51
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Edd JF, Mishra A, Dubash TD, Herrera S, Mohammad R, Williams EK, Hong X, Mutlu BR, Walsh JR, Machado de Carvalho F, Aldikacti B, Nieman LT, Stott SL, Kapur R, Maheswaran S, Haber DA, Toner M. Microfluidic concentration and separation of circulating tumor cell clusters from large blood volumes. LAB ON A CHIP 2020; 20:558-567. [PMID: 31934715 PMCID: PMC7469923 DOI: 10.1039/c9lc01122f] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
Circulating tumor cells (CTCs) are extremely rare in the blood, yet they account for metastasis. Notably, it was reported that CTC clusters (CTCCs) can be 50-100 times more metastatic than single CTCs, making them particularly salient as a liquid biopsy target. Yet they can split apart and are even rarer, complicating their recovery. Isolation by filtration risks loss when clusters squeeze through filter pores over time, and release of captured clusters can be difficult. Deterministic lateral displacement is continuous but requires channels not much larger than clusters, leading to clogging. Spiral inertial focusing requires large blood dilution factors (or lysis). Here, we report a microfluidic chip that continuously isolates untouched CTC clusters from large volumes of minimally (or undiluted) whole blood. An array of 100 μm-wide channels first concentrates clusters in the blood, and then a similar array transfers them into a small volume of buffer. The microscope-slide-sized PDMS device isolates individually-spiked CTC clusters from >30 mL per hour of whole blood with 80% efficiency into enumeration (fluorescence imaging), and on-chip yield approaches 100% (high speed video). Median blood cell removal (in base-10 logs) is 4.2 for leukocytes, 5.5 for red blood cells, and 4.9 for platelets, leaving less than 0.01% of leukocytes alongside CTC clusters in the product. We also demonstrate that cluster configurations are preserved. Gentle, high throughput concentration and separation of circulating tumor cell clusters from large blood volumes will enable cluster-specific diagnostics and speed the generation of patient-specific CTC cluster lines.
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Affiliation(s)
- Jon F Edd
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA. and Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Avanish Mishra
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA.
| | - Taronish D Dubash
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA and Harvard Medical School, Boston, MA 02115, USA
| | - Stefan Herrera
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA.
| | - Ridhwan Mohammad
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA.
| | - E Kendall Williams
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA.
| | - Xin Hong
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Baris R Mutlu
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA.
| | - John R Walsh
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA. and Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | | | - Berent Aldikacti
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA. and Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Linda T Nieman
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Shannon L Stott
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA. and Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA and Harvard Medical School, Boston, MA 02115, USA
| | - Ravi Kapur
- MicroMedicine, Inc., Waltham, MA 02451, USA
| | - Shyamala Maheswaran
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA and Harvard Medical School, Boston, MA 02115, USA
| | - Daniel A Haber
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA and Harvard Medical School, Boston, MA 02115, USA and Howard Hughes Medical Institute, Bethesda, MD 20815, USA
| | - Mehmet Toner
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA. and Shriners Hospitals for Children, Boston, Massachusetts 02114, USA
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52
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Connolly S, McGourty K, Newport D. The in vitro inertial positions and viability of cells in suspension under different in vivo flow conditions. Sci Rep 2020; 10:1711. [PMID: 32015362 PMCID: PMC6997401 DOI: 10.1038/s41598-020-58161-w] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2019] [Accepted: 12/31/2019] [Indexed: 12/21/2022] Open
Abstract
The influence of Poiseuille flow on cell viability has applications in the areas of cancer metastasis, lab-on-a-chip devices and flow cytometry. Indeed, retaining cell viability is important in the emerging field of cell therapy as cells need to be returned to patients’ bodies. Despite this, it is unclear how this fundamental fluid regime affects cell viability. This study investigated the influence that varying flow rate, and the corresponding wall shear stress (τw) has on the viability and inertial positions of circulating cells in laminar pipe flow. The viability of two representative cell lines under different shear stresses in two different systems were investigated while particle streak imaging was used to determine their inertial positions. It was found that peristaltic pumps have a negative effect on cell viability in comparison to syringe pumps. Increasing shear stress in a cone and plate above 3 Pa caused an increase in cell death, however, τw as high as 10 Pa in circulation has little to no effect on cell viability. Inertial lift forces that move cells towards the centre of the channel protect them from experiencing detrimental levels of τw, indicating that τw in Poiseuille flow is not a good predictor of cell viability during advection.
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Affiliation(s)
- Sinead Connolly
- School of Engineering, Bernal Institute, University of Limerick, Limerick, Ireland
| | - Kieran McGourty
- School of Natural Sciences, Bernal Institute, Health Research Institute, University of Limerick, Limerick, Ireland.
| | - David Newport
- School of Engineering, Bernal Institute, University of Limerick, Limerick, Ireland.
