1
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Cai Y, Luo M, Yang W, Xu C, Wang P, Xue G, Jin X, Cheng R, Que J, Zhou W, Pang B, Xu S, Li Y, Jiang Q, Xu Z. The Deep Learning Framework iCanTCR Enables Early Cancer Detection Using the T-cell Receptor Repertoire in Peripheral Blood. Cancer Res 2024; 84:1915-1928. [PMID: 38536129 DOI: 10.1158/0008-5472.can-23-0860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2023] [Revised: 07/20/2023] [Accepted: 03/19/2024] [Indexed: 06/05/2024]
Abstract
T cells recognize tumor antigens and initiate an anticancer immune response in the very early stages of tumor development, and the antigen specificity of T cells is determined by the T-cell receptor (TCR). Therefore, monitoring changes in the TCR repertoire in peripheral blood may offer a strategy to detect various cancers at a relatively early stage. Here, we developed the deep learning framework iCanTCR to identify patients with cancer based on the TCR repertoire. The iCanTCR framework uses TCRβ sequences from an individual as an input and outputs the predicted cancer probability. The model was trained on over 2,000 publicly available TCR repertoires from 11 types of cancer and healthy controls. Analysis of several additional publicly available datasets validated the ability of iCanTCR to distinguish patients with cancer from noncancer individuals and demonstrated the capability of iCanTCR for the accurate classification of multiple cancers. Importantly, iCanTCR precisely identified individuals with early-stage cancer with an AUC of 86%. Altogether, this work provides a liquid biopsy approach to capture immune signals from peripheral blood for noninvasive cancer diagnosis. SIGNIFICANCE Development of a deep learning-based method for multicancer detection using the TCR repertoire in the peripheral blood establishes the potential of evaluating circulating immune signals for noninvasive early cancer detection.
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Affiliation(s)
- Yideng Cai
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Meng Luo
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Wenyi Yang
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Chang Xu
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Pingping Wang
- School for Interdisciplinary Medicine and Engineering, Harbin Medical University, Harbin, China
| | - Guangfu Xue
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Xiyun Jin
- School for Interdisciplinary Medicine and Engineering, Harbin Medical University, Harbin, China
| | - Rui Cheng
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Jinhao Que
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Wenyang Zhou
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Boran Pang
- Center for Difficult and Complicated Abdominal Surgery, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China
| | - Shouping Xu
- Department of Breast Cancer, Harbin Medical University Cancer Hospital, Harbin, China
| | - Yu Li
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
| | - Qinghua Jiang
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, China
- School for Interdisciplinary Medicine and Engineering, Harbin Medical University, Harbin, China
| | - Zhaochun Xu
- School for Interdisciplinary Medicine and Engineering, Harbin Medical University, Harbin, China
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2
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Namli I, Seyedmirzaei Sarraf S, Sheibani Aghdam A, Celebi Torabfam G, Kutlu O, Cetinel S, Ghorbani M, Koşar A. Hydrodynamic Cavitation on a Chip: A Tool to Detect Circulating Tumor Cells. ACS APPLIED MATERIALS & INTERFACES 2022; 14:40688-40697. [PMID: 36048001 PMCID: PMC9478945 DOI: 10.1021/acsami.2c12356] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Accepted: 08/22/2022] [Indexed: 05/31/2023]
Abstract
Circulating tumor cells (CTCs) are essential biomarkers for cancer diagnosis. Although various devices have been designed to detect, enumerate, and isolate CTCs from blood, some of these devices could have some drawbacks, such as the requirement of labeling, long process time, and high cost. Here, we present a microfluidic device based on the concept of "hydrodynamic cavitation-on-chip (HCOC)", which can detect CTCs in the order of minutes. The working principle relies on the difference of the required inlet pressure for cavitation inception of working fluids when they pass through the microfluidic device. The interface among the solid/floating particles, liquid, and vapor phases plays an important role in the strength of the fluid to withstand the rupture and cavitation formation. To this end, four experimental groups, including the "cell culture medium", "medium + Jurkat cells", "medium + Jurkat cells + CTCs", and "medium + CTCs", were tested as a proof of concept with two sets of fabricated microfluidic chips with the same geometrical dimensions, in which one set contained structural sidewall roughness elements. Jurkat cells were used to mimic white blood cells, and MDA-MB-231 cells were spiked into the medium as CTCs. Accordingly, the group with CTCs led to detectable earlier cavitation inception. Additionally, the effect of the CTC concentration on cavitation inception and the effect of the presence of sidewall roughness elements on the earlier inception were evaluated. Furthermore, CTC detection tests were performed with cancer cell lines spiked in blood samples from healthy donors. The results showed that this approach, HCOC, could be a potential approach to detect the presence of CTCs based on cavitation phenomenon and offer a cheap, user-friendly, and rapid tool with no requirement for any biomarker or extensive films acting as a biosensor. This approach also possesses straightforward application procedures to be employed for detection of CTCs.
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Affiliation(s)
- Ilayda Namli
- Faculty
of Engineering and Natural Sciences, Sabanci
University, 34956 Tuzla, Istanbul, Turkey
- Sabanci
University Nanotechnology Research and Application Center, 34956 Tuzla, Istanbul, Turkey
| | - Seyedali Seyedmirzaei Sarraf
- Faculty
of Engineering and Natural Sciences, Sabanci
University, 34956 Tuzla, Istanbul, Turkey
- Sabanci
University Nanotechnology Research and Application Center, 34956 Tuzla, Istanbul, Turkey
| | - Araz Sheibani Aghdam
- Faculty
of Engineering and Natural Sciences, Sabanci
University, 34956 Tuzla, Istanbul, Turkey
- Sabanci
University Nanotechnology Research and Application Center, 34956 Tuzla, Istanbul, Turkey
| | - Gizem Celebi Torabfam
- Faculty
of Engineering and Natural Sciences, Sabanci
University, 34956 Tuzla, Istanbul, Turkey
- Sabanci
University Nanotechnology Research and Application Center, 34956 Tuzla, Istanbul, Turkey
| | - Ozlem Kutlu
- Faculty
of Engineering and Natural Sciences, Sabanci
University, 34956 Tuzla, Istanbul, Turkey
- Sabanci
University Nanotechnology Research and Application Center, 34956 Tuzla, Istanbul, Turkey
- Center of
Excellence for Functional Surfaces and Interfaces for Nano-Diagnostics
(EFSUN), Sabanci University, Orhanli, 34956 Tuzla, Istanbul, Turkey
| | - Sibel Cetinel
- Faculty
of Engineering and Natural Sciences, Sabanci
University, 34956 Tuzla, Istanbul, Turkey
- Sabanci
University Nanotechnology Research and Application Center, 34956 Tuzla, Istanbul, Turkey
- Center of
Excellence for Functional Surfaces and Interfaces for Nano-Diagnostics
(EFSUN), Sabanci University, Orhanli, 34956 Tuzla, Istanbul, Turkey
| | - Morteza Ghorbani
- Sabanci
University Nanotechnology Research and Application Center, 34956 Tuzla, Istanbul, Turkey
- Center of
Excellence for Functional Surfaces and Interfaces for Nano-Diagnostics
(EFSUN), Sabanci University, Orhanli, 34956 Tuzla, Istanbul, Turkey
| | - Ali Koşar
- Faculty
of Engineering and Natural Sciences, Sabanci
University, 34956 Tuzla, Istanbul, Turkey
- Sabanci
University Nanotechnology Research and Application Center, 34956 Tuzla, Istanbul, Turkey
- Center of
Excellence for Functional Surfaces and Interfaces for Nano-Diagnostics
(EFSUN), Sabanci University, Orhanli, 34956 Tuzla, Istanbul, Turkey
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3
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Detection and Analysis of Human Cells Based on Artificial Neural Network. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022; 2022:4600840. [PMID: 36093498 PMCID: PMC9452942 DOI: 10.1155/2022/4600840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 06/15/2022] [Accepted: 07/06/2022] [Indexed: 11/28/2022]
Abstract
The detection and classification of histopathological cell images is a hot topic in current research. Medical images are an important research direction and are widely used in computer-aided diagnosis, biological research, and other fields. A neural network model based on deep learning is also common in medical image analysis and automatic detection and classification of tissue and cell images. Current medical cell detection methods generally do not consider that the yield is affected by other factors in the topological region, which leads to inevitable errors in the accuracy and generalization of the algorithm; at the same time, the current medical cell imaging methods are too simple to predict the classification markers, which affect the accuracy of cell image classification. This study introduces the concepts of two kinds of neural networks and then constructs a cell recognition model based on the convolution neural network principle and staining principle. In the experimental part, we developed three groups of experiments using the same equation as the experiment and tested the best cell recognition model proposed in this study.
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Dathathri E, Isebia KT, Abali F, Lolkema MP, Martens JWM, Terstappen LWMM, Bansal R. Liquid Biopsy Based Circulating Biomarkers in Metastatic Prostate Cancer. Front Oncol 2022; 12:863472. [PMID: 35669415 PMCID: PMC9165750 DOI: 10.3389/fonc.2022.863472] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Accepted: 04/22/2022] [Indexed: 12/14/2022] Open
Abstract
Prostate cancer is the most dominant male malignancy worldwide. The clinical presentation of prostate cancer ranges from localized indolent to rapidly progressing lethal metastatic disease. Despite a decline in death rate over the past years, with the advent of early diagnosis and new treatment options, challenges remain towards the management of metastatic prostate cancer, particularly metastatic castration sensitive prostate cancer (mCSPC) and castration resistant prostate cancer (mCRPC). Current treatments involve a combination of chemotherapy with androgen deprivation therapy and/or androgen receptor signalling inhibitors. However, treatment outcomes are heterogeneous due to significant tumor heterogeneity indicating a need for better prognostic biomarkers to identify patients with poor outcomes. Liquid biopsy has opened a plethora of opportunities from early diagnosis to (personalized) therapeutic disease interventions. In this review, we first provide recent insights about (metastatic) prostate cancer and its current treatment landscape. We highlight recent studies involving various circulating biomarkers such as circulating tumor cells, genetic markers, circulating nucleic acids, extracellular vesicles, tumor-educated platelets, and the secretome from (circulating) tumor cells and tumor microenvironment in metastatic prostate cancer. The comprehensive array of biomarkers can provide a powerful approach to understanding the spectrum of prostate cancer disease and guide in developing improved and personalized treatments for patients.
