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Al-Badri G, Phillips JB, Shipley RJ, Ovenden NC. Formation of vascular-like structures using a chemotaxis-driven multiphase model. Math Biosci 2024; 372:109183. [PMID: 38554855 DOI: 10.1016/j.mbs.2024.109183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 03/18/2024] [Accepted: 03/21/2024] [Indexed: 04/02/2024]
Abstract
We propose a continuum model for pattern formation, based on the multiphase model framework, to explore in vitro cell patterning within an extracellular matrix (ECM). We demonstrate that, within this framework, chemotaxis-driven cell migration can lead to the formation of cell clusters and vascular-like structures in 1D and 2D respectively. The influence on pattern formation of additional mechanisms commonly included in multiphase tissue models, including cell-matrix traction, contact inhibition, and cell-cell aggregation, are also investigated. Using sensitivity analysis, the relative impact of each model parameter on the simulation outcomes is assessed to identify the key parameters involved. Chemoattractant-matrix binding is further included, motivated by previous experimental studies, and found to reduce the spatial scale of patterning to within a biologically plausible range for capillary structures. Key findings from the in-depth parameter analysis of the 1D models, both with and without chemoattractant-matrix binding, are demonstrated to translate well to the 2D model, obtaining vascular-like cell patterning for multiple parameter regimes. Overall, we demonstrate a biologically-motivated multiphase model capable of generating long-term pattern formation on a biologically plausible spatial scale both in 1D and 2D, with applications for modelling in vitro vascular network formation.
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Affiliation(s)
- Georgina Al-Badri
- Department of Mathematics, University College London, London, UK; Centre for Nerve Engineering, University College London, London, UK.
| | - James B Phillips
- Centre for Nerve Engineering, University College London, London, UK; Department of Pharmacology, University College London, London, UK
| | - Rebecca J Shipley
- Centre for Nerve Engineering, University College London, London, UK; Department of Mechanical Engineering, University College London, London, UK
| | - Nicholas C Ovenden
- Department of Mathematics, University College London, London, UK; Centre for Nerve Engineering, University College London, London, UK
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2
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Dymerska D, Marusiak AA. Drivers of cancer metastasis - Arise early and remain present. Biochim Biophys Acta Rev Cancer 2024; 1879:189060. [PMID: 38151195 DOI: 10.1016/j.bbcan.2023.189060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 12/09/2023] [Accepted: 12/15/2023] [Indexed: 12/29/2023]
Abstract
Cancer and its metastases arise from mutations of genes, drivers that promote a tumor's growth. Analyses of driver events provide insights into cancer cell history and may lead to a better understanding of oncogenesis. We reviewed 27 metastatic research studies, including pan-cancer studies, individual cancer studies, and phylogenetic analyses, and summarized our current knowledge of metastatic drivers. All of the analyzed studies had a high level of consistency of driver mutations between primary tumors and metastasis, indicating that most drivers appear early in cancer progression and are maintained in metastatic cells. Additionally, we reviewed data from around 50,000 metastatic cancer patients and compiled a list of genes altered in metastatic lesions. We performed Gene Ontology analysis and confirmed that the most significantly enriched processes in metastatic lesions were the epigenetic regulation of gene expression, signal transduction, cell cycle, programmed cell death, DNA damage, hypoxia and EMT. In this review, we explore the most recent discoveries regarding genetic factors in the advancement of cancer, specifically those that drive metastasis.
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Affiliation(s)
- Dagmara Dymerska
- Laboratory of Molecular OncoSignalling, IMol Polish Academy of Sciences, Warsaw, Poland.
| | - Anna A Marusiak
- Laboratory of Molecular OncoSignalling, IMol Polish Academy of Sciences, Warsaw, Poland.
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3
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Liu T, Zhou C, Ji J, Xu X, Xing Z, Shinohara M, Sakai Y, Sun T, Feng X, Yu Z, Pang Y, Sun W. Spheroid on-demand printing and drug screening of endothelialized hepatocellular carcinoma model at different stages. Biofabrication 2023; 15:044102. [PMID: 37402381 DOI: 10.1088/1758-5090/ace3f9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2023] [Accepted: 07/04/2023] [Indexed: 07/06/2023]
Abstract
Hepatocellular carcinoma (HCC) poses a significant threat to human health and medical care. Its dynamic microenvironment and stages of development will influence the treatment strategies in clinics. Reconstructing tumor-microvascular interactions in different stages of the microenvironment is an urgent need forin vitrotumor pathology research and drug screening. However, the absence of tumor aggregates with paracancerous microvascular and staged tumor-endothelium interactions leads to bias in the antitumor drug responses. Herein, a spheroid-on-demand manipulation strategy was developed to construct staged endothelialized HCC models for drug screening. Pre-assembled HepG2 spheroids were directly printed by alternating viscous and inertial force jetting with high cell viability and integrity. A semi-open microfluidic chip was also designed to form a microvascular connections with high density, narrow diameter, and curved morphologies. According to the single or multiple lesions in stages Ⅰ or Ⅰ HCC, endothelialized HCC models from micrometer to millimeter scale with dense tumor cell aggregation and paracancerous endothelial distribution were successively constructed. A migrating stage Ⅰ HCC model was further constructed under TGF-βtreatment, where the spheroids exhibited a more mesenchymal phenotype with a loose cell connection and spheroid dispersion. Finally, the stage ⅠHCC model showed stronger drug resistance compared to the stage Ⅰ model, while the stage III showed a more rapid response. The corresponding work provides a widely applicable method for the reproduction of tumor-microvascular interactions at different stages and holds great promise for the study of tumor migration, tumor-stromal cell interactions, and the development of anti-tumor therapeutic strategies.