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53
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Zhou J, Peng Z, Papautsky I. Mapping inertial migration in the cross section of a microfluidic channel with high-speed imaging. MICROSYSTEMS & NANOENGINEERING 2020; 6:105. [PMID: 34567714 PMCID: PMC8433405 DOI: 10.1038/s41378-020-00217-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 09/03/2020] [Accepted: 09/04/2020] [Indexed: 05/11/2023]
Abstract
The wide adoption of inertial microfluidics in biomedical research and clinical settings, such as rare cell isolation, has prompted the inquiry of its underlying mechanism. Although tremendous improvement has been made, the mechanism of inertial migration remains to be further elucidated. Contradicting observations are not fully reconciled by the existing theory, and details of the inertial migration within channel cross sections are missing in the literature. In this work, for the first time, we mapped the inertial migration pathways within channel cross section using high-speed imaging at the single-particle level. This is in contrast to the conventional method of particle streak velocimetry (PSV), which provides collective information. We also applied smoothed particle hydrodynamics (SPH) to simulate the transient motion of particles in 3D and obtained cross-sectional migration trajectories that are in agreement with the high-speed imaging results. We found two opposing pathways that explain the contradicting observations in rectangular microchannels, and the force analysis of these pathways revealed two metastable positions near the short walls that can transition into stable positions depending on the flow condition and particle size. These new findings significantly improve our understanding of the inertial migration physics, and enhance our ability to precisely control particle and cell behaviors within microchannels for a broad range of applications.
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Affiliation(s)
- Jian Zhou
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL USA
| | - Zhangli Peng
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL USA
| | - Ian Papautsky
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL USA
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54
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Zhu S, Jiang F, Han Y, Xiang N, Ni Z. Microfluidics for label-free sorting of rare circulating tumor cells. Analyst 2020; 145:7103-7124. [DOI: 10.1039/d0an01148g] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
A review discussing the working principles and performances of label-free CTC sorting methods.
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Affiliation(s)
- Shu Zhu
- School of Mechanical Engineering
- and Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments
- Southeast University
- Nanjing
- China
| | - Fengtao Jiang
- School of Mechanical Engineering
- and Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments
- Southeast University
- Nanjing
- China
| | - Yu Han
- School of Mechanical Engineering
- and Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments
- Southeast University
- Nanjing
- China
| | - Nan Xiang
- School of Mechanical Engineering
- and Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments
- Southeast University
- Nanjing
- China
| | - Zhonghua Ni
- School of Mechanical Engineering
- and Jiangsu Key Laboratory for Design and Manufacture of Micro-Nano Biomedical Instruments
- Southeast University
- Nanjing
- China
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55
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Zhou J, Papautsky I. Viscoelastic microfluidics: progress and challenges. MICROSYSTEMS & NANOENGINEERING 2020; 6:113. [PMID: 34567720 PMCID: PMC8433399 DOI: 10.1038/s41378-020-00218-x] [Citation(s) in RCA: 86] [Impact Index Per Article: 17.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2019] [Revised: 09/23/2020] [Accepted: 09/24/2020] [Indexed: 05/12/2023]
Abstract
The manipulation of cells and particles suspended in viscoelastic fluids in microchannels has drawn increasing attention, in part due to the ability for single-stream three-dimensional focusing in simple channel geometries. Improvement in the understanding of non-Newtonian effects on particle dynamics has led to expanding exploration of focusing and sorting particles and cells using viscoelastic microfluidics. Multiple factors, such as the driving forces arising from fluid elasticity and inertia, the effect of fluid rheology, the physical properties of particles and cells, and channel geometry, actively interact and compete together to govern the intricate migration behavior of particles and cells in microchannels. Here, we review the viscoelastic fluid physics and the hydrodynamic forces in such flows and identify three pairs of competing forces/effects that collectively govern viscoelastic migration. We discuss migration dynamics, focusing positions, numerical simulations, and recent progress in viscoelastic microfluidic applications as well as the remaining challenges. Finally, we hope that an improved understanding of viscoelastic flows in microfluidics can lead to increased sophistication of microfluidic platforms in clinical diagnostics and biomedical research.
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Affiliation(s)
- Jian Zhou
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607 USA
| | - Ian Papautsky
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607 USA
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56
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Yousefi M, Ghaffari P, Nosrati R, Dehghani S, Salmaninejad A, Abarghan YJ, Ghaffari SH. Prognostic and therapeutic significance of circulating tumor cells in patients with lung cancer. Cell Oncol (Dordr) 2019; 43:31-49. [PMID: 31828552 DOI: 10.1007/s13402-019-00470-y] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/06/2019] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Lung cancer is the second most common cancer and the main cause of cancer-related mortality worldwide. In spite of various efforts that have been made to facilitate the early diagnosis of lung cancer, most patients are diagnosed when the disease is already in stage IV, which is generally associated with the occurrence of distant metastases and a poor survival. Moreover, a large proportion of these patients will relapse after treatment, heralding the need for the stratification of lung cancer patients in addition to identifying those who are at a higher risk of relapse and, thus, require alternative and/or additional therapies. Recently, circulating tumor cells (CTCs) have been considered as valuable markers for the early diagnosis, prognosis and risk stratification of cancer patients, and they have been found to be able to predict the survival of patients with various types of cancer, including lung cancer. Additionally, the characterization of CTCs has recently provided fascinating insights into the heterogeneity of tumors, which may be instrumental for the development of novel targeted therapies. CONCLUSIONS Here we review our current understanding of the significance of CTCs in lung cancer metastasis. We also discuss prominent studies reporting the utility of enumeration and characterization of CTCs in lung cancer patients as prognostic and pharmacodynamic biomarkers for those who are at a higher risk of metastasis and drug resistance.