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Affiliation(s)
- Eshwari Dathathri
- Department of Medical Cell BioPhysics, Faculty of Science and Technology, Technical Medical Center, University of Twente, Enschede, Netherlands
| | - Khrystany T. Isebia
- Erasmus Medical Center Cancer Institute, University Medical Center Rotterdam, Department of Medical Oncology, Rotterdam, Netherlands
| | - Fikri Abali
- Department of Medical Cell BioPhysics, Faculty of Science and Technology, Technical Medical Center, University of Twente, Enschede, Netherlands
| | - Martijn P. Lolkema
- Erasmus Medical Center Cancer Institute, University Medical Center Rotterdam, Department of Medical Oncology, Rotterdam, Netherlands
| | - John W. M. Martens
- Erasmus Medical Center Cancer Institute, University Medical Center Rotterdam, Department of Medical Oncology, Rotterdam, Netherlands
| | - Leon W. M. M. Terstappen
- Department of Medical Cell BioPhysics, Faculty of Science and Technology, Technical Medical Center, University of Twente, Enschede, Netherlands
| | - Ruchi Bansal
- Department of Medical Cell BioPhysics, Faculty of Science and Technology, Technical Medical Center, University of Twente, Enschede, Netherlands
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5
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Shi Y, Ge X, Ju M, Zhang Y, Di X, Liang L. Circulating Tumor Cells in Esophageal Squamous Cell Carcinoma - Mini Review. Cancer Manag Res 2021; 13:8355-8365. [PMID: 34764697 PMCID: PMC8577339 DOI: 10.2147/cmar.s337489] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Accepted: 10/24/2021] [Indexed: 12/30/2022] Open
Abstract
Esophageal cancer has high incidence and mortality rates and a low five-year survival rate of <15% owing to its strong capabilities of invasion, relapse and metastasis. The classic view holds that metastasis and diffusion is an advanced event during cancer progression, but recent studies show that distant diffusion of primary cancer cells may actually be an early event. Detection of circulating tumor cells (CTCs) in the circulation may indicate tumor spread, so CTCs are considered to be the key factor of metastatic cascade. In recent years, despite research progress on CTCs, there is a lack of systematic and important evidence to confirm the diagnostic, monitoring and prognostic values of CTCs in esophageal squamous cell carcinoma (ESCC). In this review, we clarify the relationship between CTC values and ESCC and provide more reliable evidence to improve the management and treatment of ESCC.
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Affiliation(s)
- Yujing Shi
- Jurong People's Hospital, Zhenjiang, 212400, People's Republic of China
| | - Xiaolin Ge
- Jiangsu Provincial People's Hospital, Nanjing, 212000, People's Republic of China
| | - Mengyang Ju
- Department of Radiation Oncology, Osaka University Graduate School of Medicine, Suita, 5650871, Japan
| | - Yumeng Zhang
- Nanjing Medical University, Nanjing, 212000, People's Republic of China
| | - Xiaoke Di
- Jiangsu Provincial People's Hospital, Nanjing, 212000, People's Republic of China
| | - Liang Liang
- Jurong People's Hospital, Zhenjiang, 212400, People's Republic of China
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6
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Ward MP, E Kane L, A Norris L, Mohamed BM, Kelly T, Bates M, Clarke A, Brady N, Martin CM, Brooks RD, Brooks DA, Selemidis S, Hanniffy S, Dixon EP, A O'Toole S, J O'Leary J. Platelets, immune cells and the coagulation cascade; friend or foe of the circulating tumour cell? Mol Cancer 2021; 20:59. [PMID: 33789677 PMCID: PMC8011144 DOI: 10.1186/s12943-021-01347-1] [Citation(s) in RCA: 61] [Impact Index Per Article: 20.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Accepted: 03/15/2021] [Indexed: 02/07/2023] Open
Abstract
Cancer cells that transit from primary tumours into the circulatory system are known as circulating tumour cells (CTCs). These cancer cells have unique phenotypic and genotypic characteristics which allow them to survive within the circulation, subsequently extravasate and metastasise. CTCs have emerged as a useful diagnostic tool using "liquid biopsies" to report on the metastatic potential of cancers. However, CTCs by their nature interact with components of the blood circulatory system on a constant basis, influencing both their physical and morphological characteristics as well as metastatic capabilities. These properties and the associated molecular profile may provide critical diagnostic and prognostic capabilities in the clinic. Platelets interact with CTCs within minutes of their dissemination and are crucial in the formation of the initial metastatic niche. Platelets and coagulation proteins also alter the fate of a CTC by influencing EMT, promoting pro-survival signalling and aiding in evading immune cell destruction. CTCs have the capacity to directly hijack immune cells and utilise them to aid in CTC metastatic seeding processes. The disruption of CTC clusters may also offer a strategy for the treatment of advance staged cancers. Therapeutic disruption of these heterotypical interactions as well as direct CTC targeting hold great promise, especially with the advent of new immunotherapies and personalised medicines. Understanding the molecular role that platelets, immune cells and the coagulation cascade play in CTC biology will allow us to identify and characterise the most clinically relevant CTCs from patients. This will subsequently advance the clinical utility of CTCs in cancer diagnosis/prognosis.
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Affiliation(s)
- Mark P Ward
- Department of Histopathology and Morbid Anatomy, Trinity College Dublin, Dublin 8, Ireland.
- Emer Casey Molecular Pathology Research Laboratory, Coombe Women and Infants University Hospital, Dublin 8, Ireland.
- Trinity St. James's Cancer Institute, St James's Hospital, Dublin 8, Ireland.
| | - Laura E Kane
- Department of Histopathology and Morbid Anatomy, Trinity College Dublin, Dublin 8, Ireland
- Emer Casey Molecular Pathology Research Laboratory, Coombe Women and Infants University Hospital, Dublin 8, Ireland
- Trinity St. James's Cancer Institute, St James's Hospital, Dublin 8, Ireland
| | - Lucy A Norris
- Trinity St. James's Cancer Institute, St James's Hospital, Dublin 8, Ireland
- Department of Obstetrics and Gynaecology, Trinity College Dublin, Dublin 8, Ireland
| | - Bashir M Mohamed
- Department of Histopathology and Morbid Anatomy, Trinity College Dublin, Dublin 8, Ireland
- Emer Casey Molecular Pathology Research Laboratory, Coombe Women and Infants University Hospital, Dublin 8, Ireland
- Trinity St. James's Cancer Institute, St James's Hospital, Dublin 8, Ireland
| | - Tanya Kelly
- Department of Histopathology and Morbid Anatomy, Trinity College Dublin, Dublin 8, Ireland
- Emer Casey Molecular Pathology Research Laboratory, Coombe Women and Infants University Hospital, Dublin 8, Ireland
- Trinity St. James's Cancer Institute, St James's Hospital, Dublin 8, Ireland
| | - Mark Bates
- Department of Histopathology and Morbid Anatomy, Trinity College Dublin, Dublin 8, Ireland
- Emer Casey Molecular Pathology Research Laboratory, Coombe Women and Infants University Hospital, Dublin 8, Ireland
- Trinity St. James's Cancer Institute, St James's Hospital, Dublin 8, Ireland
| | - Andres Clarke
- Department of Histopathology and Morbid Anatomy, Trinity College Dublin, Dublin 8, Ireland
- Emer Casey Molecular Pathology Research Laboratory, Coombe Women and Infants University Hospital, Dublin 8, Ireland
- Trinity St. James's Cancer Institute, St James's Hospital, Dublin 8, Ireland
| | - Nathan Brady
- Department of Histopathology and Morbid Anatomy, Trinity College Dublin, Dublin 8, Ireland
- Emer Casey Molecular Pathology Research Laboratory, Coombe Women and Infants University Hospital, Dublin 8, Ireland
- Trinity St. James's Cancer Institute, St James's Hospital, Dublin 8, Ireland
| | - Cara M Martin
- Department of Histopathology and Morbid Anatomy, Trinity College Dublin, Dublin 8, Ireland
- Emer Casey Molecular Pathology Research Laboratory, Coombe Women and Infants University Hospital, Dublin 8, Ireland
- Trinity St. James's Cancer Institute, St James's Hospital, Dublin 8, Ireland
| | - Robert D Brooks
- Cancer Research Institute, University of South Australia, 5001, Adelaide, Australia
| | - Doug A Brooks
- Cancer Research Institute, University of South Australia, 5001, Adelaide, Australia
| | - Stavros Selemidis
- School of Health and Biomedical Sciences, RMIT University, Victoria, 3083, Bundoora, Australia
| | | | - Eric P Dixon
- BD Technologies and Innovation, Research Triangle Park, NC, USA
| | - Sharon A O'Toole
- Department of Histopathology and Morbid Anatomy, Trinity College Dublin, Dublin 8, Ireland
- Emer Casey Molecular Pathology Research Laboratory, Coombe Women and Infants University Hospital, Dublin 8, Ireland
- Trinity St. James's Cancer Institute, St James's Hospital, Dublin 8, Ireland
- Department of Obstetrics and Gynaecology, Trinity College Dublin, Dublin 8, Ireland
| | - John J O'Leary
- Department of Histopathology and Morbid Anatomy, Trinity College Dublin, Dublin 8, Ireland
- Emer Casey Molecular Pathology Research Laboratory, Coombe Women and Infants University Hospital, Dublin 8, Ireland
- Trinity St. James's Cancer Institute, St James's Hospital, Dublin 8, Ireland
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7
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Wu X, Bai Z, Wang L, Cui G, Yang M, Yang Q, Ma B, Song Q, Tian D, Ceyssens F, Puers R, Kraft M, Zhao W, Wen L. Magnetic Cell Centrifuge Platform Performance Study with Different Microsieve Pore Geometries. SENSORS (BASEL, SWITZERLAND) 2019; 20:E48. [PMID: 31861791 PMCID: PMC6983067 DOI: 10.3390/s20010048] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Revised: 12/04/2019] [Accepted: 12/17/2019] [Indexed: 12/21/2022]
Abstract
The detection and analysis of circulating tumor cells (CTCs) plays a crucial role in clinical practice. However, the heterogeneity and rarity of CTCs make their capture and separation from peripheral blood very difficult while maintaining their structural integrity and viability. We previously demonstrated the effectiveness of the Magnetic Cell Centrifuge Platform (MCCP), which combined the magnetic-labeling cell separation mechanism with the size-based method. In this paper, a comparison of the effectiveness of different microsieve pore geometries toward MCCP is demonstrated to improve the yield of the target cell capture. Firstly, models of a trapped cell with rectangular and circular pore geometries are presented to compare the contact force using finite element numerical simulations. The device performance is then evaluated with both constant pressure and constant flow rate experimental conditions. In addition, the efficient isolation of magnetically labeled Hela cells with red fluorescent proteins (target cells) from Hela cells with green fluorescent protein (background cells) is validated. The experimental results show that the circular sieves yield 97% purity of the target cells from the sample with a throughput of up to 2 μL/s and 66-fold sample enrichment. This finding will pave the way for the design of a higher efficient MCCP systems.
