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Li C, Holman JB, Shi Z, Qiu B, Ding W. On-chip modeling of tumor evolution: Advances, challenges and opportunities. Mater Today Bio 2023; 21:100724. [PMID: 37483380 PMCID: PMC10359640 DOI: 10.1016/j.mtbio.2023.100724] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Revised: 06/16/2023] [Accepted: 07/06/2023] [Indexed: 07/25/2023] Open
Abstract
Tumor evolution is the accumulation of various tumor cell behaviors from tumorigenesis to tumor metastasis and is regulated by the tumor microenvironment (TME). However, the mechanism of solid tumor progression has not been completely elucidated, and thus, the development of tumor therapy is still limited. Recently, Tumor chips constructed by culturing tumor cells and stromal cells on microfluidic chips have demonstrated great potential in modeling solid tumors and visualizing tumor cell behaviors to exploit tumor progression. Herein, we review the methods of developing engineered solid tumors on microfluidic chips in terms of tumor types, cell resources and patterns, the extracellular matrix and the components of the TME, and summarize the recent advances of microfluidic chips in demonstrating tumor cell behaviors, including proliferation, epithelial-to-mesenchymal transition, migration, intravasation, extravasation and immune escape of tumor cells. We also outline the combination of tumor organoids and microfluidic chips to elaborate tumor organoid-on-a-chip platforms, as well as the practical limitations that must be overcome.
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Affiliation(s)
- Chengpan Li
- Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, Anhui, 230027, China
- Center for Biomedical Imaging, University of Science and Technology of China, Hefei, Anhui, 230027, China
| | - Joseph Benjamin Holman
- Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, Anhui, 230027, China
| | - Zhengdi Shi
- Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, Anhui, 230027, China
| | - Bensheng Qiu
- Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, Anhui, 230027, China
- Center for Biomedical Imaging, University of Science and Technology of China, Hefei, Anhui, 230027, China
| | - Weiping Ding
- Department of Oncology, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, 230001, China
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2
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Zhang F, Zhang R, Wei M, Li G. A machine learning based approach for quantitative evaluation of cell migration in Transwell assays based on deformation characteristics. Analyst 2023; 148:1371-1382. [PMID: 36857714 DOI: 10.1039/d2an01882a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
Abstract
Many pathological and physiological processes, including embryonic development, immune response and cancer metastasis, involve studies on cell migration, and especially detection methods, for which it is difficult to satisfy the requirements for rapid and quantitative evaluation and analysis. In view of the shortcomings in simultaneously quantifying the number of migrated cells and non-migrated cells using Transwell assays, we propose a novelty approach for the evaluation of cell migration by distinguishing whether the cells have migrated based on the regularity of the cell morphology changes. Traditionally, the status of living cells and dead cells are detected and analyzed by machine learning using some common morphological characteristics, e.g., area and perimeter of the cells. However, the accuracy of detecting whether cells have migrated or not using these common characteristics is not high, and the characteristics are not appropriate for our studies. Therefore, from the point of view of mechanism analysis for the migration behavior, we examined the regularity of different morphology changes of migrated cells and non-migrated cells, and thus discovered the distinguishable morphological characteristics. Then, two deformation characteristics, deformation index and taper index are proposed. Then, a machine learning based algorithm that can identify migrated cells according to the proposed deformation characteristics was devised. In addition, images of migrated cells and non-migrated cells were obtained from the Transwell assays. This algorithm was trained, and was able to successfully identify migrated cells with an accuracy of 84% using the proposed morphological characteristics. This method greatly improves the identification accuracy when compared with the identification of traditional characteristics of which the accuracy was about 54.7%. This machine learning based method might be employed as a potential tool for cell counting and evaluation of cell migration with the aim of reducing time and improving automation compared with the traditional method. This method is effective, rapid, and incorporate advances in artificial intelligence which could be used for adapting the current evaluation methods.