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Affiliation(s)
- Tiankun Liu
- Biomanufacturing Center, Department of Mechanical Engineering, Tsinghua University, Haidian District, Beijing 100084, People's Republic of China
- Biomanufacturing and Rapid Forming Technology Key Laboratory of Beijing, Beijing 100084, People's Republic of China
| | - Chang Zhou
- Biomanufacturing Center, Department of Mechanical Engineering, Tsinghua University, Haidian District, Beijing 100084, People's Republic of China
- Biomanufacturing and Rapid Forming Technology Key Laboratory of Beijing, Beijing 100084, People's Republic of China
| | - Jingyuan Ji
- Biomanufacturing Center, Department of Mechanical Engineering, Tsinghua University, Haidian District, Beijing 100084, People's Republic of China
- Biomanufacturing and Rapid Forming Technology Key Laboratory of Beijing, Beijing 100084, People's Republic of China
| | - Xiaolei Xu
- Institute for Precision Medicine, Tsinghua University, Beijing 100084, People's Republic of China
- School of Clinical Medicine, Tsinghua University, Beijing 100084, People's Republic of China
| | - Zhengyu Xing
- Biomanufacturing Center, Department of Mechanical Engineering, Tsinghua University, Haidian District, Beijing 100084, People's Republic of China
- Biomanufacturing and Rapid Forming Technology Key Laboratory of Beijing, Beijing 100084, People's Republic of China
| | - Marie Shinohara
- Institute of Industrial Science, University of Tokyo, Tokyo 153-8505, Japan
| | - Yasuyuki Sakai
- Department of Chemical System Engineering, Graduate School of Engineering, University of Tokyo, Tokyo 113-033, Japan
| | - Taoping Sun
- Zhuhai Precision Medical Center, Guangdong Provincial Key Laboratory of Tumor Interventional Diagnosis and Treatment, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Jinan University, Zhuhai 519000, People's Republic of China
| | - Xiaobin Feng
- Institute for Precision Medicine, Tsinghua University, Beijing 100084, People's Republic of China
- School of Clinical Medicine, Tsinghua University, Beijing 100084, People's Republic of China
| | - Zhuo Yu
- Institute for Precision Medicine, Tsinghua University, Beijing 100084, People's Republic of China
- School of Clinical Medicine, Tsinghua University, Beijing 100084, People's Republic of China
| | - Yuan Pang
- Biomanufacturing Center, Department of Mechanical Engineering, Tsinghua University, Haidian District, Beijing 100084, People's Republic of China
- Biomanufacturing and Rapid Forming Technology Key Laboratory of Beijing, Beijing 100084, People's Republic of China
| | - Wei Sun
- Biomanufacturing Center, Department of Mechanical Engineering, Tsinghua University, Haidian District, Beijing 100084, People's Republic of China
- Biomanufacturing and Rapid Forming Technology Key Laboratory of Beijing, Beijing 100084, People's Republic of China
- Department of Mechanical Engineering, Drexel University, Philadelphia, PA 19104, United States of America
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4
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Ma HL, Urbaczek AC, Zeferino Ribeiro de Souza F, Bernal C, Rodrigues Perussi J, Carrilho E. Replicating endothelial shear stress in organ-on-a-chip for predictive hypericin photodynamic efficiency. Int J Pharm 2023; 634:122629. [PMID: 36682507 DOI: 10.1016/j.ijpharm.2023.122629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Revised: 01/05/2023] [Accepted: 01/16/2023] [Indexed: 01/21/2023]
Abstract
Photodynamic therapy using Hypericin (Hy-PDT) is an alternative non-invasive treatment that enables selective tumor inhibition and angiogenesis derived from the differential recruitment of endothelial cells in the tumor microenvironment. Most PDT studies were performed on in vitro models without vascular biomechanical simulation. Our work strives to develop a microchip that generates a constant shear stress force to investigate the Hy-PDT efficiency on human umbilical vein endothelial cells (HUVECs). The microchip with a single straight microchannel was composed of the bottom layer (polystyrene), the middle layer (double-sided biocompatible adhesive tape), and the top layer (polyester film) and could produce shear stress in the range of 1.4 - 7.0 dyn cm-2. The quantification of vascular endothelial growth factor (VEGF), cell viability, and activities of caspases 3 and 7 were assayed to validate the microchip and Hy-PDT efficacy. After the endothelization, static and dynamic cell incubations with Hy were conducted in microchips. Compared to static systems, the shear stress displayed its effect on the increasing release of VEGF and promoted more cell damage and cell death via necrosis during Hy-PDT. In conclusion, the expressive shear stress-dependent manner during PDT treatments suggests that the microchip could be an essential approach in preclinical tests to evaluate the therapeutic outcome considering the endothelial shear stress microenvironment.