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Affiliation(s)
- Xinyu Wu
- School of Microelectronics, Beihang University, Beijing 100191, China; (X.W.)
- Beihang-Goertek Joint Microelectronics Institute, Qingdao Research Institute, Beihang University, Qingdao 266104, China
| | - Zhongyang Bai
- School of Microelectronics, Beihang University, Beijing 100191, China; (X.W.)
- Beihang-Goertek Joint Microelectronics Institute, Qingdao Research Institute, Beihang University, Qingdao 266104, China
| | - Lin Wang
- Beihang-Goertek Joint Microelectronics Institute, Qingdao Research Institute, Beihang University, Qingdao 266104, China
| | - Guangchao Cui
- School of Microelectronics, Beihang University, Beijing 100191, China; (X.W.)
- Beihang-Goertek Joint Microelectronics Institute, Qingdao Research Institute, Beihang University, Qingdao 266104, China
| | - Mengzheng Yang
- School of Microelectronics, Beihang University, Beijing 100191, China; (X.W.)
- Beihang-Goertek Joint Microelectronics Institute, Qingdao Research Institute, Beihang University, Qingdao 266104, China
| | - Qing Yang
- School of Microelectronics, Beihang University, Beijing 100191, China; (X.W.)
- Beihang-Goertek Joint Microelectronics Institute, Qingdao Research Institute, Beihang University, Qingdao 266104, China
| | - Bo Ma
- Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China
| | - Qinglin Song
- Qingdao Goertek Microelectronics Research Institute Co., Ltd., Qingdao 266104, China
| | - Dewen Tian
- Qingdao Goertek Microelectronics Research Institute Co., Ltd., Qingdao 266104, China
| | - Frederik Ceyssens
- ESAT-MICAS, KU Leuven, Kasteelpark Arenberg 10, B-3001 Leuven, Belgium
| | - Robert Puers
- ESAT-MICAS, KU Leuven, Kasteelpark Arenberg 10, B-3001 Leuven, Belgium
| | - Michael Kraft
- ESAT-MICAS, KU Leuven, Kasteelpark Arenberg 10, B-3001 Leuven, Belgium
| | - Weisheng Zhao
- School of Microelectronics, Beihang University, Beijing 100191, China; (X.W.)
- Beihang-Goertek Joint Microelectronics Institute, Qingdao Research Institute, Beihang University, Qingdao 266104, China
| | - Lianggong Wen
- School of Microelectronics, Beihang University, Beijing 100191, China; (X.W.)
- Beihang-Goertek Joint Microelectronics Institute, Qingdao Research Institute, Beihang University, Qingdao 266104, China
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8
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Choi MK, Kim GH, I H, Park SJ, Lee MW, Lee BE, Park DY, Cho YK. Circulating tumor cells detected using fluid-assisted separation technique in esophageal squamous cell carcinoma. J Gastroenterol Hepatol 2019; 34:552-560. [PMID: 30426559 DOI: 10.1111/jgh.14543] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Revised: 11/02/2018] [Accepted: 11/05/2018] [Indexed: 12/18/2022]
Abstract
BACKGROUND AND AIM Esophageal squamous cell carcinoma (ESCC) is one of the aggressive gastrointestinal tract cancers. Detection of circulating tumor cells (CTCs) in peripheral blood from patients with various malignancies has been reported to have diagnostic, prognostic, and therapeutic implications. We aimed to evaluate CTCs in patients with ESCC and assess the clinical significance of CTCs in the early diagnosis of ESCC. METHODS Peripheral blood samples for CTCs analyses were prospectively obtained from 73 patients with ESCC prior to treatment between March 2015 and June 2018. CTCs were detected using a centrifugal microfluidic system with a new fluid-assisted separation technique. Blood samples from 31 healthy volunteers were used as controls. RESULTS After creating a receiver operating characteristic curve to determine the optimal CTC threshold to differentiate patients with ESCC from healthy controls, sensitivity and specificity were most optimized at a CTC threshold of two per 7.5 mL of blood. Among 66 subjects with ≥ 2 CTCs per 7.5 mL of blood, 63 (95.5%) had ESCC. Among 38 subjects with < 2 CTCs per 7.5 mL of blood, 28 (73.7%) were healthy controls. When using this threshold, the sensitivity and specificity for differentiating patients with ESCC from healthy controls were 86.3% and 90.3%, respectively. CTC count was associated with tumor-node-metastasis stage, especially lymph node metastasis, but there was no correlation with any other relevant clinicopathologic variable. CONCLUSIONS Our results suggest that CTCs detected using fluid-assisted separation technique could be helpful for early diagnosis of ESCC. Further large-scale prospective studies are warranted to validate our findings.
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Affiliation(s)
- Mun Ki Choi
- Department of Internal Medicine, Pusan National University School of Medicine and Biomedical Research Institute, Busan, Korea
| | - Gwang Ha Kim
- Department of Internal Medicine, Pusan National University School of Medicine and Biomedical Research Institute, Busan, Korea
| | - Hoseok I
- Department of Chest Surgery, Pusan National University School of Medicine, Busan, Korea
| | - Su Jin Park
- Department of Internal Medicine, Pusan National University School of Medicine and Biomedical Research Institute, Busan, Korea
| | - Moon Won Lee
- Department of Internal Medicine, Pusan National University School of Medicine and Biomedical Research Institute, Busan, Korea
| | - Bong Eun Lee
- Department of Internal Medicine, Pusan National University School of Medicine and Biomedical Research Institute, Busan, Korea
| | - Do Youn Park
- Department of Pathology, Pusan National University School of Medicine, Busan, Korea
| | - Yoon-Kyoung Cho
- Center for Soft and Living Matter, Institute for Basic Science (IBS) and Department of Biomedical Engineering, School of Life Sciences, Ulsan National Institute of Science and Technology (UNIST), Ulsan, Korea
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9
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Chen YH, Pulikkathodi AK, Ma YD, Wang YL, Lee GB. A microfluidic platform integrated with field-effect transistors for enumeration of circulating tumor cells. LAB ON A CHIP 2019; 19:618-625. [PMID: 30644487 DOI: 10.1039/c8lc01072b] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
Circulating tumor cells (CTCs) are one of the promising cancer biomarkers whose concentrations are measured not only in the initial diagnostic stages, but also as treatment progresses. However, the existing methods for CTC detection are relatively time-consuming and labor-intensive. In this study, a new microfluidic platform integrated with field-effect transistors (FETs) and chambers for the trapping of CTCs was developed. This novel design could not only trap CTCs from whole blood samples, but also enumerate them via FET sensing of CTC-specific aptamer-CTC complexes. The FET output signal was experimentally found to increase with the increasing number of captured CTCs. More importantly, the enumeration of spiked CTCs in blood samples could be achieved in accordance with the signals measured on the FET devices. We therefore believe that this automated system could be a useful tool for enumeration of CTCs.
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Affiliation(s)
- Yi-Hong Chen
- Department of Power Mechanical Engineering, National Tsing Hua University, Hsinchu, Taiwan 30013.
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10
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Heymann D, Téllez-Gabriel M. Circulating Tumor Cells: The Importance of Single Cell Analysis. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2018; 1068:45-58. [DOI: 10.1007/978-981-13-0502-3_5] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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11
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Duan X, Liu Z, Xu S. [Research Progresses of Circulating Tumor Cells in Diagnosis and Treatment of
Early Lung Cancer]. ZHONGGUO FEI AI ZA ZHI = CHINESE JOURNAL OF LUNG CANCER 2017; 20:703-709. [PMID: 29061218 PMCID: PMC5972993 DOI: 10.3779/j.issn.1009-3419.2017.10.07] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
循环肿瘤细胞(circulating tumor cells, CTCs)作为液体活检的一种重要类型,在肺癌的筛查诊断、疗效评估、术后监测与预后判断等方面显示出越来越丰富的临床价值。随着对肺癌高危人群筛查工作的进展,大量肺小结节患者被检出,但是肺小结节不等于肺癌,而且据统计良性比例达90%-95%,这使得该部分患者在首次就诊时的良恶性鉴别诊断成为临床医生面临着的新的机遇与挑战。CTCs检测技术的不断进步与完善,是否可以在早期肺癌的鉴别诊断中发挥更大的作用,此外,它是否对早期肺癌手术治疗时的操作具有指导意义,这还需要进一步科研探索,以期将来实现临床转化。
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Affiliation(s)
- Xinchun Duan
- Department of Thoracic Surgery, Beijing Chest Hospital, Capital Medical University, Beijing 101149, China
| | - Zhidong Liu
- Department of Thoracic Surgery, Beijing Chest Hospital, Capital Medical University, Beijing 101149, China
| | - Shaofa Xu
- Department of Thoracic Surgery, Beijing Chest Hospital, Capital Medical University, Beijing 101149, China
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Kowalik A, Kowalewska M, Góźdź S. Current approaches for avoiding the limitations of circulating tumor cells detection methods-implications for diagnosis and treatment of patients with solid tumors. Transl Res 2017; 185:58-84.e15. [PMID: 28506696 DOI: 10.1016/j.trsl.2017.04.002] [Citation(s) in RCA: 101] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2016] [Revised: 03/24/2017] [Accepted: 04/19/2017] [Indexed: 12/12/2022]
Abstract
Eight million people die of cancer each year and 90% of deaths are caused by systemic disease. Circulating tumor cells (CTCs) contribute to the formation of metastases and thus are the subject of extensive research and an abiding interest to biotechnology and pharmaceutical companies. Recent technological advances have resulted in greatly improved CTC detection, enumeration, expansion, and culture methods. However, despite the fact that nearly 150 years have passed since the first detection and description of CTCs in human blood and enormous technological progress that has taken place in this field, especially within the last decade, few CTC detection methods have been approved for routine clinical use. This reflects the substantial methodological problems related to the nature of these cells, their heterogeneity, and diverse metastatic potential. Here, we provide an overview of CTC phenotypes, including the plasticity of CTCs and the relevance of inflammation and cell fusion phenomena for CTC biology. We also review the literature on CTC detection methodology-its recent improvements, clinical significance, and efforts of its clinical application in cancer patients management. At present, CTC detection remains a challenging diagnostic approach as a result of numerous current methodological limitations. This is especially problematic during the early stages of the disease due to the small numbers of CTCs released into the blood of cancer patients. Nonetheless, the rapid development of novel techniques of CTC detection and enumeration in peripheral blood is expected to expedite their implementation in the clinical setting. It is of utmost importance to understand the biology of CTCs and their distinct populations as a prerequisite for achieving this ultimate goal.
