Harvard Medical School, Charlestown, MA, USA
| | - Jon F Edd
- Center for Engineering in Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Brian Chirn
- Massachusetts General Hospital Center for Cancer Research, Harvard Medical School, Charlestown, MA, USA
| | - Avanish Mishra
- Center for Engineering in Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel A Haber
- Massachusetts General Hospital Center for Cancer Research, Harvard Medical School, Charlestown, MA, USA
- Howard Hughes Medical Institute, Bethesda, MD, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Mehmet Toner
- Center for Engineering in Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Shriners Hospital for Children, Boston, MA, USA
- Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Shyamala Maheswaran
- Massachusetts General Hospital Center for Cancer Research, Harvard Medical School, Charlestown, MA, USA.
- Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
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29
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Karnas K, Strączek T, Kapusta C, Lekka M, Dulińska-Litewka J, Karewicz A. Specific Binding of Novel SPION-Based System Bearing Anti-N-Cadherin Antibodies to Prostate Tumor Cells. Int J Nanomedicine 2021; 16:6537-6552. [PMID: 34602817 PMCID: PMC8478793 DOI: 10.2147/ijn.s324354] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 08/30/2021] [Indexed: 12/02/2022] Open
Abstract
Purpose Epithelial–mesenchymal (EMT) transition plays an important role in metastasis and is accompanied by an upregulation of N-cadherin expression. A new nanoparticulate system (SPION/CCh/N-cad) based on superparamagnetic iron oxide nanoparticles, stabilized with a cationic derivative of chitosan and surface-modified with anti-N-cadherin antibody, was synthetized for the effective capture of N-cadherin expressing circulating tumor cells (CTC). Methods The morphology, physicochemical, and magnetic properties of the system were evaluated using dynamic light scattering (DLS), fluorescence spectroscopy, Mössbauer spectroscopy, magnetometry, and fluorescence spectroscopy. Atomic force microscopy (AFM), confocal microscopy and flow cytometry were used to study the interaction of our nanoparticulate system with N-cadherin expressed in prostate cancer cell lines (PC-3 and DU 145). A purpose-built cuvette was used in the cancer cell capture experiments. Results The obtained nanoparticles were a spherical, stable colloid, and exhibited excellent magnetic properties. Biological experiments confirmed that the novel SPION/CCh/N-cad system interacts specifically with N-cadherin present on the cell surface. Preliminary studies on the magnetic capture of PC-3 cells using the obtained nanoparticles were successful. Incubation times as short as 1 minute were sufficient for the synthesized system to effectively bind to the PC-3 cells. Conclusion Results obtained for our system suggest a possibility of using it to capture CTC in the flow conditions.
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Affiliation(s)
- Karolina Karnas
- Department of Chemistry, Jagiellonian University, Kraków, Poland.,Chair of Medical Biochemistry, Jagiellonian University Medical College, Kraków, Poland
| | - Tomasz Strączek
- AGH University of Science and Technology, Faculty of Physics and Applied Computer Science, Department of Solid State Physics, Kraków, Poland
| | - Czesław Kapusta
- AGH University of Science and Technology, Faculty of Physics and Applied Computer Science, Department of Solid State Physics, Kraków, Poland
| | - Małgorzata Lekka
- Department of Biophysical Microstructures, Institute of Nuclear Physics, Polish Academy of Sciences, Kraków, Poland
| | | | - Anna Karewicz
- Department of Chemistry, Jagiellonian University, Kraków, Poland
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30
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Rossi T, Gallerani G, Martinelli G, Maltoni R, Fabbri F. Circulating Tumor Cells as a Tool to Untangle the Breast Cancer Heterogeneity Issue. Biomedicines 2021; 9:biomedicines9091242. [PMID: 34572427 PMCID: PMC8466266 DOI: 10.3390/biomedicines9091242] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 09/13/2021] [Accepted: 09/14/2021] [Indexed: 12/28/2022] Open
Abstract
Breast cancer (BC) is a disease characterized by high degrees of heterogeneity at morphologic, genomic, and genetic levels, even within the same tumor mass or among patients. As a consequence, different subpopulations coexist and less represented clones may have a selective advantage, significantly influencing the outcome of BC patients. Circulating tumor cells (CTCs) represent a rare population of cells with a crucial role in metastatic cascade, and in recent years have represented a fascinating alternative to overcome the heterogeneity issue as a “liquid biopsy”. However, besides the raw enumeration of these cells in advanced epithelial tumors, there are no CTC-based assays applied in the clinical practice to improve personalized medicine. In this review, we report the latest findings in the field of CTCs for intra-tumoral heterogeneity unmasking in BC, supporting the need to deepen their analysis to investigate their role in metastatic process and include the molecular characterization in the clinical practice. In the future, CTCs will be helpful in monitoring patients during treatment, as well as to better address therapeutic strategies.
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Affiliation(s)
- Tania Rossi
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, 47014 Meldola, Italy; (G.G.); (F.F.)
- Correspondence: ; Tel.: +39-0549-73-9982
| | - Giulia Gallerani
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, 47014 Meldola, Italy; (G.G.); (F.F.)
| | - Giovanni Martinelli
- Scientific Directorate, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, 47014 Meldola, Italy;
| | - Roberta Maltoni
- Healthcare Administration, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, 47014 Meldola, Italy;
| | - Francesco Fabbri
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, 47014 Meldola, Italy; (G.G.); (F.F.)
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31
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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: 9] [Impact Index Per Article: 3.0] [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.
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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.