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Affiliation(s)
- Hui Ling Ma
- Instituto de Química de São Carlos, Universidade de São Paulo, 13566-590 São Carlos, SP, Brazil; Instituto Nacional de Ciência e Tecnologia de Bioanalítica, INCTBio, 13083-970 Campinas, SP, Brazil
| | - Ana Carolina Urbaczek
- Instituto de Química de São Carlos, Universidade de São Paulo, 13566-590 São Carlos, SP, Brazil
| | - Fayene Zeferino Ribeiro de Souza
- Instituto de Química de São Carlos, Universidade de São Paulo, 13566-590 São Carlos, SP, Brazil; Instituto Nacional de Ciência e Tecnologia de Bioanalítica, INCTBio, 13083-970 Campinas, SP, Brazil
| | - Claudia Bernal
- Instituto de Química de São Carlos, Universidade de São Paulo, 13566-590 São Carlos, SP, Brazil; Instituto Nacional de Ciência e Tecnologia de Bioanalítica, INCTBio, 13083-970 Campinas, SP, Brazil
| | | | - Emanuel Carrilho
- Instituto de Química de São Carlos, Universidade de São Paulo, 13566-590 São Carlos, SP, Brazil; Instituto Nacional de Ciência e Tecnologia de Bioanalítica, INCTBio, 13083-970 Campinas, SP, Brazil.
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5
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Poonia S, Goel A, Chawla S, Bhattacharya N, Rai P, Lee YF, Yap YS, West J, Bhagat AA, Tayal J, Mehta A, Ahuja G, Majumdar A, Ramalingam N, Sengupta D. Marker-free characterization of full-length transcriptomes of single live circulating tumor cells. Genome Res 2023; 33:80-95. [PMID: 36414416 PMCID: PMC9977151 DOI: 10.1101/gr.276600.122] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2022] [Accepted: 11/10/2022] [Indexed: 11/23/2022]
Abstract
The identification and characterization of circulating tumor cells (CTCs) are important for gaining insights into the biology of metastatic cancers, monitoring disease progression, and medical management of the disease. The limiting factor in the enrichment of purified CTC populations is their sparse availability, heterogeneity, and altered phenotypes relative to the primary tumor. Intensive research both at the technical and molecular fronts led to the development of assays that ease CTC detection and identification from peripheral blood. Most CTC detection methods based on single-cell RNA sequencing (scRNA-seq) use a mix of size selection, marker-based white blood cell (WBC) depletion, and antibodies targeting tumor-associated antigens. However, the majority of these methods either miss out on atypical CTCs or suffer from WBC contamination. We present unCTC, an R package for unbiased identification and characterization of CTCs from single-cell transcriptomic data. unCTC features many standard and novel computational and statistical modules for various analyses. These include a novel method of scRNA-seq clustering, named deep dictionary learning using k-means clustering cost (DDLK), expression-based copy number variation (CNV) inference, and combinatorial, marker-based verification of the malignant phenotypes. DDLK enables robust segregation of CTCs and WBCs in the pathway space, as opposed to the gene expression space. We validated the utility of unCTC on scRNA-seq profiles of breast CTCs from six patients, captured and profiled using an integrated ClearCell FX and Polaris workflow that works by the principles of size-based separation of CTCs and marker-based WBC depletion.
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Affiliation(s)
- Sarita Poonia
- Department of Computational Biology, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India
| | - Anurag Goel
- Department of Computer Science and Engineering, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India;,Department of Computer Science and Engineering, Delhi Technological University, New Delhi 110042, India
| | - Smriti Chawla
- Department of Computational Biology, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India
| | - Namrata Bhattacharya
- Department of Computer Science and Engineering, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India
| | - Priyadarshini Rai
- Department of Computational Biology, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India
| | - Yi Fang Lee
- Biolidics Limited, Singapore 118257, Singapore
| | - Yoon Sim Yap
- National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Jay West
- Fluidigm Corporation, South San Francisco, California 94080, USA
| | | | - Juhi Tayal
- Department of Research, Rajiv Gandhi Cancer Institute and Research Centre-Delhi (RGCIRC-Delhi), New Delhi 110085, India
| | - Anurag Mehta
- Department of Laboratory Services and Molecular Diagnostics, Rajiv Gandhi Cancer Institute and Research Centre-Delhi (RGCIRC-Delhi), New Delhi 110085, India
| | - Gaurav Ahuja
- Department of Computational Biology, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India
| | - Angshul Majumdar
- Department of Computer Science and Engineering, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India;,Centre for Artificial Intelligence, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India;,Department of Electronics & Communications Engineering, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India
| | | | - Debarka Sengupta
- Department of Computational Biology, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India;,Department of Computer Science and Engineering, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India;,Centre for Artificial Intelligence, Indraprastha Institute of Information Technology-Delhi (IIIT-Delhi), New Delhi 110020, India
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6
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Kim S, Wan Z, Jeon JS, Kamm RD. Microfluidic vascular models of tumor cell extravasation. Front Oncol 2022; 12:1052192. [PMID: 36439519 PMCID: PMC9698448 DOI: 10.3389/fonc.2022.1052192] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 10/26/2022] [Indexed: 11/13/2022] Open
Abstract
Emerging microfluidic disease models have amply demonstrated their value in many fields of cancer research. These in vitro technologies recapitulate key aspects of metastatic cancer, including the process of tumor cell arrest and extravasation at the site of the metastatic tumor. To date, extensive efforts have been made to capture key features of the microvasculature to reconstitute the pre-metastatic niche and investigate dynamic extravasation behaviors using microfluidic systems. In this mini-review, we highlight recent microfluidic vascular models of tumor cell extravasation and explore how this approach contributes to development of in vitro disease models to enhance understanding of metastasis in vivo.