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Affiliation(s)
- Artur Kowalik
- Department of Molecular Diagnostics, Holycross Cancer Center, Kielce, Poland; Department of Surgery and Surgical Nursing with the Scientific Research Laboratory, The Faculty of Health Sciences of the Jan Kochanowski University in Kielce, Kielce, Poland.
| | - Magdalena Kowalewska
- Department of Molecular and Translational Oncology, Maria Sklodowska-Curie Institute - Oncology Center, Warszawa, Poland; Department of Immunology, Biochemistry and Nutrition, Medical University of Warsaw, Warszawa, Poland
| | - Stanisław Góźdź
- Department of Clinical Oncology, Hollycross Cancer Center, Kielce, Poland; Department of Prevention and Cancer Epidemiology, Faculty of Health Sciences of the Jan Kochanowski University in Kielce, Kielce, Poland
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Elgqvist J. Nanoparticles as Theranostic Vehicles in Experimental and Clinical Applications-Focus on Prostate and Breast Cancer. Int J Mol Sci 2017; 18:E1102. [PMID: 28531102 PMCID: PMC5455010 DOI: 10.3390/ijms18051102] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2017] [Revised: 05/13/2017] [Accepted: 05/15/2017] [Indexed: 12/27/2022] Open
Abstract
Prostate and breast cancer are the second most and most commonly diagnosed cancer in men and women worldwide, respectively. The American Cancer Society estimates that during 2016 in the USA around 430,000 individuals were diagnosed with one of these two types of cancers, and approximately 15% of them will die from the disease. In Europe, the rate of incidences and deaths are similar to those in the USA. Several different more or less successful diagnostic and therapeutic approaches have been developed and evaluated in order to tackle this issue and thereby decrease the death rates. By using nanoparticles as vehicles carrying both diagnostic and therapeutic molecular entities, individualized targeted theranostic nanomedicine has emerged as a promising option to increase the sensitivity and the specificity during diagnosis, as well as the likelihood of survival or prolonged survival after therapy. This article presents and discusses important and promising different kinds of nanoparticles, as well as imaging and therapy options, suitable for theranostic applications. The presentation of different nanoparticles and theranostic applications is quite general, but there is a special focus on prostate cancer. Some references and aspects regarding breast cancer are however also presented and discussed. Finally, the prostate cancer case is presented in more detail regarding diagnosis, staging, recurrence, metastases, and treatment options available today, followed by possible ways to move forward applying theranostics for both prostate and breast cancer based on promising experiments performed until today.
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Affiliation(s)
- Jörgen Elgqvist
- Department of Medical Physics and Biomedical Engineering, Sahlgrenska University Hospital, 413 45 Gothenburg, Sweden.
- Department of Physics, University of Gothenburg, 412 96 Gothenburg, Sweden.
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Tsai SC, Hung LY, Lee GB. An integrated microfluidic system for the isolation and detection of ovarian circulating tumor cells using cell selection and enrichment methods. BIOMICROFLUIDICS 2017; 11:034122. [PMID: 28713478 PMCID: PMC5493490 DOI: 10.1063/1.4991476] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2017] [Accepted: 06/21/2017] [Indexed: 05/25/2023]
Abstract
Gynecological cancer is difficult to be diagnosed at early stages. The relatively high mortality rate has been a serious issue accordingly. We herein reported a diagnosis method by using circulating tumor cells (CTCs) which have been extensively explored as a potential tool for diagnostics and prognostics of ovarian cancers. Nonetheless, the detection of CTCs still remains a challenge because of the difficulty in isolating them from whole blood samples since they are shed into the vasculature from primary tumors and circulate irregularly in the bloodstream in extremely low concentrations. In this work, we reported a new, integrated microfluidic system capable of (1) red blood cells lysis, (2) white blood cell (WBC) depletion via a negative selection process, and (3) capture of target cancer cells from whole blood samples using aptamer-binding technology. Furthermore, this is the first time that an aptamer was used to capture ovarian cancer cells owing to its high affinity. The new microfluidic chip could efficiently perform the entire process in one hour without human intervention at a high recovery rate and a low false positive detection rate when compared with antibody-based systems. A high recovery rate for the isolation of CTCs within a short period of time has been reported when compared to the traditional negative or positive selection approach by using traditional antibody biomarkers. More importantly, "false positive" results from WBCs could be significantly alleviated due to the high specificity of the cancer cell-specific aptamers. The developed integrated microfluidic system could be promising for the isolation and detection of CTCs, which could be used for early diagnosis and prognosis of cancers.
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Affiliation(s)
- Sung-Chi Tsai
- Institute of Biomedical Engineering, National Tsing Hua University, Hsinchu, Taiwan
| | - Lien-Yu Hung
- Department of Power Mechanical Engineering, National Tsing Hua University, Hsinchu, Taiwan
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15
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Kujawski R, Przybyłowska-Sygut K, Mik M, Lewandowski M, Trzciński R, Berut M, Dziki Ł, Majsterek I, Dziki A. Expression of the PLS3 Gene in Circulating Cells in Patients with Colorectal Cancer. POLISH JOURNAL OF SURGERY 2017; 87:59-64. [PMID: 26146096 DOI: 10.1515/pjs-2015-0020] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
UNLABELLED Circulating tumor cells (CTC) are cells in circulating blood that have the antigen and gene features of tumor cells of a specific type. Since they can be potentially used in diagnostics and monitoring of treatment of many tumors, they have been attracting attention of researchers worldwide. Plastin-3 (PL S3) is one of such markers of CTC. The aim of the study was to assess expression of PL S3 in CTC in patients with colorectal cancer, to conduct a statistical analysis and to demonstrate a link between expression of PL S3 and progress of the disease, level of CEA and Ca19-9 markers, gender and age of the patients. MATERIAL AND METHODS A group of 85 patients of the Department of General and Colorectal Surgery of the Medical University in Łódź were enrolled in this study. Circulating tumor cells were isolated from whole blood of patients with colorectal cancer and an analysis of PL S3 gene expression in CTC was conducted. The next step was to conduct a statistical analysis and to demonstrate a link between expression of PL S3 in patients' CTC and progress of the disease, level of CEA and Ca 19-9 markers, gender and age of the patients. RESULTS PL S3 is a marker which can be potentially used in prediction and monitoring of colorectal cancer. A link between expression of PL S3 in CTC of patients with colorectal cancer and metastasis to lymph nodes has been demonstrated. It may be of key importance how PL S3 could impact the qualification to supplementary cancer treatment in patients with stage II colorectal cancer. A link between expression of PL S3 gene in CTC and gender requires further in-depth studies. It is beyond doubt that PL S3 must be further investigated to determine its role in diagnostics, prediction, treatment and monitoring of treatment of colorectal cancer.
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Serrano MJ, Alvarez-Cubero MJ, De Miguel Pérez D, Rodríguez-Martínez A, Gonzalez-Herrera L, Robles-Fernandez I, Hernandez JE, Puche JLG, Lorente JA. Significance of EGFR Expression in Circulating Tumor Cells. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2017; 994:285-296. [DOI: 10.1007/978-3-319-55947-6_16] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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17
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Yuan Y, Shi Y, Li C, Kim J, Cai W, Han Z, Feng DD. DeepGene: an advanced cancer type classifier based on deep learning and somatic point mutations. BMC Bioinformatics 2016; 17:476. [PMID: 28155641 PMCID: PMC5259816 DOI: 10.1186/s12859-016-1334-9] [Citation(s) in RCA: 56] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND With the developments of DNA sequencing technology, large amounts of sequencing data have become available in recent years and provide unprecedented opportunities for advanced association studies between somatic point mutations and cancer types/subtypes, which may contribute to more accurate somatic point mutation based cancer classification (SMCC). However in existing SMCC methods, issues like high data sparsity, small volume of sample size, and the application of simple linear classifiers, are major obstacles in improving the classification performance. RESULTS To address the obstacles in existing SMCC studies, we propose DeepGene, an advanced deep neural network (DNN) based classifier, that consists of three steps: firstly, the clustered gene filtering (CGF) concentrates the gene data by mutation occurrence frequency, filtering out the majority of irrelevant genes; secondly, the indexed sparsity reduction (ISR) converts the gene data into indexes of its non-zero elements, thereby significantly suppressing the impact of data sparsity; finally, the data after CGF and ISR is fed into a DNN classifier, which extracts high-level features for accurate classification. Experimental results on our curated TCGA-DeepGene dataset, which is a reformulated subset of the TCGA dataset containing 12 selected types of cancer, show that CGF, ISR and DNN all contribute in improving the overall classification performance. We further compare DeepGene with three widely adopted classifiers and demonstrate that DeepGene has at least 24% performance improvement in terms of testing accuracy. CONCLUSIONS Based on deep learning and somatic point mutation data, we devise DeepGene, an advanced cancer type classifier, which addresses the obstacles in existing SMCC studies. Experiments indicate that DeepGene outperforms three widely adopted existing classifiers, which is mainly attributed to its deep learning module that is able to extract the high level features between combinatorial somatic point mutations and cancer types.
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Affiliation(s)
- Yuchen Yuan
- School of Information Technologies, The University of Sydney, Darlington, NSW, 2008, Australia.,Key Laboratory of Systems Biomedicine, Shanghai Center for Systems Biomedicine, Shanghai Jiaotong University, Shanghai, 200240, China
| | - Yi Shi
- Key Laboratory of Systems Biomedicine, Shanghai Center for Systems Biomedicine, Shanghai Jiaotong University, Shanghai, 200240, China.
| | - Changyang Li
- School of Information Technologies, The University of Sydney, Darlington, NSW, 2008, Australia
| | - Jinman Kim
- School of Information Technologies, The University of Sydney, Darlington, NSW, 2008, Australia
| | - Weidong Cai
- School of Information Technologies, The University of Sydney, Darlington, NSW, 2008, Australia
| | - Zeguang Han
- Key Laboratory of Systems Biomedicine, Shanghai Center for Systems Biomedicine, Shanghai Jiaotong University, Shanghai, 200240, China
| | - David Dagan Feng
- School of Information Technologies, The University of Sydney, Darlington, NSW, 2008, Australia.,Key Laboratory of Systems Biomedicine, Shanghai Center for Systems Biomedicine, Shanghai Jiaotong University, Shanghai, 200240, China
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18
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Hassan EM, Willmore WG, DeRosa MC. Aptamers: Promising Tools for the Detection of Circulating Tumor Cells. Nucleic Acid Ther 2016; 26:335-347. [PMID: 27736306 DOI: 10.1089/nat.2016.0632] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Circulating tumor cells (CTCs) are cells that shed from a primary tumor and freely circulate in the blood, retaining the ability to initiate metastasis and form a secondary tumor in distant organs in the body. CTCs reflect the molecular profile of the primary tumor, therefore studying CTCs can allow for an understanding of the mechanism of metastasis, and an opportunity to monitor the prognosis of cancer. Unfortunately, the detection of CTCs is a considerable challenge due to their low abundance in the bloodstream and the lack of consistent markers present to recognize these cells. The aim of this review is to summarize some of the aptamer-based affinity methods for the detection of CTCs. The basic biological concept of how metastasis occurs and the role of CTCs in this process are presented. Some methods of CTC detection employing antibodies or peptides are mentioned here for comparison. The review of present literature suggests that aptamers are emerging as competitive technology in the detection of CTCs, especially due to their unique properties, but there still remain several challenges to be met, including the need to improve the throughput and sensitivity of such methods.