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Affiliation(s)
- Meysam Yousefi
- Department of Medical Genetics, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran.,Department of Medical Genetics, Faculty of Medicine, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Parisa Ghaffari
- Hematology, Oncology and Stem Cell Transplantation Research Center, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Rahim Nosrati
- Cellular and Molecular Research Center, School of Medicine, Guilan University of Medical Sciences, Rasht, Iran.,Department of Pharmaceutical Biotechnology, School of Pharmacy, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Sadegh Dehghani
- Department of Medical Biotechnology, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Arash Salmaninejad
- Department of Medical Genetics, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran.,Drug Applied Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Yousef Jafari Abarghan
- Department of Medical Genetics, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Seyed H Ghaffari
- Hematology, Oncology and Stem Cell Transplantation Research Center, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran.
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57
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Zhou J, Mukherjee P, Gao H, Luan Q, Papautsky I. Label-free microfluidic sorting of microparticles. APL Bioeng 2019; 3:041504. [PMID: 31832577 PMCID: PMC6906121 DOI: 10.1063/1.5120501] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Accepted: 11/21/2019] [Indexed: 12/11/2022] Open
Abstract
Massive growth of the microfluidics field has triggered numerous advances in focusing, separating, ordering, concentrating, and mixing of microparticles. Microfluidic systems capable of performing these functions are rapidly finding applications in industrial, environmental, and biomedical fields. Passive and label-free methods are one of the major categories of such systems that have received enormous attention owing to device operational simplicity and low costs. With new platforms continuously being proposed, our aim here is to provide an updated overview of the state of the art for passive label-free microparticle separation, with emphasis on performance and operational conditions. In addition to the now common separation approaches using Newtonian flows, such as deterministic lateral displacement, pinched flow fractionation, cross-flow filtration, hydrodynamic filtration, and inertial microfluidics, we also discuss separation approaches using non-Newtonian, viscoelastic flow. We then highlight the newly emerging approach based on shear-induced diffusion, which enables direct processing of complex samples such as untreated whole blood. Finally, we hope that an improved understanding of label-free passive sorting approaches can lead to sophisticated and useful platforms toward automation in industrial, environmental, and biomedical fields.
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Affiliation(s)
- Jian Zhou
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois 60607, USA
| | - Prithviraj Mukherjee
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois 60607, USA
| | - Hua Gao
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois 60607, USA
| | - Qiyue Luan
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois 60607, USA
| | - Ian Papautsky
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois 60607, USA
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58
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Kulasinghe A, Hughes BGM, Kenny L, Punyadeera C. An update: circulating tumor cells in head and neck cancer. Expert Rev Mol Diagn 2019; 19:1109-1115. [PMID: 31680565 DOI: 10.1080/14737159.2020.1688145] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Introduction: Local and distant metastatic disease occurs in approximately half of head and neck squamous cell carcinoma (HNSCC) patients, representing an ongoing cause for treatment failure. Circulating tumor cells (CTCs) are transient cancer cells which have the capacity to metastasize to distant sites such as the lungs and liver in HNSCC. When metastatic disease is radiographically evident, the patient prognosis is often poor. Therefore, methodologies to assess micrometastatic disease are needed to (1) identify patients likely to develop metastatic disease and (2) treat and monitor these patients more aggressively. Whilst CTCs are well documented in other tumor streams such as breast, colorectal cancer and prostate cancers, the data and clinical utility in HNSCC remains limited.Areas covered: Here we summarize the recent advances of CTCs and applications in HNSCC.Expert opinion: CTC enumeration can be prognostic in HNSCC; further studies are warranted to investigate the role of CTC clusters in HNSCC; CTC culture (in vivo/ex vivo) may present a possibility to expand these rare cells to a critical mass for functional testing; PD-L1 expression of HNSCC CTCs may present a means by which to determine patients likely to respond to therapy; a HNSCC CTC-specific marker is warranted.