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Affiliation(s)
- Seunggyu Kim
- Mechanobiology Lab, Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, United States
- Biomicrofluidics Lab, Department of Mechanical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea
| | - Zhengpeng Wan
- Mechanobiology Lab, Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, United States
| | - Jessie S. Jeon
- Biomicrofluidics Lab, Department of Mechanical Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea
| | - Roger D. Kamm
- Mechanobiology Lab, Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, United States
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7
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Vuille-Dit-Bille E, Deshmukh DV, Connolly S, Heub S, Boder-Pasche S, Dual J, Tibbitt MW, Weder G. Tools for manipulation and positioning of microtissues. LAB ON A CHIP 2022; 22:4043-4066. [PMID: 36196619 DOI: 10.1039/d2lc00559j] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Complex three-dimensional (3D) in vitro models are emerging as a key technology to support research areas in personalised medicine, such as drug development and regenerative medicine. Tools for manipulation and positioning of microtissues play a crucial role in the microtissue life cycle from production to end-point analysis. The ability to precisely locate microtissues can improve the efficiency and reliability of processes and investigations by reducing experimental time and by providing more controlled parameters. To achieve this goal, standardisation of the techniques is of primary importance. Compared to microtissue production, the field of microtissue manipulation and positioning is still in its infancy but is gaining increasing attention in the last few years. Techniques to position microtissues have been classified into four main categories: hydrodynamic techniques, bioprinting, substrate modification, and non-contact active forces. In this paper, we provide a comprehensive review of the different tools for the manipulation and positioning of microtissues that have been reported to date. The working mechanism of each technique is described, and its merits and limitations are discussed. We conclude by evaluating the potential of the different approaches to support progress in personalised medicine.
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Affiliation(s)
- Emilie Vuille-Dit-Bille
- Centre Suisse d'Electronique et de Microtechnique SA, Neuchâtel, Switzerland.
- MicroBioRobotic Systems Laboratory, Institute of Mechanical Engineering, EPFL, Lausanne, Switzerland
| | - Dhananjay V Deshmukh
- Macromolecular Engineering Laboratory, Department of Mechanical and Process Engineering, ETH Zurich, Zurich, Switzerland
- Institute for Mechanical Systems, Department of Mechanical and Process Engineering, ETH Zurich, Zurich, Switzerland
| | - Sinéad Connolly
- Laboratory of Biosensors and Bioelectronics, Institute for Biomedical Engineering, ETH Zürich, Zurich, Switzerland
| | - Sarah Heub
- Centre Suisse d'Electronique et de Microtechnique SA, Neuchâtel, Switzerland.
| | | | - Jürg Dual
- Institute for Mechanical Systems, Department of Mechanical and Process Engineering, ETH Zurich, Zurich, Switzerland
| | - Mark W Tibbitt
- Macromolecular Engineering Laboratory, Department of Mechanical and Process Engineering, ETH Zurich, Zurich, Switzerland
| | - Gilles Weder
- Centre Suisse d'Electronique et de Microtechnique SA, Neuchâtel, Switzerland.
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8
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Zhang X, Karim M, Hasan MM, Hooper J, Wahab R, Roy S, Al-Hilal TA. Cancer-on-a-Chip: Models for Studying Metastasis. Cancers (Basel) 2022; 14:cancers14030648. [PMID: 35158914 PMCID: PMC8833392 DOI: 10.3390/cancers14030648] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 01/22/2022] [Accepted: 01/24/2022] [Indexed: 02/04/2023] Open
Abstract
Simple Summary Microfluidic-based cancer-on-a-chip models are powerful tools to study the tumor microenvironment (TME). Two-dimensional cell culture cannot recapitulate TME. In vivo animal models can better represent the TME, but their physiology is vastly different from that of humans. Although three-dimensional tumor models can bridge the gap between in vitro and in vivo examination, they are still unable to test many crucial cues from the TME, such as mechanical cues, cell–cell, and cell–extracellular interactions. Cancer-on-a-chip platforms enable studying the metastatic process in a step-wise manner with precise control. We present an overview of the recent advances in cancer-on-a-chip models on metastasis including models that mimic mechanical cues. This review article will provide knowledge of the latest progress made on cancer-on-a-chip models. Abstract The microfluidic-based cancer-on-a-chip models work as a powerful tool to study the tumor microenvironment and its role in metastasis. The models recapitulate and systematically simplify the in vitro tumor microenvironment. This enables the study of a metastatic process in unprecedented detail. This review examines the development of cancer-on-a-chip microfluidic platforms at the invasion/intravasation, extravasation, and angiogenesis steps over the last three years. The on-chip modeling of mechanical cues involved in the metastasis cascade are also discussed. Finally, the popular design of microfluidic chip models for each step are discussed along with the challenges and perspectives of cancer-on-a-chip models.
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Affiliation(s)
- Xiaojun Zhang
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Texas at El Paso, El Paso, TX 79968, USA; (X.Z.); (M.K.); (M.M.H.); (R.W.)
- Department of Biological Sciences, College of Science, University of Texas at El Paso, El Paso, TX 79968, USA; (J.H.); (S.R.)
| | - Mazharul Karim
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Texas at El Paso, El Paso, TX 79968, USA; (X.Z.); (M.K.); (M.M.H.); (R.W.)
- Department of Environmental Science & Engineering, College of Science, University of Texas at El Paso, El Paso, TX 79968, USA
| | - Md Mahedi Hasan
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Texas at El Paso, El Paso, TX 79968, USA; (X.Z.); (M.K.); (M.M.H.); (R.W.)