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32
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Zhu P, Liu HY, Liu FC, Gu FM, Yuan SX, Huang J, Pan ZY, Wang WJ. Circulating Tumor Cells Expressing Krüppel-Like Factor 8 and Vimentin as Predictors of Poor Prognosis in Pancreatic Cancer Patients. Cancer Control 2021; 28:10732748211027163. [PMID: 34378430 PMCID: PMC8361509 DOI: 10.1177/10732748211027163] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Circulating tumor cells (CTCs) with an epithelial-mesenchymal transition phenotype in peripheral blood may be a useful marker of carcinomas with poor prognosis. The aim of this study was to determine the prognostic significance of CTCs expressing Krüppel-like factor 8 (KLF8) and vimentin in pancreatic cancer (PC). METHODS CTCs were isolated by immunomagnetic separation from the peripheral blood of 40 PC patients before undergoing surgical resection. Immunocytochemistry was performed to identify KLF8+ and vimentin+ CTCs. The associations between CTCs and time to recurrence (TTR), clinicopathologic factors, and survival were assessed. Univariate and multivariate analyzes were performed to identify risk factors. RESULTS Patients with CTCs (n = 30) had a higher relapse rate compared to those without (n = 10) (70.0% vs 20.0%; P < 0.01). The proportion of KLF8+/vimentin+ CTCs to total CTCs was inversely related to TTR (r = -0.646; P < 0.01); TTR was reduced in patients with > 50% of CTCs identified as KLF8+/vimentin+ (P < 0.01). Independent risk factors for recurrence were perineural invasion and > 50% KLF8+/vimentin+ CTCs (both P < 0.05). CONCLUSION Poor prognosis can be predicted in PC patients when > 50% of CTCs are positive for KLF8 and vimentin.
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Affiliation(s)
- Peng Zhu
- Department of Hepatic Surgery (III), Third Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Hui-Ying Liu
- Department of Biotherapy, Third Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Fu-Chen Liu
- Department of Hepatic Surgery (III), Third Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Fang-Ming Gu
- Department of Hepatic Surgery (III), Third Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Sheng-Xian Yuan
- Department of Hepatic Surgery (III), Third Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Jian Huang
- Department of Hepatic Surgery (III), Third Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Ze-Ya Pan
- Department of Hepatic Surgery (III), Third Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Wei-Jun Wang
- Department of Gastrointestinal Surgery, Second Affiliated Hospital of Naval Medical University, Shanghai, China
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Chemi F, Mohan S, Guevara T, Clipson A, Rothwell DG, Dive C. Early Dissemination of Circulating Tumor Cells: Biological and Clinical Insights. Front Oncol 2021; 11:672195. [PMID: 34026650 PMCID: PMC8138033 DOI: 10.3389/fonc.2021.672195] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2021] [Accepted: 04/07/2021] [Indexed: 12/16/2022] Open
Abstract
Circulating tumor cells (CTCs) play a causal role in the development of metastasis, the major cause of cancer-associated mortality worldwide. In the past decade, the development of powerful cellular and molecular technologies has led to a better understanding of the molecular characteristics and timing of dissemination of CTCs during cancer progression. For instance, genotypic and phenotypic characterization of CTCs, at the single cell level, has shown that CTCs are heterogenous, disseminate early and could represent only a minor subpopulation of the primary tumor responsible for disease relapse. While the impact of molecular profiling of CTCs has not yet been translated to the clinic, CTC enumeration has been widely used as a prognostic biomarker to monitor treatment response and to predict disease relapse. However, previous studies have revealed a major challenge: the low abundance of CTCs in the bloodstream of patients with cancer, especially in early stage disease where the identification and characterization of subsequently "lethal" cells has potentially the greatest clinical relevance. The CTC field is rapidly evolving with development of new technologies to improve the sensitivity of CTC detection, enumeration, isolation, and molecular profiling. Here we examine the technical and analytical validity of CTC technologies, we summarize current data on the biology of CTCs that disseminate early and review CTC-based clinical applications.
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Affiliation(s)
- Francesca Chemi
- Cancer Research UK Manchester Institute Cancer Biomarker Centre, University of Manchester, Macclesfield, United Kingdom
| | | | | | | | | | - Caroline Dive
- Cancer Research UK Manchester Institute Cancer Biomarker Centre, University of Manchester, Macclesfield, United Kingdom
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Puleri DF, Balogh P, Randles A. Computational models of cancer cell transport through the microcirculation. Biomech Model Mechanobiol 2021; 20:1209-1230. [PMID: 33765196 DOI: 10.1007/s10237-021-01452-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Accepted: 03/08/2021] [Indexed: 02/07/2023]
Abstract
The transport of cancerous cells through the microcirculation during metastatic spread encompasses several interdependent steps that are not fully understood. Computational models which resolve the cellular-scale dynamics of complex microcirculatory flows offer considerable potential to yield needed insights into the spread of cancer as a result of the level of detail that can be captured. In recent years, in silico methods have been developed that can accurately and efficiently model the circulatory flows of cancer and other biological cells. These computational methods are capable of resolving detailed fluid flow fields which transport cells through tortuous physiological geometries, as well as the deformation and interactions between cells, cell-to-endothelium interactions, and tumor cell aggregates, all of which play important roles in metastatic spread. Such models can provide a powerful complement to experimental works, and a promising approach to recapitulating the endogenous setting while maintaining control over parameters such as shear rate, cell deformability, and the strength of adhesive binding to better understand tumor cell transport. In this review, we present an overview of computational models that have been developed for modeling cancer cells in the microcirculation, including insights they have provided into cell transport phenomena.
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Affiliation(s)
- Daniel F Puleri
- Department of Biomedical Engineering, Duke University, Durham, NC, 27708, USA
| | - Peter Balogh
- Department of Biomedical Engineering, Duke University, Durham, NC, 27708, USA
| | - Amanda Randles
- Department of Biomedical Engineering, Duke University, Durham, NC, 27708, USA.