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Affiliation(s)
- Fei Zhang
- School of Electrical and Information Engineering, Jiangsu University, Zhenjiang, Jiangsu 212013, China.
| | - Rongbiao Zhang
- School of Electrical and Information Engineering, Jiangsu University, Zhenjiang, Jiangsu 212013, China.
| | - Mingji Wei
- School of Electrical and Information Engineering, Jiangsu University, Zhenjiang, Jiangsu 212013, China.
| | - Guoxiao Li
- School of Information Engineering, Jiangsu Vocational College of Agriculture and Forestry, Jurong, Jiangsu 212400, China
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3
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The interface between biochemical signaling and cell mechanics shapes T lymphocyte migration and activation. Eur J Cell Biol 2022; 101:151236. [DOI: 10.1016/j.ejcb.2022.151236] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 05/06/2022] [Accepted: 05/07/2022] [Indexed: 11/18/2022] Open
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4
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Microfluidic and Microscale Assays to Examine Regenerative Strategies in the Neuro Retina. MICROMACHINES 2020; 11:mi11121089. [PMID: 33316971 PMCID: PMC7763644 DOI: 10.3390/mi11121089] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Revised: 12/03/2020] [Accepted: 12/05/2020] [Indexed: 12/15/2022]
Abstract
Bioengineering systems have transformed scientific knowledge of cellular behaviors in the nervous system (NS) and pioneered innovative, regenerative therapies to treat adult neural disorders. Microscale systems with characteristic lengths of single to hundreds of microns have examined the development and specialized behaviors of numerous neuromuscular and neurosensory components of the NS. The visual system is comprised of the eye sensory organ and its connecting pathways to the visual cortex. Significant vision loss arises from dysfunction in the retina, the photosensitive tissue at the eye posterior that achieves phototransduction of light to form images in the brain. Retinal regenerative medicine has embraced microfluidic technologies to manipulate stem-like cells for transplantation therapies, where de/differentiated cells are introduced within adult tissue to replace dysfunctional or damaged neurons. Microfluidic systems coupled with stem cell biology and biomaterials have produced exciting advances to restore vision. The current article reviews contemporary microfluidic technologies and microfluidics-enhanced bioassays, developed to interrogate cellular responses to adult retinal cues. The focus is on applications of microfluidics and microscale assays within mammalian sensory retina, or neuro retina, comprised of five types of retinal neurons (photoreceptors, horizontal, bipolar, amacrine, retinal ganglion) and one neuroglia (Müller), but excludes the non-sensory, retinal pigmented epithelium.
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5
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Wang YH, Wang DR, Guo YC, Liu JY, Pan J. The application of bone marrow mesenchymal stem cells and biomaterials in skeletal muscle regeneration. Regen Ther 2020; 15:285-294. [PMID: 33426231 PMCID: PMC7770413 DOI: 10.1016/j.reth.2020.11.002] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2020] [Revised: 11/07/2020] [Accepted: 11/16/2020] [Indexed: 02/08/2023] Open
Abstract
Skeletal muscle injuries have bothered doctors and caused great burdens to the public medical insurance system for a long time. Once injured, skeletal muscles usually go through the processes of inflammation, repairing and remodeling. If repairing and remodeling stages are out of balance, scars will be formed to replace injured skeletal muscles. At present, clinicians usually use conventional methods to restore the injured skeletal muscles, such as flap transplantation. However, flap transplantation sometimes needs to sacrifice healthy autologous tissues and will bring extra harm to patients. In recent years, stem cells-based tissue engineering provides us new treatment ideas for skeletal muscle injuries. Stem cells are cells with multiple differentiation potential and have ability to differentiate into adult cells under special condition. Skeletal muscle tissues also have stem cells, called satellite cells, but they are in small amount and new muscle fibers that derived from them may not be enough to replace injured fibers. Bone marrow mesenchymal stem cells (BM-MSCs) could promote musculoskeletal tissue regeneration and activate the myogenic differentiation of satellite cells. Biomaterial is another important factor to promote tissue regeneration and greatly enhance physiological activities of stem cells in vivo. The combined use of stem cells and biomaterials will gradually become a mainstream to restore injured skeletal muscles in the future. This review article mainly focuses on the review of research about the application of BM-MSCs and several major biomaterials in skeletal muscle regeneration over the past decades.