- Department of Environmental Science & Engineering, College of Science, University of Texas at El Paso, El Paso, TX 79968, USA
| | - Jacob Hooper
- Department of Biological Sciences, College of Science, University of Texas at El Paso, El Paso, TX 79968, USA; (J.H.); (S.R.)
| | - Riajul Wahab
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Texas at El Paso, El Paso, TX 79968, USA; (X.Z.); (M.K.); (M.M.H.); (R.W.)
| | - Sourav Roy
- Department of Biological Sciences, College of Science, University of Texas at El Paso, El Paso, TX 79968, USA; (J.H.); (S.R.)
- Border Biomedical Research Center, University of Texas at El Paso, El Paso, TX 79968, USA
| | - Taslim A. Al-Hilal
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Texas at El Paso, El Paso, TX 79968, USA; (X.Z.); (M.K.); (M.M.H.); (R.W.)
- Department of Biological Sciences, College of Science, University of Texas at El Paso, El Paso, TX 79968, USA; (J.H.); (S.R.)
- Department of Environmental Science & Engineering, College of Science, University of Texas at El Paso, El Paso, TX 79968, USA
- Correspondence: ; Tel.: +1-915-747-8390
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9
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Szklanny AA, Machour M, Redenski I, Chochola V, Goldfracht I, Kaplan B, Epshtein M, Simaan Yameen H, Merdler U, Feinberg A, Seliktar D, Korin N, Jaroš J, Levenberg S. 3D Bioprinting of Engineered Tissue Flaps with Hierarchical Vessel Networks (VesselNet) for Direct Host-To-Implant Perfusion. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2021; 33:e2102661. [PMID: 34510579 DOI: 10.1002/adma.202102661] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Revised: 07/28/2021] [Indexed: 05/09/2023]
Abstract
Engineering hierarchical vasculatures is critical for creating implantable functional thick tissues. Current approaches focus on fabricating mesoscale vessels for implantation or hierarchical microvascular in vitro models, but a combined approach is yet to be achieved to create engineered tissue flaps. Here, millimetric vessel-like scaffolds and 3D bioprinted vascularized tissues interconnect, creating fully engineered hierarchical vascular constructs for implantation. Endothelial and support cells spontaneously form microvascular networks in bioprinted tissues using a human collagen bioink. Sacrificial molds are used to create polymeric vessel-like scaffolds and endothelial cells seeded in their lumen form native-like endothelia. Assembling endothelialized scaffolds within vascularizing hydrogels incites the bioprinted vasculature and endothelium to cooperatively create vessels, enabling tissue perfusion through the scaffold lumen. Using a cuffing microsurgery approach, the engineered tissue is directly anastomosed with a rat femoral artery, promoting a rich host vasculature within the implanted tissue. After two weeks in vivo, contrast microcomputer tomography imaging and lectin perfusion of explanted engineered tissues verify the host ingrowth vasculature's functionality. Furthermore, the hierarchical vessel network (VesselNet) supports in vitro functionality of cardiomyocytes. Finally, the proposed approach is expanded to mimic complex structures with native-like millimetric vessels. This work presents a novel strategy aiming to create fully-engineered patient-specific thick tissue flaps.
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Affiliation(s)
- Ariel A Szklanny
- Department of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, 32000, Israel
| | - Majd Machour
- Department of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, 32000, Israel
| | - Idan Redenski
- Department of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, 32000, Israel
| | - Václav Chochola
- Department of Histology and Embryology, Faculty of Medicine, Masaryk University, Brno, 625 00, Czech Republic
| | - Idit Goldfracht
- Department of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, 32000, Israel
| | - Ben Kaplan
- Department of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, 32000, Israel
| | - Mark Epshtein
- Department of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, 32000, Israel
| | - Haneen Simaan Yameen
- Department of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, 32000, Israel
| | - Uri Merdler
- Department of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, 32000, Israel
| | - Adam Feinberg
- Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, PA, 15213, USA
| | - Dror Seliktar
- Department of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, 32000, Israel
| | - Netanel Korin
- Department of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, 32000, Israel
| | - Josef Jaroš
- Cell and Tissue Regeneration, International Clinical Research Center, St. Anne's University Hospital Brno, Brno, 65691, Czech Republic
| | - Shulamit Levenberg
- Department of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, 32000, Israel
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10
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Shen L, Song X, Xu Y, Tian R, Wang Y, Li P, Li J, Bai H, Zhu H, Wang D. Patterned vascularization in a directional ice-templated scaffold of decellularized matrix. Eng Life Sci 2021; 21:683-692. [PMID: 34690638 PMCID: PMC8518570 DOI: 10.1002/elsc.202100034] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 06/02/2021] [Accepted: 06/21/2021] [Indexed: 11/22/2022] Open
Abstract
Vascularization is fundamental for large-scale tissue engineering. Most of the current vascularization strategies including microfluidics and three-dimensional (3D) printing aim to precisely fabricate microchannels for individual microvessels. However, few studies have examined the remodeling capacity of the microvessels in the engineered constructs, which is important for transplantation in vivo. Here we present a method for patterning microvessels in a directional ice-templated scaffold of decellularized porcine kidney extracellular matrix. The aligned microchannels made by directional ice templating allowed for fast and efficient cell seeding. The pure decellularized matrix without any fixatives or cross-linkers maximized the potential of tissue remodeling. Dramatical microvascular remodeling happened in the scaffold in 2 weeks, from small primary microvessel segments to long patterned microvessels. The majority of the microvessels were aligned in parallel and interconnected with each other to form a network. This method is compatible with other engineering techniques, such as microfluidics and 3D printing, and multiple cell types can be co-cultured to make complex vascularized tissue and organ models.