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35
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Palmbos PL, Daignault-Newton S, Tomlins SA, Agarwal N, Twardowski P, Morgans AK, Kelly WK, Arora VK, Antonarakis ES, Siddiqui J, Jacobson JA, Davenport MS, Robinson DR, Chinnaiyan AM, Knudsen KE, Hussain M. A Randomized Phase II Study of Androgen Deprivation Therapy with or without Palbociclib in RB-positive Metastatic Hormone-Sensitive Prostate Cancer. Clin Cancer Res 2021; 27:3017-3027. [PMID: 33727260 DOI: 10.1158/1078-0432.ccr-21-0024] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2021] [Revised: 02/16/2021] [Accepted: 03/12/2021] [Indexed: 12/12/2022]
Abstract
PURPOSE Palbociclib, a cyclin-dependent kinase (CDK) 4/6 inhibitor, blocks proliferation in a RB and cyclin D-dependent manner in preclinical prostate cancer models. We hypothesized that cotargeting androgen receptor and cell cycle with palbociclib would improve outcomes in patients with metastatic hormone-sensitive prostate cancer (mHSPC). PATIENTS AND METHODS A total of 60 patients with RB-intact mHSPC were randomized (1:2) to Arm 1: androgen deprivation (AD) or Arm 2: AD + palbociclib. Primary endpoint was PSA response rate (RR) after 28 weeks of therapy. Secondary endpoints included safety, PSA, and clinical progression-free survival (PFS), as well as PSA and radiographic RR. Tumors underwent exome sequencing when available. Circulating tumor cells (CTC) were enumerated at various timepoints. RESULTS A total of 72 patients with mHSPC underwent metastatic disease biopsy and 64 had adequate tissue for RB assessment. A total of 62 of 64 (97%) retained RB expression. A total of 60 patients initiated therapy (Arm 1: 20; Arm 2: 40). Neutropenia was the most common grade 3/4 adverse event in Arm 2. Eighty percent of patients (Arm 1: 16/20, Arm 2: 32/40; P = 0.87) met primary PSA endpoint ≤4 ng/mL at 28 weeks. PSA undetectable rate at 28 weeks was 50% and 43% in Arms 1 and 2, respectively (P = 0.5). Radiographic RR was 89% in both arms. Twelve-month biochemical PFS was 69% and 74% in Arms 1 and 2, respectively (P = 0.72). TP53 and PIK3 pathway mutations, 8q gains, and pretreatment CTCs were associated with reduced PSA PFS. CONCLUSIONS Palbociclib did not impact outcome in RB-intact mHSPC. Pretreatment CTC, TP53 and PIK3 pathway mutations, and 8q gain were associated with poor outcome.
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Affiliation(s)
| | | | | | - Neeraj Agarwal
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah
| | | | - Alicia K Morgans
- Northwestern University/Robert H. Lurie Comprehensive Cancer Center, Chicago, Illinois
| | - Wm Kevin Kelly
- Sidney Kimmel Cancer Center at Jefferson Health and Thomas Jefferson University, Philadelphia, Pennsylvania
| | - Vivek K Arora
- Washington University in St. Louis, St. Louis, Missouri
| | | | - Javed Siddiqui
- Michigan Medicine Rogel Cancer Center, Ann Arbor, Michigan
| | - Jon A Jacobson
- Michigan Medicine Rogel Cancer Center, Ann Arbor, Michigan
| | | | - Dan R Robinson
- Michigan Medicine Rogel Cancer Center, Ann Arbor, Michigan
| | | | - Karen E Knudsen
- Sidney Kimmel Cancer Center at Jefferson Health and Thomas Jefferson University, Philadelphia, Pennsylvania
| | - Maha Hussain
- Northwestern University/Robert H. Lurie Comprehensive Cancer Center, Chicago, Illinois.
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Yu T, Wang C, Xie M, Zhu C, Shu Y, Tang J, Guan X. Heterogeneity of CTC contributes to the organotropism of breast cancer. Biomed Pharmacother 2021; 137:111314. [PMID: 33581649 DOI: 10.1016/j.biopha.2021.111314] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2020] [Revised: 01/11/2021] [Accepted: 01/21/2021] [Indexed: 02/08/2023] Open
Abstract
Circulating tumor cells (CTCs) are viewed as pro-metastasis precursors shed from primary tumors or metastatic sites. The phenotypic and molecular heterogeneity of CTCs is associated with breast cancer progression and prognosis. Therefore, we divided CTCs into several subtypes according to their differences in biomarker status, epithelial/mesenchymal phenotype, aggregation status, and other factors to summarize their characteristics. Considering that the organ-specific metastasis is a hallmark of breast cancer, we adopted the "seed and soil" model to further analyze the relationship between the heterogeneity of CTCs and the organotropism of breast cancer. We speculated that CTCs might not only develop their genetic potential but communicate with surroundings, including chemokine systems, hemocytes, and extracellular matrix components, to regulate the organ-specific metastases of breast cancer.
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Affiliation(s)
- Tao Yu
- Department of Oncology, the First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing 210029, Jiangsu Province, People's Republic of China
| | - Cenzhu Wang
- Department of Oncology, the First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing 210029, Jiangsu Province, People's Republic of China
| | - Mengyan Xie
- Department of Oncology, the First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing 210029, Jiangsu Province, People's Republic of China
| | - Chengjun Zhu
- Department of Oncology, the First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing 210029, Jiangsu Province, People's Republic of China
| | - Yongqian Shu
- Department of Oncology, the First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing 210029, Jiangsu Province, People's Republic of China
| | - Jinhai Tang
- Department of General Surgery, the First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing 210029, Jiangsu Province, People's Republic of China.
| | - Xiaoxiang Guan
- Department of Oncology, the First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing 210029, Jiangsu Province, People's Republic of China.
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Galvis MM, Romero CS, Bueno TO, Teng Y. Toward a New Era for the Management of Circulating Tumor Cells. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2021; 1286:125-134. [PMID: 33725350 PMCID: PMC8647934 DOI: 10.1007/978-3-030-55035-6_9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Circulating tumor cells (CTCs) are malignant cells separate from primary tumors, which can migrate through the peripheral blood, colonize other tissues, and lead to the formation of metastases. The first description of CTCs dates back to 1869 when Thomas Ashworth recognized malignant cells similar to the ones of the primary tumor in the blood vessels of an autopsied patient with metastatic cancer. Currently, CTCs have been identified in various types of cancer and have been recognized for their clinical value in the prediction of prognosis, diagnosis of minimal residual diseases, assessment of tumor sensitivity to anticancer drugs, and personalization of therapies. However, research about these topics has several limitations, principally the rarity of CTCs in bloodstream and their heterogeneous characteristics, which makes detection and isolation difficult. As a result of these limitations, current studies are focused on improvement of isolation and characterization techniques to achieve better sensitivity in clinical applications. This review covers the methods of CTC isolation and detection and current research progression on CTC in different cancer types. The clinical applications, limitations, and perspectives of CTCs are also discussed.