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Key Words
- 3D-ECM, three dimensional extracellular matrix
- ASCs, adipose stem cells
- BDNF, brain derived neurotrophic factor
- BM-MSCs
- BM-MSCs, bone marrow mesenchymal stem cells
- Biomaterial
- CREB, cAMP- response element binding protein
- DPSCs, dental pulp stem cells
- Differentiation
- ECM, extracellular matrix
- ECs, endothelial cells
- EGF, epidermal growth factor
- FGF, fibroblast growth factor
- FGF-2, fibroblast growth factor-2
- GCSF, granulocyte colony-stimulating factor
- GDNF, glial derived neurotrophic factor
- GPT, gelatin-poly(ethylene glycol)- tyramine
- HGF, hepatocyte growth factor
- IGF-1, insulin-like growth factor-1
- IL, interleukin
- LIF, leukemia inhibitory factor
- MRF, myogenic muscle factor
- NSAIDs, non-steroidal drugs
- PDGF-BB, platelet derived growth factor-BB
- PGE2, prostaglandin E2
- PRP, platelet rich plasma
- S1P, sphingosine 1-phosphate
- SDF-1, stromal cell derived factor-1
- Skeletal muscle injury
- TGF-β, transforming growth factor-β
- Tissue regeneration
- TrkB, tyrosine kinaseB
- VEGF, vascular endothelial growth factor
- VML, volumetric muscle loss
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Affiliation(s)
- Yu-Hao Wang
- State Key Laboratory of Oral Disease, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, PR China.,National Clinical Research Center for Oral Diseases & Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, PR China.,National Engineering Laboratory for Oral Regenerative Medicine, West China Hospital of Stomatology, Sichuan University, Chengdu, Sichuan Province, 610041, PR China
| | - Dian-Ri Wang
- State Key Laboratory of Oral Disease, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, PR China.,National Clinical Research Center for Oral Diseases & Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, PR China.,National Engineering Laboratory for Oral Regenerative Medicine, West China Hospital of Stomatology, Sichuan University, Chengdu, Sichuan Province, 610041, PR China
| | - Yu-Chen Guo
- State Key Laboratory of Oral Disease, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, PR China.,National Clinical Research Center for Oral Diseases & Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, PR China
| | - Ji-Yuan Liu
- State Key Laboratory of Oral Disease, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, PR China.,National Clinical Research Center for Oral Diseases & Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, PR China
| | - Jian Pan
- State Key Laboratory of Oral Disease, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, PR China.,National Clinical Research Center for Oral Diseases & Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, PR China.,National Engineering Laboratory for Oral Regenerative Medicine, West China Hospital of Stomatology, Sichuan University, Chengdu, Sichuan Province, 610041, PR China
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6
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Peña JS, Vazquez M. VEGF Upregulates EGFR Expression to Stimulate Chemotactic Behaviors in the rMC-1 Model of Müller Glia. Brain Sci 2020; 10:E330. [PMID: 32485834 PMCID: PMC7348795 DOI: 10.3390/brainsci10060330] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2020] [Revised: 03/28/2020] [Accepted: 05/27/2020] [Indexed: 12/14/2022] Open
Abstract
Progressive vision loss in adults has become increasingly prevalent worldwide due to retinopathies associated with aging, genetics, and epigenetic factors that damage the retinal microvasculature. Insufficient supply of oxygen and/or nutrients upregulates factors such as vascular endothelial growth factor (VEGF) and epidermal growth factor (EGF), which can induce abnormal angiogenesis and damage the structural arrangement of the retinal blood barrier (BRB). Müller glia (MG) regulate the diffusion of essential compounds across the BRB and respond to retinal insults via reactive gliosis, which includes cell hypertrophy, migration, and/or proliferation near areas of elevated VEGF concentration. Increasing concentrations of exogenous VEGF, upregulated by retinal pigmented epithelium cells, and endogenous epidermal growth factor receptor (EGF-R) stimulation in MG, implicated in MG proliferative and migratory behavior, often lead to progressive and permanent vision loss. Our project examined the chemotactic responses of the rMC-1 cell line, a mammalian MG model, toward VEGF and EGF signaling fields in transwell assays, and within respective concentration gradient fields produced in the glia line (gLL) microfluidic system previously described by our group. rMC-1 receptor expression in defined ligand fields was also evaluated using quantitative polymerase chain reaction (qPCR) and immunocytochemical staining. Results illustrate dramatic increases in rMC-1 chemotactic responses towards EGF gradient fields after pre-treatment with VEGF. In addition, qPCR illustrated significant upregulation of EGF-R upon VEGF pre-treatment, which was higher than that induced by its cognate ligand, EGF. These results suggest interplay of molecular pathways between VEGF and EGF-R that have remained understudied in MG but are significant to the development of effective anti-VEGF treatments needed for a variety of retinopathies.