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Affiliation(s)
- Li Shen
- Institute for Translational MedicineThe Affiliated Hospital of Qingdao UniversityMedical CollegeQingdao UniversityQingdaoP. R. China
- School of Basic MedicineQingdao UniversityQingdaoP. R. China
| | - Xiuyue Song
- Institute for Translational MedicineThe Affiliated Hospital of Qingdao UniversityMedical CollegeQingdao UniversityQingdaoP. R. China
| | - Yalan Xu
- Institute for Translational MedicineThe Affiliated Hospital of Qingdao UniversityMedical CollegeQingdao UniversityQingdaoP. R. China
| | - Runhua Tian
- Department of Clinical LaboratoryThe Affiliated Hospital of Qingdao UniversityQingdaoP. R. China
| | - Yin Wang
- Institute for Translational MedicineThe Affiliated Hospital of Qingdao UniversityMedical CollegeQingdao UniversityQingdaoP. R. China
| | - Peifeng Li
- Institute for Translational MedicineThe Affiliated Hospital of Qingdao UniversityMedical CollegeQingdao UniversityQingdaoP. R. China
| | - Jing Li
- Institute for Translational MedicineThe Affiliated Hospital of Qingdao UniversityMedical CollegeQingdao UniversityQingdaoP. R. China
| | - Hao Bai
- State Key Laboratory of Chemical EngineeringCollege of Chemical and Biological EngineeringZhejiang UniversityHangzhouP. R. China
| | - Hai Zhu
- Department of UrologyQingdao Municipal Hospital Affiliated to Qingdao UniversityQingdaoP. R. China
| | - Dong Wang
- Institute for Translational MedicineThe Affiliated Hospital of Qingdao UniversityMedical CollegeQingdao UniversityQingdaoP. R. China
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11
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Shin DS, Anseth KS. Recent advances in 3D models of tumor invasion. CURRENT OPINION IN BIOMEDICAL ENGINEERING 2021; 19:100310. [PMID: 34308009 PMCID: PMC8294077 DOI: 10.1016/j.cobme.2021.100310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
This review presents recent advances in the design of in vitro cancer models to study tumor cell migration, metastasis, and invasion in three-dimensions (3D). These cancer models are divided into two categories based on the biophysiological processes and structures simulated, namely (i) spheroid invasion models or (ii) vascularization models. Some recent advances to spheroid invasion models include new methods to make them amenable to high-throughput settings. In vascularization models, cancer cell extravasation, intravasation, and angiogenesis have been emulated. Finally, 3D bioprinting and microfluidic technologies are allowing researchers to recapitulate some of the complex architectural and microenvironmental changes that can drive cancer cells migration from the extracellular matrix and basement membrane to blood vessels.
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Affiliation(s)
- Della S. Shin
- Department of Chemical and Biological Engineering, University of Colorado Boulder, Boulder, CO, USA 80303
| | - Kristi S. Anseth
- Department of Chemical and Biological Engineering, University of Colorado Boulder, Boulder, CO, USA 80303
- BioFrontiers Institute, University of Colorado Boulder, Boulder, CO, USA 80303
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12
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Hipólito A, Martins F, Mendes C, Lopes-Coelho F, Serpa J. Molecular and Metabolic Reprogramming: Pulling the Strings Toward Tumor Metastasis. Front Oncol 2021; 11:656851. [PMID: 34150624 PMCID: PMC8209414 DOI: 10.3389/fonc.2021.656851] [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: 01/21/2021] [Accepted: 05/11/2021] [Indexed: 12/12/2022] Open
Abstract
Metastasis is a major hurdle to the efficient treatment of cancer, accounting for the great majority of cancer-related deaths. Although several studies have disclosed the detailed mechanisms underlying primary tumor formation, the emergence of metastatic disease remains poorly understood. This multistep process encompasses the dissemination of cancer cells to distant organs, followed by their adaptation to foreign microenvironments and establishment in secondary tumors. During the last decades, it was discovered that these events may be favored by particular metabolic patterns, which are dependent on reprogrammed signaling pathways in cancer cells while they acquire metastatic traits. In this review, we present current knowledge of molecular mechanisms that coordinate the crosstalk between metastatic signaling and cellular metabolism. The recent findings involving the contribution of crucial metabolic pathways involved in the bioenergetics and biosynthesis control in metastatic cells are summarized. Finally, we highlight new promising metabolism-based therapeutic strategies as a putative way of impairing metastasis.