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Affiliation(s)
- Marisol Miranda Galvis
- Department of Oral Biology and Diagnostic Sciences, Dental College of Georgia, Augusta University, Augusta, GA, USA.
| | - Celeste Sánchez Romero
- Molecular Pathology, Faculty of Dentistry, Universidad de la República (UDELAR), Montevideo, Uruguay
| | | | - Yong Teng
- Department of Oral Biology and Diagnostic Sciences, Dental College of Georgia, Augusta University, Augusta, GA, USA.
- Department of Biochemistry and Molecular Biology, Georgia Cancer Center, Medical College of Georgia, Augusta University, Augusta, GA, USA.
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Pang TCY, Po JW, Becker TM, Goldstein D, Pirola RC, Wilson JS, Apte MV. Circulating tumour cells in pancreatic cancer: A systematic review and meta-analysis of clinicopathological implications. Pancreatology 2021; 21:103-114. [PMID: 33309014 DOI: 10.1016/j.pan.2020.11.022] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Revised: 11/24/2020] [Accepted: 11/26/2020] [Indexed: 12/11/2022]
Abstract
BACKGROUND The detection and quantification of circulating tumour cells (CTCs) in pancreatic cancer (PC) has the potential to provide prognostic information. The aim of this review was to provide an overview of the literature surrounding CTCs in PC. METHODS A systematic literature review on CTCs in PC between 2005-2020 was performed. Data based on peripheral vein samples were used to determine the positivity rate of CTCs, their prognostic significance and their relative numbers compared to portal vein (PV) samples. RESULTS The overall CTC detection rate in forty-four articles was 65% (95%CI: 55-75%). Detection rate for CellSearch was 26% (95%CI: 14-38%), which was lower than for both filtration and microfluidic techniques. In nine studies with >50 patients, overall survival was worse with CTC positivity (HR 1.82; 95%CI: 1.61-2.05). Five of seven studies which described PV CTC collection provided patient-level data. PV CTC yield was 7.7-fold (95%CI 1.35-43.9) that of peripheral blood. CONCLUSIONS CTCs were detected in the peripheral circulation of most patients with PC and may be related to prognosis and disease stage. PV blood contains more CTCs than peripheral blood sampling. This review points to the maturation of techniques of CTC enrichment, and its evidence base for eventual clinical deployment.
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Affiliation(s)
- Tony C Y Pang
- Pancreatic Research Group, Ingham Institute for Applied Medical Research, South Western Sydney Clinical School, University of New South Wales, Australia; Surgical Innovations Unit, Westmead Hospital, Westmead, Australia; Westmead Clinical School, University of Sydney, Westmead, Australia
| | - Joseph W Po
- Centre for Circulating Tumour Cell Diagnostics and Research, Ingham Institute for Applied Medical Research, South Western Clinical School, University of New South Wales, School of Medicine, Western Sydney University, Australia; Surgical Innovations Unit, Westmead Hospital, Westmead, Australia; Westmead Clinical School, University of Sydney, Westmead, Australia
| | - Therese M Becker
- Centre for Circulating Tumour Cell Diagnostics and Research, Ingham Institute for Applied Medical Research, South Western Clinical School, University of New South Wales, School of Medicine, Western Sydney University, Australia
| | - David Goldstein
- Pancreatic Research Group, Ingham Institute for Applied Medical Research, South Western Sydney Clinical School, University of New South Wales, Australia
| | - Romano C Pirola
- Pancreatic Research Group, Ingham Institute for Applied Medical Research, South Western Sydney Clinical School, University of New South Wales, Australia
| | - Jeremy S Wilson
- Pancreatic Research Group, Ingham Institute for Applied Medical Research, South Western Sydney Clinical School, University of New South Wales, Australia
| | - Minoti V Apte
- Pancreatic Research Group, Ingham Institute for Applied Medical Research, South Western Sydney Clinical School, University of New South Wales, Australia.
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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.
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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
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40
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Chalfin HJ, Pramparo T, Mortazavi A, Niglio SA, Schonhoft JD, Jendrisak A, Chu YL, Richardson R, Krupa R, Anderson AKL, Wang Y, Dittamore R, Pal SK, Lara PN, Stein MN, Quinn DI, Steinberg SM, Cordes LM, Ley L, Mallek M, Sierra Ortiz O, Costello R, Cadena J, Diaz C, Gulley JL, Dahut WL, Streicher H, Wright JJ, Trepel JB, Bottaro DP, Apolo AB. Circulating Tumor Cell Subtypes and T-cell Populations as Prognostic Biomarkers to Combination Immunotherapy in Patients with Metastatic Genitourinary Cancer. Clin Cancer Res 2020; 27:1391-1398. [PMID: 33262136 DOI: 10.1158/1078-0432.ccr-20-2891] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 10/13/2020] [Accepted: 11/25/2020] [Indexed: 11/16/2022]
Abstract
PURPOSE Circulating tumor cells (CTC) are under investigation as a minimally invasive liquid biopsy that may improve risk stratification and treatment selection. CTCs uniquely allow for digital pathology of individual malignant cell morphology and marker expression. We compared CTC features and T-cell counts with survival endpoints in a cohort of patients with metastatic genitourinary cancer treated with combination immunotherapy. EXPERIMENTAL DESIGN Markers evaluated included pan-CK/CD45/PD-L1/DAPI for CTCs and CD4/CD8/Ki-67/DAPI for T cells. ANOVA was used to compare CTC burden and T-cell populations across timepoints. Differences in survival and disease progression were evaluated using the maximum log-rank test. RESULTS From December 2016 to January 2019, 183 samples from 81 patients were tested. CTCs were found in 75% of patients at baseline. CTC burden was associated with shorter overall survival (OS) at baseline (P = 0.022), but not on-therapy. Five morphologic subtypes were detected, and the presence of two specific subtypes with unique cellular features at baseline and on-therapy was associated with worse OS (0.9-2.3 vs. 28.2 months; P < 0.0001-0.013). Increasing CTC heterogeneity on-therapy had a trend toward worse OS (P = 0.045). PD-L1+ CTCs on-therapy were associated with worse OS (P < 0.01, cycle 2). Low baseline and on-therapy CD4/CD8 counts were also associated with poor OS and response category. CONCLUSIONS Shorter survival may be associated with high CTC counts at baseline, presence of specific CTC morphologic subtypes, PD-L1+ CTCs, and low %CD4/8 T cells in patients with metastatic genitourinary cancer. A future study is warranted to validate the prognostic utility of CTC heterogeneity and detection of specific CTC morphologies.