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Affiliation(s)
| | - Maribel Vazquez
- Department of Biomedical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ 08854, USA;
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7
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Liang W, Xia B, He C, Zhai G, Li M, Zhou J. Overexpression of LINC00691 promotes the proliferation and invasion of gastric cancer cells via the Janus kinase/signal transducer and activator of transcription signalling pathway. Int J Biochem Cell Biol 2020; 123:105751. [PMID: 32330554 DOI: 10.1016/j.biocel.2020.105751] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Revised: 03/21/2020] [Accepted: 04/16/2020] [Indexed: 12/31/2022]
Abstract
This report aims to explore how LINC00691 regulates the proliferation and invasion of gastric cancer (GC). Clinical tissue and serum samples, as well as specimens in the Cancer Genome Atlas (TCGA) database, were used to analyse the expression of LINC00691 in GC. Our data indicated that the expression of LINC00691 in GC was significantly higher than that in healthy controls and was associated with clinicopathological features and survival time. In the GC cell lines MKN-45 and HGC-27, the knockdown of LINC00691 suppressed proliferation, colony formation, migration, and invasion. Bioinformatics analysis and luciferase reporter gene experiments showed that LINC00691 activated Lin28 transcription. Western blot analysis indicated that the knockdown of LINC00691 contributed to the decreased expression of p-JAK2 and p-STAT3 in GC cells. The Janus kinase/signal transducer and activator of transcription (JAK/STAT) signalling pathway inhibitor ruxolitinib effectively suppressed the effects of LINC00691. In addition, both LINC00691 and Lin28 promoted the expression of epidermal growth factor (EGF). Therefore, our study clarified that LINC00691 is highly expressed in GC and is a potential biomarker for GC diagnosis and prognosis. LINC00691 promotes the proliferation and invasion of GC cells by activating Lin28 transcription and facilitating EGF expression through the JAK/STAT signalling pathway, which provides new ideas for targeted therapy of GC.
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Affiliation(s)
- Wei Liang
- Department of Laboratory Medicine, Suzhou Municipal Hospital North, Nanjing Medical University Affiliated Suzhou Hospital, Suzhou 215008, China.
| | - Bin Xia
- Department of Laboratory Medicine, The Affiliated Suzhou Science and Technology Town Hospital of Nanjing Medical University, Suzhou 215153, China
| | - Chao He
- Suzhou Cancer Center Core Laboratory, Nanjing Medical University Affiliated Suzhou Hospital, Suzhou 215008, China
| | - Guanghua Zhai
- Department of Laboratory Medicine, Suzhou Municipal Hospital North, Nanjing Medical University Affiliated Suzhou Hospital, Suzhou 215008, China
| | - Meifen Li
- Department of Laboratory Medicine, Suzhou Municipal Hospital North, Nanjing Medical University Affiliated Suzhou Hospital, Suzhou 215008, China
| | - Jundong Zhou
- Suzhou Cancer Center Core Laboratory, Nanjing Medical University Affiliated Suzhou Hospital, Suzhou 215008, China.
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8
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Mishra S, Peña JS, Redenti S, Vazquez M. A novel electro-chemotactic approach to impact the directional migration of transplantable retinal progenitor cells. Exp Eye Res 2019; 185:107688. [PMID: 31185219 DOI: 10.1016/j.exer.2019.06.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2019] [Revised: 06/02/2019] [Accepted: 06/04/2019] [Indexed: 12/23/2022]
Abstract
Photoreceptor degeneration is a significant cause of visual impairment in the United States and globally. Cell replacement therapy shows great promise in restoring vision by transplanting stem-like cells into the sub-retinal space as substitutes for damaged photoreceptors. However, vision repair via transplantation has been limited, in large part, by low numbers of replacement cells able to migrate into damaged retinal tissue and integrate with native photoreceptors. Projects have used external chemical fields and applied electric fields to induce the chemotaxis and electrotaxis of replacement cells, respectively, with limited success. However, the application of combined electro-chemotactic fields in directing cells within biomaterials and host tissue has been surprisingly understudied. The current work examined the ability of combined electro-chemotactic fields to direct the migration of transplantable retinal progenitor cells (RPCs) in controlled microenvironments. Experiments used our established galvano-microfluidic system (Gal-MμS) to generate tunable chemotactic concentration fields with and without superimposed electric fields. Result illustrate that combination fields increased the distance migrated by RPCs by over three times that seen in either field, individually, and with greater directionality towards increasing gradients. Interestingly, immunofluorescence assays showed no significant differences in the distribution of the total and/or activated cognate receptor of interest, indicating that changes in ligand binding alone were not responsible for the measured increases in migration. Bioinformatics analysis was then performed to identity potential, synergistic mechanistic pathways involved in the electro-chemotaxis measured. Results indicate that increased RPC migration in electro-chemotactic fields may arise from down-regulation of cell adhesion proteins in tandem with up-regulation of cytoskeletal regulation proteins. These comprehensive results point towards a novel migration-targeted treatment that may dramatically improve transplantation outcomes as well as elucidate unreported synergy across biological mechanisms in response to electro-chemotactic fields.