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Affiliation(s)
- Ana Hipólito
- CEDOC, Chronic Diseases Research Centre, NOVA Medical School
- Faculdade de Ciências Médicas, Universidade NOVA de Lisboa, Lisboa, Portugal.,Unidade de Investigação em Patobiologia Molecular (UIPM), Instituto Português de Oncologia de Lisboa Francisco Gentil (IPOLFG), Lisboa, Portugal
| | - Filipa Martins
- CEDOC, Chronic Diseases Research Centre, NOVA Medical School
- Faculdade de Ciências Médicas, Universidade NOVA de Lisboa, Lisboa, Portugal.,Unidade de Investigação em Patobiologia Molecular (UIPM), Instituto Português de Oncologia de Lisboa Francisco Gentil (IPOLFG), Lisboa, Portugal
| | - Cindy Mendes
- CEDOC, Chronic Diseases Research Centre, NOVA Medical School
- Faculdade de Ciências Médicas, Universidade NOVA de Lisboa, Lisboa, Portugal.,Unidade de Investigação em Patobiologia Molecular (UIPM), Instituto Português de Oncologia de Lisboa Francisco Gentil (IPOLFG), Lisboa, Portugal
| | - Filipa Lopes-Coelho
- CEDOC, Chronic Diseases Research Centre, NOVA Medical School
- Faculdade de Ciências Médicas, Universidade NOVA de Lisboa, Lisboa, Portugal.,Unidade de Investigação em Patobiologia Molecular (UIPM), Instituto Português de Oncologia de Lisboa Francisco Gentil (IPOLFG), Lisboa, Portugal
| | - Jacinta Serpa
- CEDOC, Chronic Diseases Research Centre, NOVA Medical School
- Faculdade de Ciências Médicas, Universidade NOVA de Lisboa, Lisboa, Portugal.,Unidade de Investigação em Patobiologia Molecular (UIPM), Instituto Português de Oncologia de Lisboa Francisco Gentil (IPOLFG), Lisboa, Portugal
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13
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Chiou AE, Hinckley JA, Khaitan R, Varsano N, Wang J, Malarkey HF, Hernandez CJ, Williams RM, Estroff LA, Weiner S, Addadi L, Wiesner UB, Fischbach C. Fluorescent Silica Nanoparticles to Label Metastatic Tumor Cells in Mineralized Bone Microenvironments. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2021; 17:e2001432. [PMID: 32462807 PMCID: PMC7704907 DOI: 10.1002/smll.202001432] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Revised: 04/20/2020] [Accepted: 04/21/2020] [Indexed: 05/05/2023]
Abstract
During breast cancer bone metastasis, tumor cells interact with bone microenvironment components including inorganic minerals. Bone mineralization is a dynamic process and varies spatiotemporally as a function of cancer-promoting conditions such as age and diet. The functional relationship between skeletal dissemination of tumor cells and bone mineralization, however, is unclear. Standard histological analysis of bone metastasis frequently relies on prior demineralization of bone, while methods that maintain mineral are often harsh and damage fluorophores commonly used to label tumor cells. Here, fluorescent silica nanoparticles (SNPs) are introduced as a robust and versatile labeling strategy to analyze tumor cells within mineralized bone. SNP uptake and labeling efficiency of MDA-MB-231 breast cancer cells is characterized with cryo-scanning electron microscopy and different tissue processing methods. Using a 3D in vitro model of marrow-containing, mineralized bone as well as an in vivo model of bone metastasis, SNPs are demonstrated to allow visualization of labeled tumor cells in mineralized bone using various imaging modalities including widefield, confocal, and light sheet microscopy. This work suggests that SNPs are valuable tools to analyze tumor cells within mineralized bone using a broad range of bone processing and imaging techniques with the potential to increase the understanding of bone metastasis.
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Affiliation(s)
- Aaron E Chiou
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Joshua A Hinckley
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, NY, 14853, USA
- Department of Materials Science and Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Rupal Khaitan
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Neta Varsano
- Department of Structural Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Jonathan Wang
- Division of Nutritional Sciences, Cornell University, Ithaca, NY, 14853, USA
| | - Henry F Malarkey
- Department of Applied and Engineering Physics, Cornell University, Ithaca, NY, 14853, USA
| | - Christopher J Hernandez
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, 14853, USA
- Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Rebecca M Williams
- Biotechnology Resource Center Imaging Facility, Cornell University, Ithaca, NY, 14853, USA
| | - Lara A Estroff
- Department of Materials Science and Engineering, Cornell University, Ithaca, NY, 14853, USA
- Kavli Institute at Cornell for Nanoscale Science, Cornell University, Ithaca, NY, 14853, USA
| | - Steve Weiner
- Department of Structural Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Lia Addadi
- Department of Structural Biology, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Ulrich B Wiesner
- Department of Materials Science and Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Claudia Fischbach
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, 14853, USA
- Kavli Institute at Cornell for Nanoscale Science, Cornell University, Ithaca, NY, 14853, USA
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14
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Cheng X, Cheng K. Visualizing cancer extravasation: from mechanistic studies to drug development. Cancer Metastasis Rev 2021; 40:71-88. [PMID: 33156478 PMCID: PMC7897269 DOI: 10.1007/s10555-020-09942-2] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Accepted: 10/27/2020] [Indexed: 02/06/2023]
Abstract
Metastasis is a multistep process that accounts for the majority of cancer-related death. By the end of metastasize dissemination, circulating tumor cells (CTC) need to extravasate the blood vessels at metastatic sites to form new colonization. Although cancer cell extravasation is a crucial step in cancer metastasis, it has not been successfully targeted by current anti-metastasis strategies due to the lack of a thorough understanding of the molecular mechanisms that regulate this process. This review focuses on recent progress in cancer extravasation visualization techniques, including the development of both in vitro and in vivo cancer extravasation models, that shed light on the underlying mechanisms. Specifically, multiple cancer extravasation stages, such as the adhesion to the endothelium and transendothelial migration, are successfully probed using these technologies. Moreover, the roles of different cell adhesive molecules, chemokines, and growth factors, as well as the mechanical factors in these stages are well illustrated. Deeper understandings of cancer extravasation mechanisms offer us new opportunities to escalate the discovery of anti-extravasation drugs and therapies and improve the prognosis of cancer patients.