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Affiliation(s)
| | | | - Amir Mortazavi
- Arthur G. James Cancer Hospital, Ohio State University Wexner Medical Center, Columbus, Ohio
| | | | | | | | | | | | | | | | | | | | | | - Primo N Lara
- University of California, Davis, Sacramento, California
| | | | - David I Quinn
- University of Southern California, Los Angeles, California
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Mildner F, Sopper S, Amann A, Pircher A, Pall G, Köck S, Naismith E, Wolf D, Gamerith G. Systematic review: Soluble immunological biomarkers in advanced non-small-cell lung cancer (NSCLC). Crit Rev Oncol Hematol 2020; 153:102948. [PMID: 32645684 DOI: 10.1016/j.critrevonc.2020.102948] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 03/27/2020] [Accepted: 03/30/2020] [Indexed: 01/05/2023] Open
Abstract
In the highly dynamic field of advanced malignancies, biomarkers from liquid samples are urgently needed to improve treatment tailoring. However, the heterogenic data lack direct comparison of assays, vectors and relevant validations are rarely found. Therefore, we classified the available studies based on three categories: Measured vectors, applied technique and detected biomarker. High blood tumor mutational burden and low baseline levels of soluble programmed cell death 1 ligand 1 (PD-L1) appear to predict treatment responses to immunotherapy. A high PD-1+ CD4+ T-cell count was associated with poor overall survival, PD-1+CD8+ T-cells connect to a favorable outcome. Circulating tumor cells expressing PD-L1 were mainly associated with poor overall survival and treatment failure. CONCLUSION: Measurement of immunological factors as liquid biomarkers is feasible and has shown promising results. The use of coherent nomenclatures, cross-platform assay comparisons and validations through appropriate powered clinical trials are urgently required to push this auspicious field.
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Affiliation(s)
- Finn Mildner
- Internal Medicine V, Hematology and Oncology, Medical University Innsbruck, Anichstraße 35, A- 6020, Innsbruck, Austria; Tiroler Krebsforschung Institut (TKFI), Innrain 66, A-6020, Innsbruck, Austria
| | - Sieghart Sopper
- Internal Medicine V, Hematology and Oncology, Medical University Innsbruck, Anichstraße 35, A- 6020, Innsbruck, Austria; Tiroler Krebsforschung Institut (TKFI), Innrain 66, A-6020, Innsbruck, Austria
| | - Arno Amann
- Internal Medicine V, Hematology and Oncology, Medical University Innsbruck, Anichstraße 35, A- 6020, Innsbruck, Austria; Tiroler Krebsforschung Institut (TKFI), Innrain 66, A-6020, Innsbruck, Austria
| | - Andreas Pircher
- Internal Medicine V, Hematology and Oncology, Medical University Innsbruck, Anichstraße 35, A- 6020, Innsbruck, Austria
| | - Georg Pall
- Internal Medicine V, Hematology and Oncology, Medical University Innsbruck, Anichstraße 35, A- 6020, Innsbruck, Austria
| | - Stefan Köck
- Internal Medicine V, Hematology and Oncology, Medical University Innsbruck, Anichstraße 35, A- 6020, Innsbruck, Austria; Tiroler Krebsforschung Institut (TKFI), Innrain 66, A-6020, Innsbruck, Austria
| | - Erin Naismith
- Internal Medicine V, Hematology and Oncology, Medical University Innsbruck, Anichstraße 35, A- 6020, Innsbruck, Austria
| | - Dominik Wolf
- Internal Medicine V, Hematology and Oncology, Medical University Innsbruck, Anichstraße 35, A- 6020, Innsbruck, Austria; Internal Medicine 3, Oncology, Hematology, Immunoncology, Rheumatology, University Hospital Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany; Tiroler Krebsforschung Institut (TKFI), Innrain 66, A-6020, Innsbruck, Austria
| | - Gabriele Gamerith
- Internal Medicine V, Hematology and Oncology, Medical University Innsbruck, Anichstraße 35, A- 6020, Innsbruck, Austria; Tiroler Krebsforschung Institut (TKFI), Innrain 66, A-6020, Innsbruck, Austria.