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Affiliation(s)
| | - Juan S Peña
- Department of Biomedical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
| | | | - Maribel Vazquez
- Department of Biomedical Engineering, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA.
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9
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Pena J, Dulger N, Singh T, Zhou J, Majeska R, Redenti S, Vazquez M. Controlled microenvironments to evaluate chemotactic properties of cultured Müller glia. Exp Eye Res 2018; 173:129-137. [PMID: 29753729 DOI: 10.1016/j.exer.2018.05.005] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2018] [Revised: 05/08/2018] [Accepted: 05/09/2018] [Indexed: 12/20/2022]
Abstract
Emerging therapies have begun to evaluate the abilities of Müller glial cells (MGCs) to protect and/or regenerate neurons following retina injury. The migration of donor cells is central to many reparative strategies, where cells must achieve appropriate positioning to facilitate localized repair. Although chemical cues have been implicated in the MGC migratory responses of numerous retinopathies, MGC-based therapies have yet to explore the extent to which external biochemical stimuli can direct MGC behavior. The current study uses a microfluidics-based assay to evaluate the migration of cultured rMC-1 cells (as model MGC) in response to quantitatively-controlled microenvironments of signaling factors implicated in retinal regeneration: basic Fibroblast Growth factor (bFGF or FGF2); Fibroblast Growth factor 8 (FGF8); Vascular Endothelial Growth Factor (VEGF); and Epidermal Growth Factor (EGF). Findings indicate that rMC-1 cells exhibited minimal motility in response to FGF2, FGF8 and VEGF, but highly-directional migration in response to EGF. Further, the responses were blocked by inhibitors of EGF-R and of the MAPK signaling pathway. Significantly, microfluidics data demonstrate that changes in the EGF gradient (i.e. change in EGF concentration over distance) resulted in the directional chemotactic migration of the cells. By contrast, small increases in EGF concentration, alone, resulted in non-directional cell motility, or chemokinesis. This microfluidics-enhanced approach, incorporating the ability both to modulate and asses the responses of motile donor cells to a range of potential chemotactic stimuli, can be applied to potential donor cell populations obtained directly from human specimens, and readily expanded to incorporate drug-eluting biomaterials and combinations of desired ligands.
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Affiliation(s)
- Juan Pena
- The City College of New York, Department of Biomedical Engineering, 160 Convent Ave., Steinman Hall ST-403D, New York, NY, 10031, USA
| | - Nihan Dulger
- The City College of New York, Department of Biomedical Engineering, 160 Convent Ave., Steinman Hall ST-403D, New York, NY, 10031, USA
| | - Tanya Singh
- The City College of New York, Department of Biomedical Engineering, 160 Convent Ave., Steinman Hall ST-403D, New York, NY, 10031, USA
| | - Jing Zhou
- Lehman College, Department of Biology, 250 Bedford Park Blvd, Bronx, NY, 10468, USA
| | - Robert Majeska
- The City College of New York, Department of Biomedical Engineering, 160 Convent Ave., Steinman Hall ST-403D, New York, NY, 10031, USA
| | - Stephen Redenti
- Lehman College, Department of Biology, 250 Bedford Park Blvd, Bronx, NY, 10468, USA; The Graduate Center of the City University of New York, New York, NY, 10016, USA
| | - Maribel Vazquez
- The City College of New York, Department of Biomedical Engineering, 160 Convent Ave., Steinman Hall ST-403D, New York, NY, 10031, USA; The Graduate Center of the City University of New York, New York, NY, 10016, USA.