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Affiliation(s)
- Eman M Hassan
- 1 Institut National de la Recherche Scientifique-Energie, Materiaux Telecommunication , Quebec, Canada .,2 Department of Chemistry, Carleton University , Ottawa, Canada
| | | | - Maria C DeRosa
- 2 Department of Chemistry, Carleton University , Ottawa, Canada .,3 Institute of Biochemistry, Carleton University , Ottawa, Canada
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ANDERGASSEN ULRICH, KÖLBL ALEXANDRAC, MAHNER SVEN, JESCHKE UDO. Real-time RT-PCR systems for CTC detection from blood samples of breast cancer and gynaecological tumour patients (Review). Oncol Rep 2016; 35:1905-15. [DOI: 10.3892/or.2016.4608] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2015] [Accepted: 11/15/2015] [Indexed: 11/06/2022] Open
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20
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Warkiani ME, Wu L, Tay AKP, Han J. Large-Volume Microfluidic Cell Sorting for Biomedical Applications. Annu Rev Biomed Eng 2015; 17:1-34. [DOI: 10.1146/annurev-bioeng-071114-040818] [Citation(s) in RCA: 77] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Affiliation(s)
- Majid Ebrahimi Warkiani
- BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602;
- School of Mechanical and Manufacturing Engineering, Australian Centre for NanoMedicine, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Lidan Wu
- Department of Biological Engineering and
| | - Andy Kah Ping Tay
- BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602;
| | - Jongyoon Han
- BioSystems and Micromechanics IRG, Singapore–MIT Alliance for Research and Technology (SMART) Centre, Singapore 138602;
- Department of Biological Engineering and
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
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21
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周 彩. [Blood-based Tumor Markers in Lung Cancer]. ZHONGGUO FEI AI ZA ZHI = CHINESE JOURNAL OF LUNG CANCER 2015; 18:770-80. [PMID: 26706955 PMCID: PMC6015179 DOI: 10.3779/j.issn.1009-3419.2015.12.10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Subscribe] [Scholar Register] [Received: 10/10/2015] [Revised: 10/28/2015] [Accepted: 10/30/2015] [Indexed: 11/12/2022]
Abstract
In recent years, "liquid biopsy" received enormous attention as a new detecting method. As a non-invasive tumor screening method, the applications of liquid biopsy include early detection, monitoring relapse, assessment of therapy and molecule expression in lung cancer. The main source of liquid biopsy comes from circulating tumor cells (CTCs), ctDNA, and so on. This review will explore the biological characteristics, detection technologies and clinical applications of CTCs, ctDNA and other tumor markers in lung cancer and summarize liquid biopsy which in accord with three important criteria of high sensitivity (high specificity), clinical utility and repeatability, especially a new method of ligand-targeted PCR (LT-PCR) that showed a high sensitivity of 67.2% in stage I lung cancer. We expect that "liquid biopsy" could be really explored from scientific research to clinical application.
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Affiliation(s)
- 彩存 周
- />200433 上海,上海市肺科医院肿瘤科Department of Oncology, Shanghai Pulmonary Hospital, Shanghai 200433, China
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22
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Li YQ, Chandran BK, Lim CT, Chen X. Rational Design of Materials Interface for Efficient Capture of Circulating Tumor Cells. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2015; 2:1500118. [PMID: 27980914 PMCID: PMC5115340 DOI: 10.1002/advs.201500118] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2015] [Revised: 05/25/2015] [Indexed: 05/11/2023]
Abstract
Originating from primary tumors and penetrating into blood circulation, circulating tumor cells (CTCs) play a vital role in understanding the biology of metastasis and have great potential for early cancer diagnosis, prognosis and personalized therapy. By exploiting the specific biophysical and biochemical properties of CTCs, various material interfaces have been developed for the capture and detection of CTCs from blood. However, due to the extremely low number of CTCs in peripheral blood, there exists a need to improve the efficiency and specificity of the CTC capture and detection. In this regard, a critical review of the numerous reports of advanced platforms for highly efficient and selective capture of CTCs, which have been spurred by recent advances in nanotechnology and microfabrication, is essential. This review gives an overview of unique biophysical and biochemical properties of CTCs, followed by a summary of the key material interfaces recently developed for improved CTC capture and detection, with focus on the use of microfluidics, nanostructured substrates, and miniaturized nuclear magnetic resonance-based systems. Challenges and future perspectives in the design of material interfaces for capture and detection of CTCs in clinical applications are also discussed.
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Affiliation(s)
- Yong-Qiang Li
- School of Materials Science and Engineering Nanyang Technological University 50 Nanyang Avenue SIngapore 639798 Singapore; School of Radiation Medicine and Protection and School for Radiological and Interdisciplinary Sciences (RAD-X)Collaborative Innovation Center of Radiation Medicine of Jiangsu Higher Education Institutions Medical College of Soochow University Suzhou Jiangsu 215123 China
| | - Bevita K Chandran
- School of Materials Science and Engineering Nanyang Technological University 50 Nanyang Avenue SIngapore 639798 Singapore
| | - Chwee Teck Lim
- Department of Biomedical Engineering Mechanobiology Institute Centre for Advanced 2D Materials National University of Singapore 9 Engineering Drive 1 Singapore 117575 Singapore
| | - Xiaodong Chen
- School of Materials Science and Engineering Nanyang Technological University 50 Nanyang Avenue SIngapore 639798 Singapore
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Guzzetta AA, Pisanic Ii TR, Sharma P, Yi JM, Stark A, Wang TH, Ahuja N. The promise of methylation on beads for cancer detection and treatment. Expert Rev Mol Diagn 2015; 14:845-52. [PMID: 25136840 DOI: 10.1586/14737159.2014.943665] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Despite numerous technical hurdles, the realization of true personalized medicine is becoming a progressive reality for the future of patient care. With the development of new techniques and tools to measure the genetic signature of tumors, biomarkers are increasingly being used to detect occult tumors, determine the choice of treatment and predict outcomes. Methylation of CpG islands at the promoter region of genes is a particularly exciting biomarker as it is cancer-specific. Older methods to detect methylation were cumbersome, operator-dependent and required large amounts of DNA. However, a newer technique called methylation on beads has resulted in a more uniform, streamlined and efficient assay. Furthermore, methylation on beads permits the extraction and processing of miniscule amounts of methylated tumor DNA in the peripheral blood. Such a technique may aid in the clinical detection and treatment of cancers in the future.
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Lowes LE, Allan AL. Recent advances in the molecular characterization of circulating tumor cells. Cancers (Basel) 2014; 6:595-624. [PMID: 24633084 PMCID: PMC3980613 DOI: 10.3390/cancers6010595] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2013] [Revised: 01/28/2014] [Accepted: 02/20/2014] [Indexed: 12/16/2022] Open
Abstract
Although circulating tumor cells (CTCs) were first observed over a century ago, lack of sensitive methodology precluded detailed study of these cells until recently. However, technological advances have now facilitated the identification, enumeration, and characterization of CTCs using a variety of methods. The majority of evidence supporting the use of CTCs in clinical decision-making has been related to enumeration using the CellSearch® system and correlation with prognosis. Growing evidence also suggests that CTC monitoring can provide an early indication of patient treatment response based on comparison of CTC levels before and after therapy. However, perhaps the greatest potential that CTCs hold for oncology lies at the level of molecular characterization. Clinical treatment decisions may be more effective if they are based on molecular characteristics of metastatic cells rather than on those of the primary tumor alone. Molecular characterization of CTCs (which can be repeatedly isolated in a minimally invasive fashion) provides the opportunity for a "real-time liquid biopsy" that allows assessment of genetic drift, investigation of molecular disease evolution, and identification of actionable genomic characteristics. This review focuses on recent advances in this area, including approaches involving immunophenotyping, fluorescence in situ hybridization (FISH), multiplex RT-PCR, microarray, and genomic sequencing.
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Affiliation(s)
- Lori E Lowes
- London Regional Cancer Program, London Health Sciences Centre, London, ON N6A 4L6, Canada.
| | - Alison L Allan
- London Regional Cancer Program, London Health Sciences Centre, London, ON N6A 4L6, Canada.
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25
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Affiliation(s)
- Angera H Kuo
- Stanford Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California, USA
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Jin C, McFaul SM, Duffy SP, Deng X, Tavassoli P, Black PC, Ma H. Technologies for label-free separation of circulating tumor cells: from historical foundations to recent developments. LAB ON A CHIP 2014; 14:32-44. [PMID: 23963515 DOI: 10.1039/c3lc50625h] [Citation(s) in RCA: 132] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Circulating tumor cells (CTCs) are malignant cells shed into the bloodstream from a tumor that have the potential to establish metastases in different anatomical sites. The separation and subsequent characterization of these cells is emerging as an important tool for both biomarker discovery and the elucidation of mechanisms of metastasis. Established methods for separating CTCs rely on biochemical markers of epithelial cells that are known to be unreliable because of epithelial-to-mesenchymal transition, which reduces expression for epithelial markers. Emerging label-free separation methods based on the biophysical and biomechanical properties of CTCs have the potential to address this key shortcoming and present greater flexibility in the subsequent characterization of these cells. In this review we first present what is known about the biophysical and biomechanical properties of CTCs from historical studies and recent research. We then review biophysical label-free technologies that have been developed for CTC separation, including techniques based on filtration, hydrodynamic chromatography, and dielectrophoresis. Finally, we evaluate these separation methods and discuss requirements for subsequent characterization of CTCs.
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Affiliation(s)
- Chao Jin
- Department of Mechanical Engineering, University of British Columbia, 2054-6250 Applied Science Lane, Vancouver, BC, Canada V6T 1Z4.