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42
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Patrick E, Taga M, Ergun A, Ng B, Casazza W, Cimpean M, Yung C, Schneider JA, Bennett DA, Gaiteri C, De Jager PL, Bradshaw EM, Mostafavi S. Deconvolving the contributions of cell-type heterogeneity on cortical gene expression. PLoS Comput Biol 2020; 16:e1008120. [PMID: 32804935 PMCID: PMC7451979 DOI: 10.1371/journal.pcbi.1008120] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 08/27/2020] [Accepted: 07/02/2020] [Indexed: 12/26/2022] Open
Abstract
Complexity of cell-type composition has created much skepticism surrounding the interpretation of bulk tissue transcriptomic studies. Recent studies have shown that deconvolution algorithms can be applied to computationally estimate cell-type proportions from gene expression data of bulk blood samples, but their performance when applied to brain tissue is unclear. Here, we have generated an immunohistochemistry (IHC) dataset for five major cell-types from brain tissue of 70 individuals, who also have bulk cortical gene expression data. With the IHC data as the benchmark, this resource enables quantitative assessment of deconvolution algorithms for brain tissue. We apply existing deconvolution algorithms to brain tissue by using marker sets derived from human brain single cell and cell-sorted RNA-seq data. We show that these algorithms can indeed produce informative estimates of constituent cell-type proportions. In fact, neuronal subpopulations can also be estimated from bulk brain tissue samples. Further, we show that including the cell-type proportion estimates as confounding factors is important for reducing false associations between Alzheimer's disease phenotypes and gene expression. Lastly, we demonstrate that using more accurate marker sets can substantially improve statistical power in detecting cell-type specific expression quantitative trait loci (eQTLs).
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Affiliation(s)
- Ellis Patrick
- School of Mathematics and Statistics, The University of Sydney, Sydney, New South Wales, Australia
- The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
| | - Mariko Taga
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York City, New York, United States of America
| | - Ayla Ergun
- Research and Development, Biogen, Cambridge, Massachusetts, United States of America
| | - Bernard Ng
- Departments of Statistics and Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
- Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
| | - William Casazza
- Departments of Statistics and Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
- Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
- The Bioinformatics Training Program, University of British Columbia, Vancouver, Canada
| | - Maria Cimpean
- Department of Pediatrics, Division of Rheumatology, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Christina Yung
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York City, New York, United States of America
| | - Julie A. Schneider
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - David A. Bennett
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Chris Gaiteri
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Philip L. De Jager
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York City, New York, United States of America
| | - Elizabeth M. Bradshaw
- Department of Neurology, Columbia University Medical Center, New York City, New York, United States of America
| | - Sara Mostafavi
- Departments of Statistics and Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
- Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
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43
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Fitzgerald JE, Byrd BK, Patil RA, Strawbridge RR, Davis SC, Bellini C, Niedre M. Heterogeneity of circulating tumor cell dissemination and lung metastases in a subcutaneous Lewis lung carcinoma model. BIOMEDICAL OPTICS EXPRESS 2020; 11:3633-3647. [PMID: 33014556 PMCID: PMC7510907 DOI: 10.1364/boe.395289] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Revised: 05/26/2020] [Accepted: 05/31/2020] [Indexed: 05/07/2023]
Abstract
Subcutaneous (s.c.) tumor models are widely used in pre-clinical cancer metastasis research. Despite this, the dynamics and natural progression of circulating tumor cells (CTCs) and CTC clusters (CTCCs) in peripheral blood are poorly understood in these models. In this work, we used a new technique called 'diffuse in vivo flow cytometry' (DiFC) to study CTC and CTCC dissemination in an s.c. Lewis lung carcinoma (LLC) model in mice. Tumors were grown in the rear flank and we performed DiFC up to 31 days after inoculation. At the study endpoint, lungs were excised and bioluminescence imaging (BLI) was performed to determine the extent of lung metastases. We also used fluorescence macro-cryotome imaging to visualize infiltration and growth of the primary tumor. DiFC revealed significant heterogeneity in CTC and CTCC numbers amongst all mice studied, despite using clonally identical LLC cells and tumor placement. Maximum DiFC count rates corresponded to 0.1 to 14 CTCs per mL of peripheral blood. In general, CTC numbers did not necessarily increase monotonically over time and were poorly correlated with tumor volume. However, there was a good correlation between CTC and CTCC numbers in peripheral blood and lung metastases. We attribute the differences in CTC numbers primarily due to growth patterns of the primary tumor. This study is one of the few reports of CTC shedding dynamics in sub-cutaneous metastasis models and underscores the value of in vivo methods for continuous, non-invasive CTC monitoring.
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Affiliation(s)
- Jessica E. Fitzgerald
- Department of Bioengineering, Northeastern University, 360 Huntington Avenue, Boston, MA 02115, USA
| | - Brook K. Byrd
- Thayer School of Engineering, Dartmouth College, 14 Engineering Drive, Hanover, NH 03755, USA
| | - Roshani A. Patil
- Department of Bioengineering, Northeastern University, 360 Huntington Avenue, Boston, MA 02115, USA
| | - Rendall R. Strawbridge
- Thayer School of Engineering, Dartmouth College, 14 Engineering Drive, Hanover, NH 03755, USA
| | - Scott C. Davis
- Thayer School of Engineering, Dartmouth College, 14 Engineering Drive, Hanover, NH 03755, USA
| | - Chiara Bellini
- Department of Bioengineering, Northeastern University, 360 Huntington Avenue, Boston, MA 02115, USA
| | - Mark Niedre
- Department of Bioengineering, Northeastern University, 360 Huntington Avenue, Boston, MA 02115, USA
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44
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Poggiana C, Rossi E, Zamarchi R. Possible role of circulating tumor cells in early detection of lung cancer. J Thorac Dis 2020; 12:3821-3835. [PMID: 32802464 PMCID: PMC7399415 DOI: 10.21037/jtd.2020.02.24] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
The prognosis of lung cancer varies highly depending on the disease stage at diagnosis, from a 5-year survival rate close to 90% in stage I, to 10% or less in stage IV disease. The enhancement of early diagnosis of this malignancy is mandatory to improve prognosis, because lung cancer patients stay long asymptomatic or few symptomatic after disease onset. Nowadays, liquid biopsy has emerged as a minimally-invasive tool to address the urgent need for real time monitoring, stratification, and personalized treatment of malignancies, including lung cancer. Liquid biopsy refers to a class of biomarkers, including circulating tumor cells (CTCs), cell-free circulating tumor DNA (ctDNA) and tumor-derived extracellular vesicles (tdEV). Since CTCs represent a crucial step in disease progression and metastasis, we reviewed here the scientific literature about the use of CTCs in early diagnosis of lung cancer; different techniques, and different strategies (e.g., source of analysis sample or high-risk groups of patients) were discussed showing the potential of implementing liquid biopsy in the clinical routine of non-metastatic lung cancer.