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10
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Thakur A, Mishra S, Pena J, Zhou J, Redenti S, Majeska R, Vazquez M. Collective adhesion and displacement of retinal progenitor cells upon extracellular matrix substrates of transplantable biomaterials. J Tissue Eng 2018; 9:2041731417751286. [PMID: 29344334 PMCID: PMC5764132 DOI: 10.1177/2041731417751286] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2017] [Accepted: 12/07/2017] [Indexed: 12/11/2022] Open
Abstract
Strategies to replace retinal photoreceptors lost to damage or disease rely upon the migration of replacement cells transplanted into sub-retinal spaces. A significant obstacle to the advancement of cell transplantation for retinal repair is the limited migration of transplanted cells into host retina. In this work, we examine the adhesion and displacement responses of retinal progenitor cells on extracellular matrix substrates found in retina as well as widely used in the design and preparation of transplantable scaffolds. The data illustrate that retinal progenitor cells exhibit unique adhesive and displacement dynamics in response to poly-l-lysine, fibronectin, laminin, hyaluronic acid, and Matrigel. These findings suggest that transplantable biomaterials can be designed to improve cell integration by incorporating extracellular matrix substrates that affect the migratory behaviors of replacement cells.
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Affiliation(s)
- Ankush Thakur
- Department of Biomedical Engineering, The City College of New York, New York, NY, USA
| | - Shawn Mishra
- Department of Biomedical Engineering, The City College of New York, New York, NY, USA
| | - Juan Pena
- Department of Biomedical Engineering, The City College of New York, New York, NY, USA
| | - Jing Zhou
- Department of Biology, Lehman College, Bronx, NY, USA.,Biology, The Graduate Center, The City University of New York, New York, NY, USA
| | - Stephen Redenti
- Department of Biology, Lehman College, Bronx, NY, USA.,Biology, The Graduate Center, The City University of New York, New York, NY, USA.,Biochemistry, The Graduate Center, The City University of New York, New York, NY, USA
| | - Robert Majeska
- Department of Biomedical Engineering, The City College of New York, New York, NY, USA
| | - Maribel Vazquez
- Department of Biomedical Engineering, The City College of New York, New York, NY, USA.,Biochemistry, The Graduate Center, The City University of New York, New York, NY, USA
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11
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Mishra S, Vazquez M. A Gal-MµS Device to Evaluate Cell Migratory Response to Combined Galvano-Chemotactic Fields. BIOSENSORS-BASEL 2017; 7:bios7040054. [PMID: 29160793 PMCID: PMC5746777 DOI: 10.3390/bios7040054] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/14/2017] [Revised: 11/15/2017] [Accepted: 11/16/2017] [Indexed: 01/10/2023]
Abstract
Electric fields have been studied extensively in biomedical engineering (BME) for numerous regenerative therapies. Recent studies have begun to examine the biological effects of electric fields in combination with other environmental cues, such as tissue-engineered extracellular matrices (ECM), chemical gradient profiles, and time-dependent temperature gradients. In the nervous system, cell migration driven by electrical fields, or galvanotaxis, has been most recently studied in transcranial direct stimulation (TCDS), spinal cord repair and tumor treating fields (TTF). The cell migratory response to galvano-combinatory fields, such as magnetic fields, chemical gradients, or heat shock, has only recently been explored. In the visual system, restoration of vision via cellular replacement therapies has been limited by low numbers of motile cells post-transplantation. Here, the combinatory application of electrical fields with other stimuli to direct cells within transplantable biomaterials and/or host tissues has been understudied. In this work, we developed the Gal-MµS device, a novel microfluidics device capable of examining cell migratory behavior in response to single and combinatory stimuli of electrical and chemical fields. The formation of steady-state, chemical concentration gradients and electrical fields within the Gal-MµS were modeled computationally and verified experimentally within devices fabricated via soft lithography. Further, we utilized real-time imaging within the device to capture cell trajectories in response to electric fields and chemical gradients, individually, as well as in combinatory fields of both. Our data demonstrated that neural cells migrated longer distances and with higher velocities in response to combined galvanic and chemical stimuli than to either field individually, implicating cooperative behavior. These results reveal a biological response to galvano-chemotactic fields that is only partially understood, as well as point towards novel migration-targeted treatments to improve cell-based regenerative therapies.
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Affiliation(s)
- Shawn Mishra
- Department of Biomedical Engineering, City College of New York, New York, NY 10031, USA.
| | - Maribel Vazquez
- Department of Biomedical Engineering, City College of New York, New York, NY 10031, USA.