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Affiliation(s)
- Arutha Kulasinghe
- Saliva and Liquid Biopsy Translational Research Team, The School of Biomedical, Sciences, Institute of Health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, Queensland, Australia.,Translational Research Institute, Brisbane, Australia
| | - Brett G M Hughes
- Cancer Care Services, Royal Brisbane and Women's Hospital, Herston, Queensland, Australia.,University of Queensland, Australia
| | - Liz Kenny
- Cancer Care Services, Royal Brisbane and Women's Hospital, Herston, Queensland, Australia.,University of Queensland, Australia.,Queensland Health, Central Integrated Regional Cancer Services
| | - Chamindie Punyadeera
- Saliva and Liquid Biopsy Translational Research Team, The School of Biomedical, Sciences, Institute of Health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, Queensland, Australia.,Translational Research Institute, Brisbane, Australia
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59
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Herrmann N, Neubauer P, Birkholz M. Spiral microfluidic devices for cell separation and sorting in bioprocesses. BIOMICROFLUIDICS 2019; 13:061501. [PMID: 31700559 PMCID: PMC6831504 DOI: 10.1063/1.5125264] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Accepted: 10/14/2019] [Indexed: 05/04/2023]
Abstract
Inertial microfluidic systems have been arousing interest in medical applications due to their simple and cost-efficient use. However, comparably small sample volumes in the microliter and milliliter ranges have so far prevented efficient applications in continuous bioprocesses. Nevertheless, recent studies suggest that these systems are well suited for cell separation in bioprocesses because of their facile adaptability to various reactor sizes and cell types. This review will discuss potential applications of inertial microfluidic cell separation systems in downstream bioprocesses and depict recent advances in inertial microfluidics for bioprocess intensification. This review thereby focusses on spiral microchannels that separate particles at a moderate Reynolds number in a laminar flow (Re < 2300) according to their size by applying lateral hydrodynamic forces. Spiral microchannels have already been shown to be capable of replacing microfilters, extracting dead cells and debris in perfusion processes, and removing contaminant microalgae species. Recent advances in parallelization made it possible to process media on a liter-scale, which might pave the way toward industrial applications.
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Affiliation(s)
- N. Herrmann
- Institute of Biotechnology, Technische Universität Berlin, Ackerstr. 76, 13355 Berlin, Germany
| | - P. Neubauer
- Institute of Biotechnology, Technische Universität Berlin, Ackerstr. 76, 13355 Berlin, Germany
| | - M. Birkholz
- IHP—Leibniz-Institut für innovative Mikroelektronik, Im Technologiepark 25, 15236 Frankfurt (Oder), Germany
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60
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Gloag L, Mehdipour M, Chen D, Tilley RD, Gooding JJ. Advances in the Application of Magnetic Nanoparticles for Sensing. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2019; 31:e1904385. [PMID: 31538371 DOI: 10.1002/adma.201904385] [Citation(s) in RCA: 168] [Impact Index Per Article: 28.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Revised: 08/14/2019] [Indexed: 05/18/2023]
Abstract
Magnetic nanoparticles (MNPs) are of high significance in sensing as they provide viable solutions to the enduring challenges related to lower detection limits and nonspecific effects. The rapid expansion in the applications of MNPs creates a need to overview the current state of the field of MNPs for sensing applications. In this review, the trends and concepts in the literature are critically appraised in terms of the opportunities and limitations of MNPs used for the most advanced sensing applications. The latest progress in MNP sensor technologies is overviewed with a focus on MNP structures and properties, as well as the strategies of incorporating these MNPs into devices. By looking at recent synthetic advancements, and the key challenges that face nanoparticle-based sensors, this review aims to outline how to design, synthesize, and use MNPs to make the most effective and sensitive sensors.
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Affiliation(s)
- Lucy Gloag
- School of Chemistry, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Milad Mehdipour
- School of Chemistry, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Dongfei Chen
- School of Chemistry, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Richard D Tilley
- School of Chemistry, University of New South Wales, Sydney, NSW, 2052, Australia
- ARC Centre of Excellence in Convergent Bio-Nano Science and Technology, The University of New South Wales, Sydney, NSW, 2052, Australia
- Electron Microscope Unit, Mark Wainwright Analytical Centre, University of New South Wales, Sydney, NSW, 2052, Australia
| | - J Justin Gooding
- School of Chemistry, University of New South Wales, Sydney, NSW, 2052, Australia
- ARC Centre of Excellence in Convergent Bio-Nano Science and Technology, The University of New South Wales, Sydney, NSW, 2052, Australia
- Australian Centre for NanoMedicine, University of New South Wales, Sydney, NSW, 2052, Australia
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61
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Zhou J, Papautsky I. Size-dependent enrichment of leukocytes from undiluted whole blood using shear-induced diffusion. LAB ON A CHIP 2019; 19:3416-3426. [PMID: 31490514 DOI: 10.1039/c9lc00786e] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
Little work has been done in microfluidics with separation of cells directly from whole blood, and the handful of microfluidic systems reported the literature offer only limited throughput. Yet high throughput is highly desirable to avoid degradation of samples, which can result in loss of information critical to disease diagnosis or monitoring. In this work, we investigated particle migration dynamics in whole blood flow at a single-particle level and subsequently successfully demonstrated the preferential enrichment of white blood cells (WBCs) in unprocessed whole blood flows flanking a buffer flow. Our in-depth investigation reveals a counter-intuitive, size-based migration of cells in whole blood flow and their tendency to accumulate in the regions near flow interfaces, which is employed for inherent enrichment of WBCs. More importantly, we found the strong size-dependent migration in blood flow stemming from the differentiated downstream velocity of particles, which inversely scales with particle size. Our new insights improve understanding of this counterintuitive microfluidics field, offering guidance for new device design to directly handle whole blood and to expand the applications to meet the real-world need for ultra-fast cell separation.