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Affiliation(s)
| | - Elisabetta Rossi
- Veneto Institute of Oncology IOV-IRCCS, Padua, Italy.,Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy
| | - Rita Zamarchi
- Veneto Institute of Oncology IOV-IRCCS, Padua, Italy
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45
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Kolenčík D, Shishido SN, Pitule P, Mason J, Hicks J, Kuhn P. Liquid Biopsy in Colorectal Carcinoma: Clinical Applications and Challenges. Cancers (Basel) 2020; 12:E1376. [PMID: 32471160 PMCID: PMC7352156 DOI: 10.3390/cancers12061376] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2020] [Revised: 05/16/2020] [Accepted: 05/25/2020] [Indexed: 12/24/2022] Open
Abstract
Colorectal carcinoma (CRC) is characterized by wide intratumor heterogeneity with general genomic instability and there is a need for improved diagnostic, prognostic, and therapeutic tools. The liquid biopsy provides a noninvasive route of sample collection for analysis of circulating tumor cells (CTCs) and genomic material, including cell-free DNA (cfDNA), as a complementary biopsy to the solid tumor tissue. The solid biopsy is critical for molecular characterization and diagnosis at the time of collection. The liquid biopsy has the advantage of longitudinal molecular characterization of the disease, which is crucial for precision medicine and patient-oriented treatment. In this review, we provide an overview of CRC and the different methodologies for the detection of CTCs and cfDNA, followed by a discussion on the potential clinical utility of the liquid biopsy in CRC patient care, and lastly, current challenges in the field.
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Affiliation(s)
- Drahomír Kolenčík
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (P.P.)
| | - 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.S.); (J.M.); (J.H.)
| | - Pavel Pitule
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (P.P.)
| | - Jeremy Mason
- 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.S.); (J.M.); (J.H.)
- USC Institute of Urology, Catherine & Joseph Aresty Department of Urology, 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, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA 90089, USA; (S.N.S.); (J.M.); (J.H.)
| | - 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.S.); (J.M.); (J.H.)
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46
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Malihi PD, Graf RP, Rodriguez A, Ramesh N, Lee J, Sutton R, Jiles R, Ruiz Velasco C, Sei E, Kolatkar A, Logothetis C, Navin NE, Corn P, Aparicio AM, Dittamore R, Hicks J, Kuhn P, Zurita AJ. Single-Cell Circulating Tumor Cell Analysis Reveals Genomic Instability as a Distinctive Feature of Aggressive Prostate Cancer. Clin Cancer Res 2020; 26:4143-4153. [PMID: 32341031 DOI: 10.1158/1078-0432.ccr-19-4100] [Citation(s) in RCA: 47] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2019] [Revised: 02/25/2020] [Accepted: 04/22/2020] [Indexed: 02/07/2023]
Abstract
PURPOSE Aggressive variant prostate cancer (AVPC) represents a clinical subset distinguished by therapy resistance and poor prognosis, linked to combined losses of the tumor suppressor genes (TSG) PTEN, RB1, and TP53. Circulating tumor cells (CTC) provide a minimally invasive opportunity for identification and molecular characterization of AVPC. We aimed to evaluate the incidence and clinical significance of compound (2+)TSG losses and genomic instability in prostate cancer CTC, and to expand the set genomic biomarkers relevant to AVPC. EXPERIMENTAL DESIGN Genomic analysis of chromosomal copy-number alterations (CNA) at single-cell resolution was performed in CTC from patients with and without AVPC before initiating chemotherapy with cabazitaxel or cabazitaxel and carboplatin. We evaluated associations between single-CTC genomics and clinical features, progression-free survival, and overall survival. RESULTS A total of 257 individual CTC were sequenced from 47 patients (1-22 CTC/patient). Twenty patients (42.6%) had concurrent 2+TSG losses in at least one CTC in association with poor survival and increased genomic instability, inferred by high large-scale transitions scores. Higher LST in CTC were independent of CTC enumerated, clinically more indicative of aggressive behavior than co-occurring TSG losses, and molecularly associated with gains in chromosomal regions including PTK2, Myc, and NCOA2; increased androgen receptor expression; and BRCA2 loss. In 57 patients with matched cell-free tumor DNA data, CTC were more frequently detectable and evaluable for CNA analysis (in 73.7% vs. 42.1%, respectively). CONCLUSIONS Our findings suggest that genomic instability in CTC is a hallmark of advanced prostate cancer aggressiveness, and support single-CTC sequencing as a compelling tool to noninvasively characterize cancer heterogeneity.
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Affiliation(s)
- Paymaneh D Malihi
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | | | | | - Naveen Ramesh
- Department of Genetics, University of Texas MD Anderson Cancer Center, Houston, Texas.,University of Texas Health Graduate School of Biomedical Sciences, Houston, Texas
| | - Jerry Lee
- Epic Sciences, Inc, San Diego, California
| | | | | | - Carmen Ruiz Velasco
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Emi Sei
- Department of Genetics, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Anand Kolatkar
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Christopher Logothetis
- Department of Genitourinary Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas.,David H. Koch Center for Applied Research of Genitourinary Cancers, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Nicholas E Navin
- Department of Genetics, University of Texas MD Anderson Cancer Center, Houston, Texas.,University of Texas Health Graduate School of Biomedical Sciences, Houston, Texas.,David H. Koch Center for Applied Research of Genitourinary Cancers, University of Texas MD Anderson Cancer Center, Houston, Texas.,Department of Bioinformatics and Computational Biology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Paul Corn
- Department of Genitourinary Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Ana M Aparicio
- Department of Genitourinary Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | | | - James Hicks
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California
| | - Peter Kuhn
- USC Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California.
| | - Amado J Zurita
- Department of Genitourinary Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas.