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12
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Leonetti C, Macrez R, Pruvost M, Hommet Y, Bronsard J, Fournier A, Perrigault M, Machin I, Vivien D, Clemente D, De Castro F, Maubert E, Docagne F. Tissue-type plasminogen activator exerts EGF-like chemokinetic effects on oligodendrocytes in white matter (re)myelination. Mol Neurodegener 2017; 12:20. [PMID: 28231842 PMCID: PMC5322587 DOI: 10.1186/s13024-017-0160-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2016] [Accepted: 02/10/2017] [Indexed: 01/12/2023] Open
Abstract
Background The ability of oligodendrocyte progenitor cells (OPCs) to give raise to myelin forming cells during developmental myelination, normal adult physiology and post-lesion remyelination in white matter depends on factors which govern their proliferation, migration and differentiation. Tissue plasminogen activator (tPA) is a serine protease expressed in the central nervous system (CNS), where it regulates cell fate. In particular, tPA has been reported to protect oligodendrocytes from apoptosis and to facilitate the migration of neurons. Here, we investigated whether tPA can also participate in the migration of OPCs during CNS development and during remyelination after focal white matter lesion. Methods OPC migration was estimated by immunohistological analysis in spinal cord and corpus callosum during development in mice embryos (E13 to P0) and after white matter lesion induced by the stereotactic injection of lysolecithin in adult mice (1 to 21 days post injection). Migration was compared in these conditions between wild type and tPA knock-out animals. The action of tPA was further investigated in an in vitro chemokinesis assay. Results OPC migration along vessels is delayed in tPA knock-out mice during development and during remyelination. tPA enhances OPC migration via an effect dependent on the activation of epidermal growth factor receptor. Conclusion Endogenous tPA facilitates the migration of OPCs during development and during remyelination after white matter lesion by the virtue of its epidermal growth factor-like domain. Electronic supplementary material The online version of this article (doi:10.1186/s13024-017-0160-5) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Camille Leonetti
- Normandie Univ, UNICAEN, INSERM U1237, Physiology and imaging of neurological disorders (PhIND), Cyceron, Caen, 14000, France
| | - Richard Macrez
- Normandie Univ, UNICAEN, INSERM U1237, Physiology and imaging of neurological disorders (PhIND), Cyceron, Caen, 14000, France
| | - Mathilde Pruvost
- Normandie Univ, UNICAEN, INSERM U1237, Physiology and imaging of neurological disorders (PhIND), Cyceron, Caen, 14000, France
| | - Yannick Hommet
- Normandie Univ, UNICAEN, INSERM U1237, Physiology and imaging of neurological disorders (PhIND), Cyceron, Caen, 14000, France
| | - Jérémie Bronsard
- Normandie Univ, UNICAEN, INSERM U1237, Physiology and imaging of neurological disorders (PhIND), Cyceron, Caen, 14000, France
| | - Antoine Fournier
- Normandie Univ, UNICAEN, INSERM U1237, Physiology and imaging of neurological disorders (PhIND), Cyceron, Caen, 14000, France
| | - Maxime Perrigault
- Normandie Univ, UNICAEN, INSERM U1237, Physiology and imaging of neurological disorders (PhIND), Cyceron, Caen, 14000, France
| | - Isabel Machin
- Grupo de Neurobiología del Desarrollo-GNDe, Hospital Nacional de Parapléjicos-SESCAM, Toledo, Spain.,Grupo de Neuroinmuno-reparación, Hospital Nacional de Parapléjicos, Toledo, Spain
| | - Denis Vivien
- Normandie Univ, UNICAEN, INSERM U1237, Physiology and imaging of neurological disorders (PhIND), Cyceron, Caen, 14000, France
| | - Diego Clemente
- Grupo de Neurobiología del Desarrollo-GNDe, Hospital Nacional de Parapléjicos-SESCAM, Toledo, Spain.,Grupo de Neuroinmuno-reparación, Hospital Nacional de Parapléjicos, Toledo, Spain
| | - Fernando De Castro
- Grupo de Neurobiología del Desarrollo-GNDe, Hospital Nacional de Parapléjicos-SESCAM, Toledo, Spain.,Grupo de Neurobiología del Desarrollo (GNDe), Instituto Cajal, CSIC, Madrid, Spain
| | - Eric Maubert
- Normandie Univ, UNICAEN, INSERM U1237, Physiology and imaging of neurological disorders (PhIND), Cyceron, Caen, 14000, France
| | - Fabian Docagne
- Normandie Univ, UNICAEN, INSERM U1237, Physiology and imaging of neurological disorders (PhIND), Cyceron, Caen, 14000, France. .,Inserm, Centre Cyceron, Bvd Becquerel, BP5229, Caen Cedex, 14074, France.