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Affiliation(s)
- Jian Zhou
- University of Illinois Cancer Center, Chicago, IL 60612, USA
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62
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Lauritano D, Oberti L, Gabrione F, Lucchese A, Petruzzi M, Carinci F, Lo Muzio L. Liquid biopsy in head and neck squamous cell carcinoma: Prognostic significance of circulating tumor cells and circulating tumor DNA. A systematic review. Oral Oncol 2019; 97:7-17. [DOI: 10.1016/j.oraloncology.2019.07.003] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2019] [Revised: 07/02/2019] [Accepted: 07/05/2019] [Indexed: 12/12/2022]
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63
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Gallo M, De Luca A, Frezzetti D, Passaro V, Maiello MR, Normanno N. The potential of monitoring treatment response in non-small cell lung cancer using circulating tumour cells. Expert Rev Mol Diagn 2019; 19:683-694. [PMID: 31305173 DOI: 10.1080/14737159.2019.1640606] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Introduction: Circulating tumor cell (CTC) counts represent an attractive strategy for monitoring response to therapy in patients with advanced non-small cell lung cancer (NSCLC). Changes in the CTCs number during the treatment have been proposed as a predictive biomarker of response to both chemotherapy and targeted therapies. Profiling of CTCs might also allow the assessment of the dynamics of predictive biomarkers such as EGFR, ALK, ROS1, and PD-L1, and provide relevant information in patients progressing on treatment with targeted agents including immunotherapeutics. Areas covered: A search of peer-reviewed literature in bibliographic databases was undertaken to discuss studies on CTCs and their predictive role in NSCLC. Expert opinion: To date, some challenges limit the clinical utility of CTCs in monitoring the response to treatment in NSCLC. The standardization of techniques for CTCs isolation and characterization and their validation on larger cohorts of patients might help to translate CTCs analysis in the clinic. However, studies on CTCs can provide information on molecular mechanisms involved in NSCLC progression and in the acquired resistance to treatments.
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Affiliation(s)
- Marianna Gallo
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori-IRCCS-"Fondazione G. Pascale" , Naples , Italy
| | - Antonella De Luca
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori-IRCCS-"Fondazione G. Pascale" , Naples , Italy
| | - Daniela Frezzetti
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori-IRCCS-"Fondazione G. Pascale" , Naples , Italy
| | - Valeria Passaro
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori-IRCCS-"Fondazione G. Pascale" , Naples , Italy
| | - Monica R Maiello
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori-IRCCS-"Fondazione G. Pascale" , Naples , Italy
| | - Nicola Normanno
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori-IRCCS-"Fondazione G. Pascale" , Naples , Italy
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64
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Lozar T, Gersak K, Cemazar M, Kuhar CG, Jesenko T. The biology and clinical potential of circulating tumor cells. Radiol Oncol 2019; 53:131-147. [PMID: 31104002 PMCID: PMC6572494 DOI: 10.2478/raon-2019-0024] [Citation(s) in RCA: 44] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2019] [Accepted: 05/03/2019] [Indexed: 02/06/2023] Open
Abstract
Background Tumor cells can shed from the tumor, enter the circulation and travel to distant organs, where they can seed metastases. These cells are called circulating tumor cells (CTCs). The ability of CTCs to populate distant tissues and organs has led us to believe they are the primary cause of cancer metastasis. The biological properties and interaction of CTCs with other cell types during intravasation, circulation in the bloodstream, extravasation and colonization are multifaceted and include changes of CTC phenotypes that are regulated by many signaling molecules, including cytokines and chemokines. Considering a sample is readily accessible by a simple blood draw, monitoring CTC levels in the blood has exceptional implications in oncology field. A method called the liquid biopsy allows the extraction of not only CTC, but also CTC products, such as cell free DNA (cfDNA), cell free RNA (cfRNA), microRNA (miRNA) and exosomes. Conclusions The clinical utility of CTCs and their products is increasing with advances in liquid biopsy technology. Clinical applications of liquid biopsy to detect CTCs and their products are numerous and could be used for screening of the presence of the cancer in the general population, as well as for prognostic and predictive biomarkers in cancer patients. With the development of better CTC isolation technologies and clinical testing in large prospective trials, increasing clinical utility of CTCs can be expected. The understanding of their biology and interactions with other cell types, particularly with those of the immune system and the rise of immunotherapy also hold great promise for novel therapeutic possibilities.