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47
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Relevance of CTC Clusters in Breast Cancer Metastasis. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2020; 1220:93-115. [PMID: 32304082 DOI: 10.1007/978-3-030-35805-1_7] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Metastasis is the major cause of mortality in patients with breast cancer; however, the mechanisms of tumor cell dissemination and metastasis formation are not well established yet. The study of circulating tumour cells (CTCs), the metastatic precursors of distant disease, may help in this search. CTCs can be found in the blood of cancer patients as single cells or as tumor cell aggregates, known as CTC clusters. CTC clusters have differential biological features such as an enhanced survival and metastatic potential, and they hold great promises for the evaluation of prognosis, diagnosis and therapy of the metastatic cancer. The analysis of CTC clusters offers new insights into the mechanism of metastasis and can guide towards the development of new diagnostic and therapeutic strategies to suppress cancer metastasis. This has become possible thanks to the development of improved technologies for detection of CTCs and CTC clusters. However, more efficient methods are needed in order to address important questions regarding the metastatic potential of CTC and future clinical applications. In this chapter, we explore the current knowledge on the role of CTC clusters in breast cancer metastasis, their origin, metastatic advantages and clinical importance.
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48
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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: 14] [Impact Index Per Article: 3.5] [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.
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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.
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49
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Aghamir SMK, Heshmat R, Ebrahimi M, Khatami F. Liquid Biopsy: The Unique Test for Chasing the Genetics of Solid Tumors. Epigenet Insights 2020; 13:2516865720904052. [PMID: 32166219 PMCID: PMC7050026 DOI: 10.1177/2516865720904052] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Accepted: 11/27/2019] [Indexed: 12/11/2022] Open
Abstract
Blood test is a kind of liquid biopsy that checks cancer cells or cancer nucleic acids circulating freely from cells in the blood. A liquid biopsy may be used to distinguish cancer at early stages and it could be a game-changer for both cancer diagnosis and prognosis strategies. Liquid biopsy tests consider several tumor components, such as DNA, RNA, proteins, and the tiny vesicles originating from tumor cells. Actually, liquid biopsy signifies the genetic alterations of tumors through nucleic acids or cells in various body fluids, including blood, urine, cerebrospinal fluid, or saliva in a noninvasive manner. In this review, we present an overall description of liquid biopsy in which circulating tumor cells, cell-free nucleic acids, exosomes, and extrachromosomal circular DNA are included.
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Affiliation(s)
| | - Ramin Heshmat
- Chronic Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Mehdi Ebrahimi
- Department of Internal Medicine, Faculty of Medicine, Sina Hospital, Tehran University of Medical Sciences, Tehran Iran
| | - Fatemeh Khatami
- Urology Research Center (URC), Sina Hospital, Tehran University of Medical Sciences, Tehran, Iran
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50
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Lee NJ, Maeng S, Kim HU, Roh YH, Hwang C, Kim J, Hwang KT, Bong KW. Affinity-Enhanced CTC-Capturing Hydrogel Microparticles Fabricated by Degassed Mold Lithography. J Clin Med 2020; 9:E301. [PMID: 31973077 PMCID: PMC7073783 DOI: 10.3390/jcm9020301] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2019] [Revised: 01/16/2020] [Accepted: 01/18/2020] [Indexed: 12/12/2022] Open
Abstract
Technologies for the detection and isolation of circulating tumor cells (CTCs) are essential in liquid biopsy, a minimally invasive technique for early diagnosis and medical intervention in cancer patients. A promising method for CTC capture, using an affinity-based approach, is the use of functionalized hydrogel microparticles (MP), which have the advantages of water-like reactivity, biologically compatible materials, and synergy with various analysis platforms. In this paper, we demonstrate the feasibility of CTC capture by hydrogel particles synthesized using a novel method called degassed mold lithography (DML). This technique increases the porosity and functionality of the MPs for effective conjugation with antibodies. Qualitative fluorescence analysis demonstrates that DML produces superior uniformity, integrity, and functionality of the MPs, as compared to conventional stop flow lithography (SFL). Analysis of the fluorescence intensity from porosity-controlled MPs by each reaction step of antibody conjugation elucidates that more antibodies are loaded when the particles are more porous. The feasibility of selective cell capture is demonstrated using breast cancer cell lines. In conclusion, using DML for the synthesis of porous MPs offers a powerful method for improving the cell affinity of the antibody-conjugated MPs.
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Affiliation(s)
- Nak Jun Lee
- Department of Chemical and Biological Engineering, Korea University, Seoul 02841, Korea; (N.J.L.); (H.U.K.); (Y.H.R.); (C.H.)
| | - Sejung Maeng
- Department of Surgery, Seoul Metropolitan Government Seoul National University Boramae Medical Center, Seoul 07061, Korea; (S.M.); (J.K.)
| | - Hyeon Ung Kim
- Department of Chemical and Biological Engineering, Korea University, Seoul 02841, Korea; (N.J.L.); (H.U.K.); (Y.H.R.); (C.H.)
| | - Yoon Ho Roh
- Department of Chemical and Biological Engineering, Korea University, Seoul 02841, Korea; (N.J.L.); (H.U.K.); (Y.H.R.); (C.H.)
| | - Changhyun Hwang
- Department of Chemical and Biological Engineering, Korea University, Seoul 02841, Korea; (N.J.L.); (H.U.K.); (Y.H.R.); (C.H.)
| | - Jongjin Kim
- Department of Surgery, Seoul Metropolitan Government Seoul National University Boramae Medical Center, Seoul 07061, Korea; (S.M.); (J.K.)
| | - Ki-Tae Hwang
- Department of Surgery, Seoul Metropolitan Government Seoul National University Boramae Medical Center, Seoul 07061, Korea; (S.M.); (J.K.)
| | - Ki Wan Bong
- Department of Chemical and Biological Engineering, Korea University, Seoul 02841, Korea; (N.J.L.); (H.U.K.); (Y.H.R.); (C.H.)
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