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Affiliation(s)
- Xiao Cheng
- Joint Department of Biomedical Engineering, North Carolina State University & University of North Carolina at Chapel Hill, Raleigh, NC, USA
- Department of Molecular Biomedical Sciences, North Carolina State University, Raleigh, NC, 27607, USA
| | - Ke Cheng
- Joint Department of Biomedical Engineering, North Carolina State University & University of North Carolina at Chapel Hill, Raleigh, NC, USA.
- Department of Molecular Biomedical Sciences, North Carolina State University, Raleigh, NC, 27607, USA.
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15
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Vitale C, Fedi A, Marrella A, Varani G, Fato M, Scaglione S. 3D Perfusable Hydrogel Recapitulating the Cancer Dynamic Environment to in Vitro Investigate Metastatic Colonization. Polymers (Basel) 2020; 12:E2467. [PMID: 33114344 PMCID: PMC7690854 DOI: 10.3390/polym12112467] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2020] [Revised: 10/19/2020] [Accepted: 10/22/2020] [Indexed: 12/13/2022] Open
Abstract
Metastasis is a dynamic process involving the dissemination of circulating tumor cells (CTCs) through blood flow to distant tissues within the body. Nevertheless, the development of an in vitro platform that dissects the crucial steps of metastatic cascade still remains a challenge. We here developed an in vitro model of extravasation composed of (i) a single channel-based 3D cell laden hydrogel representative of the metastatic site, (ii) a circulation system recapitulating the bloodstream where CTCs can flow. Two polymers (i.e., fibrin and alginate) were tested and compared in terms of mechanical and biochemical proprieties. Computational fluid-dynamic (CFD) simulations were also performed to predict the fluid dynamics within the polymeric matrix and, consequently, the optimal culture conditions. Next, once the platform was validated through perfusion tests by fluidically connecting the hydrogels with the external circuit, highly metastatic breast cancer cells (MDA-MB-231) were injected and exposed to physiological wall shear stress (WSS) conditions (5 Dyn/cm2) to assess their migration toward the hydrogel. Results indicated that CTCs arrested and colonized the polymeric matrix, showing that this platform can be an effective fluidic system to model the first steps occurring during the metastatic cascade as well as a potential tool to in vitro elucidate the contribution of hemodynamics on cancer dissemination to a secondary site.
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Affiliation(s)
- Chiara Vitale
- National Research Council of Italy, Institute of Electronic, Computer and Telecommunications (IEIIT) Institute, 16149 Genoa, Italy; (C.V.); (A.F.); (G.V.); (M.F.); (S.S.)
| | - Arianna Fedi
- National Research Council of Italy, Institute of Electronic, Computer and Telecommunications (IEIIT) Institute, 16149 Genoa, Italy; (C.V.); (A.F.); (G.V.); (M.F.); (S.S.)
- Department of Computer Science, Bioengineering, Robotics and Systems Engineering, University of Genoa, 16126 Genoa, Italy
| | - Alessandra Marrella
- National Research Council of Italy, Institute of Electronic, Computer and Telecommunications (IEIIT) Institute, 16149 Genoa, Italy; (C.V.); (A.F.); (G.V.); (M.F.); (S.S.)
| | - Gabriele Varani
- National Research Council of Italy, Institute of Electronic, Computer and Telecommunications (IEIIT) Institute, 16149 Genoa, Italy; (C.V.); (A.F.); (G.V.); (M.F.); (S.S.)
| | - Marco Fato
- National Research Council of Italy, Institute of Electronic, Computer and Telecommunications (IEIIT) Institute, 16149 Genoa, Italy; (C.V.); (A.F.); (G.V.); (M.F.); (S.S.)
- Department of Computer Science, Bioengineering, Robotics and Systems Engineering, University of Genoa, 16126 Genoa, Italy
| | - Silvia Scaglione
- National Research Council of Italy, Institute of Electronic, Computer and Telecommunications (IEIIT) Institute, 16149 Genoa, Italy; (C.V.); (A.F.); (G.V.); (M.F.); (S.S.)
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16
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Connolly S, Newport D, McGourty K. The mechanical responses of advecting cells in confined flow. BIOMICROFLUIDICS 2020; 14:031501. [PMID: 32454924 PMCID: PMC7200165 DOI: 10.1063/5.0005154] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Accepted: 04/21/2020] [Indexed: 05/03/2023]
Abstract
Fluid dynamics have long influenced cells in suspension. Red blood cells and white blood cells are advected through biological microchannels in both the cardiovascular and lymphatic systems and, as a result, are subject to a wide variety of complex fluidic forces as they pass through. In vivo, microfluidic forces influence different biological processes such as the spreading of infection, cancer metastasis, and cell viability, highlighting the importance of fluid dynamics in the blood and lymphatic vessels. This suggests that in vitro devices carrying cell suspensions may influence the viability and functionality of cells. Lab-on-a-chip, flow cytometry, and cell therapies involve cell suspensions flowing through microchannels of approximately 100-800 μ m. This review begins by examining the current fundamental theories and techniques behind the fluidic forces and inertial focusing acting on cells in suspension, before exploring studies that have investigated how these fluidic forces affect the reactions of suspended cells. In light of these studies' findings, both in vivo and in vitro fluidic cell microenvironments shall also be discussed before concluding with recommendations for the field.
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Affiliation(s)
- S Connolly
- School of Engineering, Bernal Institute, University of Limerick, Limerick V94 T9PX, Ireland
| | - D Newport
- School of Engineering, Bernal Institute, University of Limerick, Limerick V94 T9PX, Ireland
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