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Affiliation(s)
- Taja Lozar
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Klara Gersak
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
- Institute of Oncology Ljubljana, Ljubljana, Slovenia
- General Hospital Izola, Izola, Slovenia
| | - Maja Cemazar
- Institute of Oncology Ljubljana, Ljubljana, Slovenia
- Faculty of Health Sciences, University of Primorska, Izola, Slovenia
| | | | - Tanja Jesenko
- Institute of Oncology Ljubljana, Ljubljana, Slovenia
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Santoni M, Cimadamore A, Cheng L, Lopez-Beltran A, Battelli N, Massari F, Scarpelli M, Galosi AB, Bracarda S, Montironi R. Circulating Tumor Cells in Renal Cell Carcinoma: Recent Findings and Future Challenges. Front Oncol 2019; 9:228. [PMID: 31024837 PMCID: PMC6460373 DOI: 10.3389/fonc.2019.00228] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2018] [Accepted: 03/14/2019] [Indexed: 12/21/2022] Open
Affiliation(s)
| | - Alessia Cimadamore
- Section of Pathological Anatomy, School of Medicine, United Hospitals, Polytechnic University of the Marche Region, Ancona, Italy
| | - Liang Cheng
- Department of Pathology and Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, United States
| | | | | | | | | | - Andrea Benedetto Galosi
- Department of Urology, School of Medicine, United Hospitals, Marche Polytechnic University, Ancona, Italy
| | - Sergio Bracarda
- Medical Oncology, Department of Oncology, Azienda Ospedaliera S. Maria, Terni, Italy
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Agnoletto C, Corrà F, Minotti L, Baldassari F, Crudele F, Cook WJJ, Di Leva G, d'Adamo AP, Gasparini P, Volinia S. Heterogeneity in Circulating Tumor Cells: The Relevance of the Stem-Cell Subset. Cancers (Basel) 2019; 11:cancers11040483. [PMID: 30959764 PMCID: PMC6521045 DOI: 10.3390/cancers11040483] [Citation(s) in RCA: 100] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Revised: 03/16/2019] [Accepted: 03/30/2019] [Indexed: 12/20/2022] Open
Abstract
The release of circulating tumor cells (CTCs) into vasculature is an early event in the metastatic process. The analysis of CTCs in patients has recently received widespread attention because of its clinical implications, particularly for precision medicine. Accumulated evidence documents a large heterogeneity in CTCs across patients. Currently, the most accepted view is that tumor cells with an intermediate phenotype between epithelial and mesenchymal have the highest plasticity. Indeed, the existence of a meta-stable or partial epithelial–mesenchymal transition (EMT) cell state, with both epithelial and mesenchymal features, can be easily reconciled with the concept of a highly plastic stem-like state. A close connection between EMT and cancer stem cells (CSC) traits, with enhanced metastatic competence and drug resistance, has also been described. Accordingly, a subset of CTCs consisting of CSC, present a stemness profile, are able to survive chemotherapy, and generate metastases after xenotransplantation in immunodeficient mice. In the present review, we discuss the current evidence connecting CTCs, EMT, and stemness. An improved understanding of the CTC/EMT/CSC connections may uncover novel therapeutic targets, irrespective of the tumor type, since most cancers seem to harbor a pool of CSCs, and disclose important mechanisms underlying tumorigenicity.
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Affiliation(s)
- Chiara Agnoletto
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
| | - Fabio Corrà
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
| | - Linda Minotti
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
| | - Federica Baldassari
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
| | - Francesca Crudele
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
| | | | - Gianpiero Di Leva
- School of Environment and Life Sciences, University of Salford, Salford M5 4WT, UK.
| | - Adamo Pio d'Adamo
- Department of Medicine, Surgery and Health Sciences, University of Trieste, 34127 Trieste, Italy.
- Institute for Maternal and Child Health-IRCCS "Burlo Garofolo", 34137 Trieste, Italy.
| | - Paolo Gasparini
- Department of Medicine, Surgery and Health Sciences, University of Trieste, 34127 Trieste, Italy.
- Institute for Maternal and Child Health-IRCCS "Burlo Garofolo", 34137 Trieste, Italy.
| | - Stefano Volinia
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, 44121 Ferrara, Italy.
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Kuvendjiska J, Bronsert P, Martini V, Lang S, Pitman MB, Hoeppner J, Kulemann B. Non-Metastatic Esophageal Adenocarcinoma: Circulating Tumor Cells in the Course of Multimodal Tumor Treatment. Cancers (Basel) 2019; 11:cancers11030397. [PMID: 30901891 PMCID: PMC6468610 DOI: 10.3390/cancers11030397] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Revised: 03/16/2019] [Accepted: 03/18/2019] [Indexed: 01/26/2023] Open
Abstract
BACKGROUND Isolation of circulating tumor cells (CTC) holds the promise to improve response-prediction and personalization of cancer treatment. In this study, we test a filtration device for CTC isolation in patients with non-metastatic esophageal adenocarcinoma (EAC) within recent multimodal treatment protocols. METHODS Peripheral blood specimens were drawn from EAC patients before and after neoadjuvant chemotherapy (FLOT)/chemoradiation (CROSS) as well as after surgery. Filtration using ScreenCell® devices captured CTC for cytologic analysis. Giemsa-stained specimens were evaluated by a cytopathologist; the cut-off was 1 CTC/specimen (6 mL). Immunohistochemistry with epithelial (pan-CK) and mesenchymal markers (vimentin) was performed. RESULTS Morphologically diverse malignant CTCs were found in 12/20 patients in at least one blood specimen. CTCs were positive for both vimentin and pan-CK. More patients were CTC positive after neoadjuvant therapy (6/20 vs. 9/15) and CTCs per/ml increased in most of the CTC-positive patients. After surgery, 8/13 patients with available blood specimens were still CTC positive. In clinical follow-up, 5/9 patients who died were CTC-positive. CONCLUSIONS Detection of CTC by filtration within multimodal treatment protocols of non-metastatic EAC is feasible. The rate of CTC positive findings and the quantity of CTCs changes in the course of multimodal neoadjuvant chemoradiation/chemotherapy and surgery.