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27
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Castro CM, Ghazani AA, Chung J, Shao H, Issadore D, Yoon TJ, Weissleder R, Lee H. Miniaturized nuclear magnetic resonance platform for detection and profiling of circulating tumor cells. LAB ON A CHIP 2014; 14:14-23. [PMID: 23835814 PMCID: PMC3844052 DOI: 10.1039/c3lc50621e] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Accurate detection and profiling of circulating tumor cells (CTCs) is a highly sought after technology to improve cancer management. Such "liquid biopsies" could offer a non-invasive, repeatable window into each patient's tumor, facilitating early cancer diagnosis and treatment monitoring. The rarity of CTCs, approximated at 1 CTC for every billion peripheral blood cells, however, poses significant challenges to sensitive and reliable detection. We have recently developed a new micro-nuclear magnetic resonance (μNMR) platform for biosensing. Through the synergistic integration of microfabrication, nanosensors, and novel chemistries, the μNMR platform offers high detection sensitivity and point-of-care operation, overcoming technical barriers in CTC research. We herein review the μNMR technology with emphasis on its application to CTC detection. Recent advances in the sensing technology will be summarized, followed by the description of the dynamic interplay between our preclinical and clinical CTC studies.
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Affiliation(s)
- Cesar M. Castro
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114
- Massachusetts General Hospital Cancer Center, Boston, MA 02114
| | - Arezou A. Ghazani
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114
| | - Jaehoon Chung
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114
| | - Huilin Shao
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114
| | - David Issadore
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114
| | - Tae-Jong Yoon
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114
| | - Ralph Weissleder
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114
- Massachusetts General Hospital Cancer Center, Boston, MA 02114
- Department of Systems Biology, Harvard Medical School, Boston, MA 02114
| | - Hakho Lee
- Center for Systems Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114
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Esmaeilsabzali H, Beischlag TV, Cox ME, Parameswaran AM, Park EJ. Detection and isolation of circulating tumor cells: principles and methods. Biotechnol Adv 2013; 31:1063-84. [PMID: 23999357 DOI: 10.1016/j.biotechadv.2013.08.016] [Citation(s) in RCA: 129] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Revised: 07/24/2013] [Accepted: 08/19/2013] [Indexed: 12/17/2022]
Abstract
Efforts to improve the clinical management of several cancers include finding better methods for the quantitative and qualitative analysis of circulating tumor cells (CTCs). However, detection and isolation of CTCs from the blood circulation is not a trivial task given their scarcity and the lack of reliable markers to identify these cells. With a variety of emerging technologies, a thorough review of the exploited principles and techniques as well as the trends observed in the development of these technologies can assist researchers to recognize the potential improvements and alternative approaches. To help better understand the related biological concepts, a simplified framework explaining cancer formation and its spread to other organs as well as how CTCs contribute to this process has been presented first. Then, based on their basic working-principles, the existing methods for detection and isolation of CTCs have been classified and reviewed as nucleic acid-based, physical properties-based and antibody-based methods. The review of literature suggests that antibody-based methods, particularly in conjunction with a microfluidic lab-on-a-chip setting, offer the highest overall performance for detection and isolation of CTCs. Further biological and engineering-related research is required to improve the existing methods. These include finding more specific markers for CTCs as well as enhancing the throughput, sensitivity, and analytic functionality of current devices.
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Affiliation(s)
- Hadi Esmaeilsabzali
- School of Mechatronic Systems Engineering, Simon Fraser University, 250-13450 102nd Avenue, Surrey, V3T 0A3, BC, Canada; Faculty of Health Sciences, Simon Fraser University, 8888 University Drive, Burnaby, V5A 1S6, BC, Canada; School of Engineering Science, Simon Fraser University, 8888 University Drive, Burnaby, V5A 1S6, BC, Canada
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Tang L, Zhao S, Liu W, Parchim NF, Huang J, Tang Y, Gan P, Zhong M. Diagnostic accuracy of circulating tumor cells detection in gastric cancer: systematic review and meta-analysis. BMC Cancer 2013; 13:314. [PMID: 23806209 PMCID: PMC3699416 DOI: 10.1186/1471-2407-13-314] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2013] [Accepted: 06/20/2013] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND Circulating tumor cells (CTCs) detection has previously been used for diagnosing gastric cancer. However, the previous studies failed to make an agreement whether the detection of CTCs contributes to the diagnosis of gastric cancer. METHODS A systematic review and meta-analysis was performed to evaluate the overall accuracy of CTCs detection for diagnosing gastric cancer. PubMed, Embase and the Wanfang database were searched in all languages published up to Oct 2012. The pooled sensitivity (SEN), specificity (SPE), positive and negative likelihood ratios (PLR and NLR, respectively), diagnostic odds ratio (DOR) and summary receiver operating characteristic (sROC) curve were calculated to evaluate the overall test performance. RESULTS Twenty studies were included in this systematic review and meta-analysis. The diagnostic value of CTCs detection for the gastric cancer was calculated to evaluate the overall test performance. The summary estimates of The pooled sensitivity, specificity, positive and negative likelihood ratios, diagnostic odds ratio were 0.42 (95% confidence interval (CI), 0.21-0.67), 0.99 (95% CI, 0.96-1.00), 58.2 (95% CI, 9.8-345.9), 0.58 (95% CI, 0.38-0.89), and 100 (95% CI, 15-663), respectively. The summary receiver operating characteristic curve was 0.97 (95% CI, 0.95-0.98). Deek's funnel plot asymmetry test found no evidence of study publication bias in the current study (P = 0.49). CONCLUSION This systematic review suggests that CTCs detection alone cannot be recommended as a screening test for gastric cancer. However, it might be used as a noninvasive method for the confirmation of the gastric cancer diagnosis.
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Affiliation(s)
- Lanhua Tang
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, Hunan, China
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Arya SK, Lim B, Rahman ARA. Enrichment, detection and clinical significance of circulating tumor cells. LAB ON A CHIP 2013; 13:1995-2027. [PMID: 23625167 DOI: 10.1039/c3lc00009e] [Citation(s) in RCA: 92] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Circulating Tumor Cells (CTCs) are shed from primary or secondary tumors into blood circulation. Accessing and analyzing these cells provides a non-invasive alternative to tissue biopsy. CTCs are estimated to be as few as 1 cell among a few million WBCs and few billion RBCs in 1 ml of patient blood and are rarely found in healthy individuals. CTCs are FDA approved for prognosis of the major cancers, namely, Breast, Colon and Prostate. Currently, more than 400 clinical trials are ongoing to establish their clinical significance beyond prognosis, such as, therapy selection and companion diagnostics. Understanding the clinical relevance of CTCs typically involves isolation, detection and molecular characterization of cells, ideally at single cell level. The need for highly reliable, standardized and robust methodologies for isolating and analyzing CTCs has been widely expressed by clinical thought leaders. In the last decade, numerous academic and commercial technology platforms for isolation and analysis of CTCs have been reported. A recent market report highlighted the presence of more than 100 companies offering products and services related to CTCs. This review aims to capture the state of the art and examines the technical merits and limitations of contemporary technologies for clinical use.
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Affiliation(s)
- Sunil K Arya
- Bioelectronics Programme, Institute of Microelectronics, A*STAR (Agency for Science, Technology and Research), 11 Science Park Road, Singapore Science Park II, Singapore 117685.
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Choi H, Kim KB, Jeon CS, Hwang I, Lee S, Kim HK, Kim HC, Chung TD. A label-free DC impedance-based microcytometer for circulating rare cancer cell counting. LAB ON A CHIP 2013; 13:970-7. [PMID: 23340965 DOI: 10.1039/c2lc41376k] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Quantification of circulating tumor cells (CTCs) in blood samples is believed to provide valuable evidence of cancer progression, cancer activity status, response to therapy in patients with metastatic cancer, and possible cancer diagnosis. Recently, a number of researchers reported that CTCs tend to lose their epithelial cell adhesion molecule (EpCAM) by an epithelial-mesenchymal transition (EMT). As such, label-free CTC detection methods are attracting worldwide attention. Here, we describe a label-free DC impedance-based microcytometer for CTCs by exploiting the difference in size between CTCs and blood cells. This system detects changes in DC impedance between two polyelectrolytic gel electrodes (PGEs) under low DC voltages. Using spiked ovarian cancer cell lines (OVCAR-3) in blood as a model system, we were able to count the cells using a microcytometer with 88% efficiency with a flow rate of 13 μl min(-1) without a dilution process. Furthermore, we examined blood samples from breast cancer patients using the cytometer, and detected CTCs in 24 out of 24 patient samples. Thus, the proposed DC impedance-based microcytometer presents a facile and fast way of CTC evaluation regardless of their biomarkers.
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Affiliation(s)
- Hyoungseon Choi
- Interdisciplinary Program, Bioengineering Major, Seoul National University, 28 Yongon-dong, Chongno-gu, Seoul, Korea
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Barteneva NS, Ketman K, Fasler-Kan E, Potashnikova D, Vorobjev IA. Cell sorting in cancer research--diminishing degree of cell heterogeneity. Biochim Biophys Acta Rev Cancer 2013; 1836:105-22. [PMID: 23481260 DOI: 10.1016/j.bbcan.2013.02.004] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2013] [Revised: 02/06/2013] [Accepted: 02/08/2013] [Indexed: 12/18/2022]
Abstract
Increasing evidence of intratumor heterogeneity and its augmentation due to selective pressure of microenvironment and recent achievements in cancer therapeutics lead to the need to investigate and track the tumor subclonal structure. Cell sorting of heterogeneous subpopulations of tumor and tumor-associated cells has been a long established strategy in cancer research. Advancement in lasers, computer technology and optics has led to a new generation of flow cytometers and cell sorters capable of high-speed processing of single cell suspensions. Over the last several years cell sorting was used in combination with molecular biological methods, imaging and proteomics to characterize primary and metastatic cancer cell populations, minimal residual disease and single tumor cells. It was the principal method for identification and characterization of cancer stem cells. Analysis of single cancer cells may improve early detection of tumors, monitoring of circulating tumor cells, evaluation of intratumor heterogeneity and chemotherapeutic treatments. The aim of this review is to provide an overview of major cell sorting applications and approaches with new prospective developments such as microfluidics and microchip technologies.
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Affiliation(s)
- Natasha S Barteneva
- Program in Cellular and Molecular Medicine, Children's Hospital Boston, Harvard Medical School, Boston, MA, USA.