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Affiliation(s)
- Jasmina Kuvendjiska
- Department of General and Visceral Surgery, Medical Center-University of Freiburg, 79106 Freiburg, Germany.
- Medical Faculty, University of Freiburg, 79106 Freiburg, Germany.
| | - Peter Bronsert
- Medical Faculty, University of Freiburg, 79106 Freiburg, Germany.
- Institute for Surgical Pathology, Medical Center-University of Freiburg, 79106 Freiburg, Germany.
| | - Verena Martini
- Department of General and Visceral Surgery, Medical Center-University of Freiburg, 79106 Freiburg, Germany.
- Medical Faculty, University of Freiburg, 79106 Freiburg, Germany.
| | - Sven Lang
- Department of General and Visceral Surgery, Medical Center-University of Freiburg, 79106 Freiburg, Germany.
- Medical Faculty, University of Freiburg, 79106 Freiburg, Germany.
| | - Martha B Pitman
- Department of Pathology & Andrew L. Warshaw, MD Institute for Pancreatic Cancer Research, Massachusetts General Hospital/Harvard Medical School, Boston, MA 02114, USA.
| | - Jens Hoeppner
- Department of General and Visceral Surgery, Medical Center-University of Freiburg, 79106 Freiburg, Germany.
- Medical Faculty, University of Freiburg, 79106 Freiburg, Germany.
| | - Birte Kulemann
- Department of General and Visceral Surgery, Medical Center-University of Freiburg, 79106 Freiburg, Germany.
- Medical Faculty, University of Freiburg, 79106 Freiburg, Germany.
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Kulasinghe A, Kapeleris J, Cooper C, Warkiani ME, O'Byrne K, Punyadeera C. Phenotypic Characterization of Circulating Lung Cancer Cells for Clinically Actionable Targets. Cancers (Basel) 2019; 11:cancers11030380. [PMID: 30889898 PMCID: PMC6468795 DOI: 10.3390/cancers11030380] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 03/14/2019] [Accepted: 03/14/2019] [Indexed: 12/26/2022] Open
Abstract
Objectives: In non-small cell lung cancers (NSCLC), tumour biopsy can often be an invasive procedure. The development of a non-invasive methodology to study genetic changes via circulating tumour cells (CTCs) is an appealing concept. Whilst CTCs typically remain as rare cells, improvements in epitope-independent CTC isolation techniques has given rise to a greater capture of CTCs. In this cross sectional study, we demonstrate the capture and characterization of NSCLC CTCs for the clinically actionable markers epidermal growth factor receptor (EGFR) alterations, anaplastic lymphoma kinase (ALK) rearrangements and programmed death ligand-1 (PD-L1) expression. The study identified CTCs/CTC clusters in 26/35 Stage IV NSCLC patients, and subsequently characterized the CTCs for EGFR mutation, ALK status and PD-L1 status. This pilot study demonstrates the potential of a non-invasive fluid biopsy to determine clinically relevant biomarkers in NSCLC.
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Affiliation(s)
- Arutha Kulasinghe
- The School of Biomedical Sciences, Room 603D, Institute of Health and Biomedical Innovation, Queensland University of Technology, 60 Musk Avenue, Kelvin Grove, QLD 4059, Australia.
- Translational Research Institute, Brisbane, QLD 4102, Australia.
| | - Joanna Kapeleris
- The School of Biomedical Sciences, Room 603D, Institute of Health and Biomedical Innovation, Queensland University of Technology, 60 Musk Avenue, Kelvin Grove, QLD 4059, Australia.
- Translational Research Institute, Brisbane, QLD 4102, Australia.
| | - Carolina Cooper
- Department of Anatomical Pathology, Pathology Queensland, QLD 4006, Australia.
- Princess Alexandra Hospital, Woolloongabba, QLD 4102, Australia.
| | - Majid Ebrahimi Warkiani
- The School of Biomedical Engineering, University of Technology Sydney, Ultimo, NSW 2007, Australia.
- Department of Biomedical Engineering, Institute of Molecular Medicine, Sechenov First Moscow State Medical University, Moscow 119991, Russia.
| | - Kenneth O'Byrne
- Translational Research Institute, Brisbane, QLD 4102, Australia.
- Princess Alexandra Hospital, Woolloongabba, QLD 4102, Australia.
| | - Chamindie Punyadeera
- The School of Biomedical Sciences, Room 603D, Institute of Health and Biomedical Innovation, Queensland University of Technology, 60 Musk Avenue, Kelvin Grove, QLD 4059, Australia.
- Translational Research Institute, Brisbane, QLD 4102, Australia.