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Yokobori T, Iinuma H, Shimamura T, Imoto S, Sugimachi K, Ishii H, Iwatsuki M, Ota D, Ohkuma M, Iwaya T, Nishida N, Kogo R, Sudo T, Tanaka F, Shibata K, Toh H, Sato T, Barnard GF, Fukagawa T, Yamamoto S, Nakanishi H, Sasaki S, Miyano S, Watanabe T, Kuwano H, Mimori K, Pantel K, Mori M. Plastin3 is a novel marker for circulating tumor cells undergoing the epithelial-mesenchymal transition and is associated with colorectal cancer prognosis. Cancer Res 2013; 73:2059-69. [PMID: 23378342 DOI: 10.1158/0008-5472.can-12-0326] [Citation(s) in RCA: 182] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Circulating tumor cells (CTC) in blood have attracted attention both as potential seeds for metastasis and as biomarkers. However, most CTC detection systems might miss epithelial-mesenchymal transition (EMT)-induced metastatic cells because detection is based on epithelial markers. First, to discover novel markers capable of detecting CTCs in which EMT has not been repressed, microarray analysis of 132 colorectal cancers (CRC) from Japanese patients was conducted, and 2,969 genes were detected that were overexpressed relative to normal colon mucosa. From the detected genes, we selected those that were overexpressed CRC with distant metastasis. Then, we analyzed the CRC metastasis-specific genes (n = 22) to determine whether they were expressed in normal circulation. As a result, PLS3 was discovered as a CTC marker that was expressed in metastatic CRC cells but not in normal circulation. Using fluorescent immunocytochemistry, we validated that PLS3 was expressed in EMT-induced CTC in peripheral blood from patients with CRC with distant metastasis. PLS3-expressing cells were detected in the peripheral blood of approximately one-third of an independent set of 711 Japanese patients with CRC. Multivariate analysis showed that PLS3-positive CTC was independently associated with prognosis in the training set (n = 381) and the validation set [n = 330; HR = 2.17; 95% confidence interval (CI) = 1.38-3.40 and HR = 3.92; 95% CI = 2.27-6.85]. The association between PLS3-positive CTC and prognosis was particularly strong in patients with Dukes B (HR = 4.07; 95% CI = 1.50-11.57) and Dukes C (HR = 2.57; 95% CI = 1.42-4.63). PLS3 is a novel marker for metastatic CRC cells, and it possesses significant prognostic value.
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Affiliation(s)
- Takehiko Yokobori
- Department of Surgery, Kyushu University Beppu Hospital, Beppu, Japan
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Bustin SA, Murphy J. RNA biomarkers in colorectal cancer. Methods 2013; 59:116-25. [DOI: 10.1016/j.ymeth.2012.10.003] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2012] [Revised: 09/28/2012] [Accepted: 10/04/2012] [Indexed: 02/08/2023] Open
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Abstract
The detection of circulating tumor cells (CTC) aids in diagnosis of disease, prognosis, disease recurrence, and therapeutic response. The molecular aspects of metastasis are reviewed including its relevance in the identification and characterization of putative markers that may be useful in the detection thereof. Also discussed are methods for CTC enrichment using molecular strategies. The clinical application of CTC in the metastatic disease process is also summarized.
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Song Y, Wang Z, Yang L. [Advances in research on circulating tumor cells in lung cancer]. ZHONGGUO FEI AI ZA ZHI = CHINESE JOURNAL OF LUNG CANCER 2012; 15:612-8. [PMID: 23075687 PMCID: PMC5999834 DOI: 10.3779/j.issn.1009-3419.2012.10.09] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
转移和复发是肺癌患者死亡的主要原因。研究发现循环肿瘤细胞(circulating tumor cells, CTCs)在肺癌转移和复发中起着重要作用。而且随着靶向治疗的不断进步,对于晚期无法取得肺癌实体组织的患者,CTCs作为一种肺癌组织替代物可以决定治疗方案。所以CTCs在早期发现肺癌患者的微转移、检测肿瘤复发、评估预后和选择个体化治疗方案方面有着重要作用。本文针对CTCs的研究进展及肺癌领域的应用进行综述。
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Affiliation(s)
- Yingjian Song
- Department of Thoracic Surgery, Shenzhen People's Hospital, the Second Clinical Medicine College of Jinan University,
Shenzhen 518020, China
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Buskens CJ, Groot Koerkamp B, Bemelman WA, Punt CJA. Role of Circulating Tumor Cells in Metastatic Colorectal Cancer: Clinical Challenges and Opportunities. CURRENT COLORECTAL CANCER REPORTS 2012. [DOI: 10.1007/s11888-012-0129-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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Saucedo-Zeni N, Mewes S, Niestroj R, Gasiorowski L, Murawa D, Nowaczyk P, Tomasi T, Weber E, Dworacki G, Morgenthaler NG, Jansen H, Propping C, Sterzynska K, Dyszkiewicz W, Zabel M, Kiechle M, Reuning U, Schmitt M, Lücke K. A novel method for the in vivo isolation of circulating tumor cells from peripheral blood of cancer patients using a functionalized and structured medical wire. Int J Oncol 2012; 41:1241-50. [PMID: 22825490 PMCID: PMC3583719 DOI: 10.3892/ijo.2012.1557] [Citation(s) in RCA: 141] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2012] [Accepted: 04/03/2012] [Indexed: 12/25/2022] Open
Abstract
The isolation of circulating tumor cells (CTCs) from the blood of patients afflicted with solid malignant tumors becomes increasingly important as it may serve as a 'liquid biopsy' with the potential of monitoring the course of the cancer disease and its response to cancer therapy, with subsequent molecular characterization. For this purpose, we functionalized a structured medical Seldinger guidewire (FSMW), normally used to obtain safe access to blood vessels and other organ cavities, with a chimeric monoclonal antibody directed to the cell surface expressed epithelial cell surface adhesion molecule (EpCAM). This medical device was optimized in vitro and its biocompatibility was tested according to the regulations for medical devices and found to be safe with no noteworthy side effects. Suitability, specificity and sensitivity of the FSMW to catch and enrich CTCs in vivo from circulating peripheral blood were tested in 24 breast cancer or non-small cell lung cancer (NSCLC) patients and in 29 healthy volunteers. For this, the FSMW was inserted through a standard venous cannula into the cubital veins of healthy volunteers or cancer patients for the duration of 30 min. After removal, CTCs were identified by immuno-cytochemical staining of EpCAM and/or cytokeratins and staining of their nuclei and counted. The FSMW successfully enriched EpCAM-positive CTCs from 22 of the 24 patients, with a median of 5.5 (0-50) CTCs in breast cancer (n=12) and 16 (2-515) CTCs in NSCLC (n=12). CTCs could be isolated across all tumor stages, including early stage cancer, in which distant metastases were not yet diagnosed, while no CTCs could be detected in healthy volunteers. In this observatory study, no adverse effects were noted. Evidently, the FSMW has the potential to become an important device to enrich CTCs in vivo for monitoring the course of the cancer disease and the efficacy of anticancer treatment.
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Rodrıguez-Gonzalez FG, Mustafa DAM, Mostert B, Sieuwerts AM. The challenge of gene expression profiling in heterogeneous clinical samples. Methods 2012; 59:47-58. [PMID: 22652627 DOI: 10.1016/j.ymeth.2012.05.005] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2011] [Revised: 05/01/2012] [Accepted: 05/18/2012] [Indexed: 12/15/2022] Open
Abstract
Almost all samples used in tumor biology, such as tissues and bodily fluids, are heterogeneous, i.e., consist of different cell types. Evaluating the degree of heterogeneity in samples can increase our knowledge on processes such as clonal selection and metastasis. In addition, generating expression profiles from specific sub populations of cells can reveal their distinct functions. Tissue heterogeneity also poses a challenge, as it can confound the interpretation of gene expression data. This chapter will (1) give a brief overview on how heterogeneity may influence gene expression profiling data and (2) describe the methods that are currently available to assess transcriptional biomarkers in a heterogeneous cell population.
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Affiliation(s)
- F German Rodrıguez-Gonzalez
- Department of Medical Oncology, Josephine Nefkens Institute and Cancer Genomics Centre, Erasmus Medical Center, Rotterdam, The Netherlands
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Verweij J, de Jonge M, Eskens F, Sleijfer S. Moving molecular targeted drug therapy towards personalized medicine: issues related to clinical trial design. Mol Oncol 2012; 6:196-203. [PMID: 22386481 PMCID: PMC5528372 DOI: 10.1016/j.molonc.2012.01.009] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2011] [Revised: 01/18/2012] [Accepted: 01/25/2012] [Indexed: 01/01/2023] Open
Abstract
With the event of new Molecular targets, clinical trial design requirements to perform these trials are changing. This paper discusses some of the considerations that need to be taken into account when designing a trial, including those trials that assess combinations of targets.
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Affiliation(s)
- Jaap Verweij
- Erasmus University Medical Center, Daniel den Hoed Cancer Center, s' Gravendijkwal 230, 3015 CE Rotterdam, The Netherlands.
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Abstract
Technological advances in flow cytometry include increasingly sophisticated instruments and an expanding range of fluorochromes. These advances are making it possible to detect an increasing number of markers on a single cell. The term polychromatic flow cytometry applies to such systems that detect five or more markers simultaneously. This review provides an overview of the current and future impact of polychromatic flow cytometry in the clinical laboratory. The use of multiple markers has several advantages in the diagnosis and monitoring of haematological malignancies. Cell populations can be analysed more comprehensively and efficiently, and abnormal populations can be distinguished more readily when normal counterparts are present. Polychromatic flow cytometry is particularly useful in the evaluation of plasma cells, and the role of flow cytometry in the assessment of plasma cell disorders is reviewed in depth. There is improved sensitivity in the assessment of small populations, which is critical in the evaluation of minimal residual disease. Flow cytometry can also play a role in assessment of circulating tumour cells in carcinoma. Introduction of polychromatic flow cytometry is a complex process with many challenges including design of antibody panels and instrument compensation. Developments in data analysis are required to realise the full benefits of the other technical advances. Standardisation of protocols may reduce inter-laboratory variation. While the complexity of polychromatic flow cytometry creates challenges, it has substantial potential to improve clinical analysis.
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Circulating tumor cells measurements in hepatocellular carcinoma. Int J Hepatol 2012; 2012:684802. [PMID: 22690340 PMCID: PMC3368319 DOI: 10.1155/2012/684802] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2012] [Accepted: 03/24/2012] [Indexed: 02/06/2023] Open
Abstract
Liver cancer is the fifth most common cancer in men and the seventh in women. During the past 20 years, the incidence of HCC has tripled while the 5-year survival rate has remained below 12%. The presence of circulating tumor cells (CTC) reflects the aggressiveness nature of a tumor. Many attempts have been made to develop assays that reliably detect and enumerate the CTC during the development of the HCC. In this case, the challenges are (1) there are few markers specific to the HCC (tumor cells versus nontumor cells) and (2) they can be used to quantify the number of CTC in the bloodstream. Another technical challenge consists of finding few CTC mixed with million leukocytes and billion erythrocytes. CTC detection and identification can be used to estimate prognosis and may serve as an early marker to assess antitumor activity of treatment. CTC can also be used to predict progression-free survival and overall survival. CTC are an interesting source of biological information in order to understand dissemination, drug resistance, and treatment-induced cell death. Our aim is to review and analyze the different new methods existing to detect, enumerate, and characterize the CTC in the peripheral circulation of patients with HCC.