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Mukherjee P, Nebuloni F, Gao H, Zhou J, Papautsky I. Rapid Prototyping of Soft Lithography Masters for Microfluidic Devices Using Dry Film Photoresist in a Non-Cleanroom Setting. MICROMACHINES 2019; 10:E192. [PMID: 30875965 PMCID: PMC6471384 DOI: 10.3390/mi10030192] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/12/2019] [Revised: 03/10/2019] [Accepted: 03/11/2019] [Indexed: 01/13/2023]
Abstract
Fabrication of microfluidic devices by soft lithography is by far the most popular approach due to simplicity and low cost. In this approach PDMS (polydimethylsiloxane) is cast on a photoresist master to generate replicas that are then sealed against glass slides using oxygen plasma. In this work, we demonstrated fabrication of soft photolithography masters using lamination of ADEX dry film as an alternative to the now classic SU-8 resist masters formed by spin coating. Advantages of using ADEX dry film include the easily-achievable uniform thickness without edge bead; simplicity of the process with significant time savings due to non-sticky nature of the film; and fewer health concerns due to less toxic developing solution and antimony-free composition. As we demonstrate, the process can be performed in a low-cost improvised fabrication room in ambient light, in place of a conventional yellow-light cleanroom environment. We believe this approach holds the promise of delivering state-of-the-art microfluidic techniques to the broad field of biomedical and pharmaceutical research.
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Affiliation(s)
- Prithviraj Mukherjee
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607, USA.
| | - Federico Nebuloni
- Department of Electronics, Informatics and Bioengineering, Politecnico di Milano, 20133 Milan, Italy.
| | - Hua Gao
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607, USA.
| | - Jian Zhou
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607, USA.
| | - Ian Papautsky
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607, USA.
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Perumal V, Corica T, Dharmarajan AM, Sun Z, Dhaliwal SS, Dass CR, Dass J. Circulating Tumour Cells (CTC), Head and Neck Cancer and Radiotherapy; Future Perspectives. Cancers (Basel) 2019; 11:E367. [PMID: 30875950 PMCID: PMC6468366 DOI: 10.3390/cancers11030367] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2019] [Revised: 03/10/2019] [Accepted: 03/11/2019] [Indexed: 02/07/2023] Open
Abstract
Head and neck cancer is the seventh most common cancer in Australia and globally. Despite the current improved treatment modalities, there is still up to 50⁻60% local regional recurrence and or distant metastasis. High-resolution medical imaging technologies such as PET/CT and MRI do not currently detect the early spread of tumour cells, thus limiting the potential for effective minimal residual detection and early diagnosis. Circulating tumour cells (CTCs) are a rare subset of cells that escape from the primary tumour and enter into the bloodstream to form metastatic deposits or even re-establish themselves in the primary site of the cancer. These cells are more aggressive and accumulate gene alterations by somatic mutations that are the same or even greater than the primary tumour because of additional features acquired in the circulation. The potential application of CTC in clinical use is to acquire a liquid biopsy, by taking a reliable minimally invasive venous blood sample, for cell genotyping during radiotherapy treatment to monitor the decline in CTC detectability, and mutational changes in response to radiation resistance and radiation sensitivity. Currently, very little has been published on radiation therapy, CTC, and circulating cancer stem cells (CCSCs). The prognostic value of CTC in cancer management and personalised medicine for head and neck cancer radiotherapy patients requires a deeper understanding at the cellular level, along with other advanced technologies. With this goal, this review summarises the current research of head and neck cancer CTC, CCSC and the molecular targets for personalised radiotherapy response.
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Affiliation(s)
- Vanathi Perumal
- School of Pharmacy and Biomedical Sciences, Curtin University, Perth, WA 6102, Australia.
- Radiation Oncology, Sir Charles Gairdner Hospital, Cancer Centre, Nedlands, Perth, WA 6009, Australia.
- Stem Cell and Cancer Biology Laboratory, School of Pharmacy and Biomedical Sciences, Curtin Health Innovation Research Institute, Curtin University, Perth, WA 6102, Australia.
- Curtin Health Innovation Research Institute, Curtin University, Perth, WA 6102, Australia.
| | - Tammy Corica
- Radiation Oncology, Sir Charles Gairdner Hospital, Cancer Centre, Nedlands, Perth, WA 6009, Australia.
| | - Arun M Dharmarajan
- School of Pharmacy and Biomedical Sciences, Curtin University, Perth, WA 6102, Australia.
- Stem Cell and Cancer Biology Laboratory, School of Pharmacy and Biomedical Sciences, Curtin Health Innovation Research Institute, Curtin University, Perth, WA 6102, Australia.
- Curtin Health Innovation Research Institute, Curtin University, Perth, WA 6102, Australia.
| | - Zhonghua Sun
- Discipline of Medical Radiation Sciences, School of Molecular and Life Sciences, Faculty of Science and Engineering, Curtin University, Perth, WA 6102, Australia.
| | - Satvinder S Dhaliwal
- School of Public Health, Faculty of Health Sciences, Curtin University, Perth, WA 6102, Australia.
| | - Crispin R Dass
- School of Pharmacy and Biomedical Sciences, Curtin University, Perth, WA 6102, Australia.
- Curtin Health Innovation Research Institute, Curtin University, Perth, WA 6102, Australia.
| | - Joshua Dass
- Radiation Oncology, Sir Charles Gairdner Hospital, Cancer Centre, Nedlands, Perth, WA 6009, Australia.
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