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Circulating tumour cells, their role in metastasis and their clinical utility in lung cancer. Lung Cancer 2011; 76:19-25. [PMID: 22209049 DOI: 10.1016/j.lungcan.2011.10.018] [Citation(s) in RCA: 121] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2011] [Revised: 10/12/2011] [Accepted: 10/22/2011] [Indexed: 02/06/2023]
Abstract
Circulating tumour cells (CTCs) have attracted much recent interest in cancer research as a potential biomarker and as a means of studying the process of metastasis. It has long been understood that metastasis is a hallmark of malignancy, and conceptual theories on the basis of metastasis from the nineteenth century foretold the existence of a tumour "seed" which is capable of establishing discrete tumours in the "soil" of distant organs. This prescient "seed and soil" hypothesis accurately predicted the existence of CTCs; microscopic tumour fragments in the blood, at least some of which are capable of forming metastases. However, it is only in recent years that reliable, reproducible methods of CTC detection and analysis have been developed. To date, the majority of studies have employed the CellSearch™ system (Veridex LLC), which is an immunomagnetic purification method. Other promising techniques include microfluidic filters, isolation of tumour cells by size using microporous polycarbonate filters and flow cytometry-based approaches. While many challenges still exist, the detection of CTCs in blood is becoming increasingly feasible, giving rise to some tantalizing questions about the use of CTCs as a potential biomarker. CTC enumeration has been used to guide prognosis in patients with metastatic disease, and to act as a surrogate marker for disease response during therapy. Other possible uses for CTC detection include prognostication in early stage patients, identifying patients requiring adjuvant therapy, or in surveillance, for the detection of relapsing disease. Another exciting possible use for CTC detection assays is the molecular and genetic characterization of CTCs to act as a "liquid biopsy" representative of the primary tumour. Indeed it has already been demonstrated that it is possible to detect HER2, KRAS and EGFR mutation status in breast, colon and lung cancer CTCs respectively. In the course of this review, we shall discuss the biology of CTCs and their role in metastagenesis, the most commonly used techniques for their detection and the evidence to date of their clinical utility, with particular reference to lung cancer.
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Mehta S, Shelling A, Muthukaruppan A, Lasham A, Blenkiron C, Laking G, Print C. Predictive and prognostic molecular markers for cancer medicine. Ther Adv Med Oncol 2011; 2:125-48. [PMID: 21789130 DOI: 10.1177/1758834009360519] [Citation(s) in RCA: 139] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Over the last 10 years there has been an explosion of information about the molecular biology of cancer. A challenge in oncology is to translate this information into advances in patient care. While there are well-formed routes for translating new molecular information into drug therapy, the routes for translating new information into sensitive and specific diagnostic, prognostic and predictive tests are still being developed. Similarly, the science of using tumor molecular profiles to select clinical trial participants or to optimize therapy for individual patients is still in its infancy. This review will summarize the current technologies for predicting treatment response and prognosis in cancer medicine, and outline what the future may hold. It will also highlight the potential importance of methods that can integrate molecular, histopathological and clinical information into a synergistic understanding of tumor progression. While these possibilities are without doubt exciting, significant challenges remain if we are to implement them with a strong evidence base in a widely available and cost-effective manner.
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Affiliation(s)
- Sunali Mehta
- School of Medical Sciences, University of Auckland, Auckland, New Zealand
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Pawa N, Arulampalam T, Norton JD. Screening for colorectal cancer: established and emerging modalities. Nat Rev Gastroenterol Hepatol 2011; 8:711-22. [PMID: 22045159 DOI: 10.1038/nrgastro.2011.205] [Citation(s) in RCA: 59] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
It has been estimated that >95% of cases of colorectal cancer (CRC) would benefit from curative surgery if diagnosis was made at an early or premalignant polyp stage of disease. Over the past 10 years, most developed nation states have implemented mass population screening programs, which are typically targeted at the older (at-risk) age group (>50-60 years old). Conventional screening largely relies on periodic patient-centric investigation, particularly involving colonoscopy and flexible sigmoidoscopy, or else on the fecal occult blood test. These methods are compromised by either low cost-effectiveness or limited diagnostic accuracy. Advances in the development of diagnostic molecular markers for CRC have yielded an expanding list of potential new screening modalities based on investigations of patient stool (for colonocyte DNA mutations, epigenetic changes or microRNA expression) or blood specimens (for plasma DNA mutations, epigenetic changes, heteroplasmic mitochondrial DNA mutations, leukocyte transcriptome profile, plasma microRNA expression or protein and autoantibody expression). In this Review, we present a critical evaluation of the performance data and relative merits of these various new potential methods. None of these molecular diagnostic methods have yet been evaluated beyond the proof-of-principle and pilot-scale study stage and it could be some years before they replace existing methods for population screening in CRC.
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Affiliation(s)
- Nikhil Pawa
- Department of Biological Sciences, University of Essex, Wivenhoe Park, Colchester CO4 3SQ, UK
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Hirani R, Connolly AR, Putral L, Dobrovic A, Trau M. Sensitive quantification of somatic mutations using molecular inversion probes. Anal Chem 2011; 83:8215-21. [PMID: 21942816 DOI: 10.1021/ac2019409] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Somatic mutations in DNA can serve as cancer specific biomarkers and are increasingly being used to direct treatment. However, they can be difficult to detect in tissue biopsies because there is often only a minimal amount of sample and the mutations are often masked by the presence of wild type alleles from nontumor material in the sample. To facilitate the sensitive and specific analysis of DNA mutations in tissues, a multiplex assay capable of detecting nucleotide changes in less than 150 cells was developed. The assay extends the application of molecular inversion probes to enable sensitive discrimination and quantification of nucleotide mutations that are present in less than 0.1% of a cell population. The assay was characterized by detecting selected mutations in the KRAS gene, which has been implicated in up to 25% of all cancers. These mutations were detected in a single multiplex assay by incorporating the rapid flow cytometric readout of multiplexable DNA biosensors.
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Affiliation(s)
- Rena Hirani
- Centre for Biomarker Research and Development, Australian Institute for Bioengineering and Nanotechnology (AIBN), The University of Queensland, Brisbane, QLD, Australia
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van de Stolpe A, Pantel K, Sleijfer S, Terstappen LW, den Toonder JMJ. Circulating tumor cell isolation and diagnostics: toward routine clinical use. Cancer Res 2011; 71:5955-60. [PMID: 21896640 DOI: 10.1158/0008-5472.can-11-1254] [Citation(s) in RCA: 159] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
From February 7-11, 2011, the multidisciplinary Lorentz Workshop Circulating Tumor Cell (CTC) Isolation and Diagnostics: Toward Routine Clinical Use was held in Leiden (The Netherlands) to discuss progress and define challenges and potential solutions for development of clinically useful circulating tumor cell (CTC) diagnostics. CTCs, captured as "liquid biopsy" from blood, for counting and characterization using pathology and molecular assays, are expected to replace metastatic tissue biopsies to be used to predict drug response and resistance and to monitor therapy response and cancer recurrence. CTCs are highly heterogeneous; therefore, cancer type-specific isolation technologies, as well as complex clinical interpretation software, are required.
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Discovery of novel anticancer therapeutics targeting the PI3K/Akt/mTOR pathway. Future Med Chem 2011; 1:137-55. [PMID: 21426073 DOI: 10.4155/fmc.09.5] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Among promising targeted therapies for cancer treatment, phosphatidylinositol 3-kinase pathway inhibitors have in the last 3 years continued to retain the attention of both academic institutions and pharmaceutical companies. The large amount of published clinical and preclinical data has indeed confirmed the preponderant role of this so-called survival pathway for tumor maintenance. DISCUSSION Global efforts have, therefore, been deployed that have led to the genesis of a panoply of small molecule inhibitors. This review will focus on updating the reader on the current medicinal chemistry efforts targeting this pathway. CONCLUSIONS Recent discoveries important for patient stratification, quantification of target modulation in humans and combination therapies will be presented and discussed.
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Sun YF, Yang XR, Zhou J, Qiu SJ, Fan J, Xu Y. Circulating tumor cells: advances in detection methods, biological issues, and clinical relevance. J Cancer Res Clin Oncol 2011; 137:1151-73. [PMID: 21681690 DOI: 10.1007/s00432-011-0988-y] [Citation(s) in RCA: 114] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2011] [Accepted: 05/26/2011] [Indexed: 12/15/2022]
Abstract
BACKGROUND Circulating tumor cells (CTCs) have long been considered a reflection of tumor aggressiveness. Hematogenous spreading of CTCs from a primary tumor is a crucial step in the metastasis cascade, which leads ultimately to the formation of overt metastases. However, owing to the rarity of CTCs in peripheral blood, detecting these cells requires methods combined with high sensitivity and specificity, which sets tremendous challenges for the implementation of these assays into clinical routine. METHODS Generally, CTCs detection methods are composed of the following two steps: enrichment (isolation) process (morphological and immunological techniques) and detection (identification) process (cytometric and nucleic acid techniques), which may or may not be separate from enrichment. Genetic and molecular characterization of CTCs carried out by fluorescent in situ hybridization (FISH), comparative genomic hybridization (CGH), PCR-based techniques, and biomarker immunofluorescent staining extract more information about malignant profile, metastatic potential of CTCs, and the extent to which CTCs are genetically identical to the primary tumor. RESULTS Recent technical advances made it possible to detect CTCs. The efficacy of circulating tumor cell (CTC) detection among patients with solid malignancy has been investigated, which shows great potential to become a tool for real-time parameter of prognosis and serve as an early marker to assess the therapeutic response in overt cancers. Improvements in detection and characterization of CTCs will hopefully lead to refinement of clinical management of cancer patients. CONCLUSION This review addresses the majority of assays that have been published thus far, including the enrichment and detection steps and the markers used in these assays, accompanied by some biological issues of CTC and the results of clinical application harvested.
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Affiliation(s)
- Yun-Fan Sun
- Key Laboratory of Carcinogenesis and Cancer Invasion (Ministry of Education), Liver Cancer Institute, Zhong Shan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai 200032, People's Republic of China
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