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13
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Unachukwu UJ, Warren A, Li Z, Mishra S, Zhou J, Sauane M, Lim H, Vazquez M, Redenti S. Predicted molecular signaling guiding photoreceptor cell migration following transplantation into damaged retina. Sci Rep 2016; 6:22392. [PMID: 26935401 PMCID: PMC4776098 DOI: 10.1038/srep22392] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2015] [Accepted: 02/11/2016] [Indexed: 12/18/2022] Open
Abstract
To replace photoreceptors lost to disease or trauma and restore vision, laboratories around the world are investigating photoreceptor replacement strategies using subretinal transplantation of photoreceptor precursor cells (PPCs) and retinal progenitor cells (RPCs). Significant obstacles to advancement of photoreceptor cell-replacement include low migration rates of transplanted cells into host retina and an absence of data describing chemotactic signaling guiding migration of transplanted cells in the damaged retinal microenvironment. To elucidate chemotactic signaling guiding transplanted cell migration, bioinformatics modeling of PPC transplantation into light-damaged retina was performed. The bioinformatics modeling analyzed whole-genome expression data and matched PPC chemotactic cell-surface receptors to cognate ligands expressed in the light-damaged retinal microenvironment. A library of significantly predicted chemotactic ligand-receptor pairs, as well as downstream signaling networks was generated. PPC and RPC migration in microfluidic ligand gradients were analyzed using a highly predicted ligand-receptor pair, SDF-1α – CXCR4, and both PPCs and RPCs exhibited significant chemotaxis. This work present a systems level model and begins to elucidate molecular mechanisms involved in PPC and RPC migration within the damaged retinal microenvironment.
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Affiliation(s)
- Uchenna John Unachukwu
- Biochemistry Doctoral Program, The Graduate School, City University of New York, New York, NY, USA.,Department of Biological Sciences, Lehman College, City University of New York, Bronx, NY, USA
| | - Alice Warren
- Department of Biological Sciences, Lehman College, City University of New York, Bronx, NY, USA
| | - Ze Li
- Department of Biological Sciences, Lehman College, City University of New York, Bronx, NY, USA
| | - Shawn Mishra
- Department of Biomedical Engineering, City College of New York, City University of New York, NY, USA
| | - Jing Zhou
- Department of Biological Sciences, Lehman College, City University of New York, Bronx, NY, USA.,Neuroscience Doctoral Program, The Graduate School, City University of New York, New York, NY, USA
| | - Moira Sauane
- Department of Biological Sciences, Lehman College, City University of New York, Bronx, NY, USA
| | - Hyungsik Lim
- Departments of Physics and Biology, Hunter College of the City University of New York, New York, NY USA
| | - Maribel Vazquez
- Department of Biomedical Engineering, City College of New York, City University of New York, NY, USA
| | - Stephen Redenti
- Biochemistry Doctoral Program, The Graduate School, City University of New York, New York, NY, USA.,Department of Biological Sciences, Lehman College, City University of New York, Bronx, NY, USA
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14
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McCutcheon S, Unachukwu U, Thakur A, Majeska R, Redenti S, Vazquez M. In vitro formation of neuroclusters in microfluidic devices and cell migration as a function of stromal-derived growth factor 1 gradients. Cell Adh Migr 2016; 11:1-12. [PMID: 26744909 DOI: 10.1080/19336918.2015.1131388] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Central nervous system (CNS) cells cultured in vitro as neuroclusters are useful models of tissue regeneration and disease progression. However, the role of cluster formation and collective migration of these neuroclusters to external stimuli has been largely unstudied in vitro. Here, 3 distinct CNS cell types, medulloblastoma (MB), medulloblastoma-derived glial progenitor cells (MGPC), and retinal progenitor cells (RPC), were examined with respect to cluster formation and migration in response to Stromal-Derived Growth Factor (SDF-1). A microfluidic platform was used to distinguish collective migration of neuroclusters from that of individual cells in response to controlled concentration profiles of SDF-1. Cell lines were also compared with respect to expression of CXCR4, the receptor for SDF-1, and the gap junction protein Connexin 43 (Cx43). All cell types spontaneously formed clusters and expressed both CXCR4 and Cx43. RPC clusters exhibited collective chemotactic migration (i.e. movement as clusters) along SDF-1 concentration gradients. MGPCs clusters did not exhibit adhesion-based migration, and migration of MB clusters was inconsistent. This study demonstrates how controlled microenvironments can be used to examine the formation and collective migration of CNS-derived neuroclusters in varied cell populations.
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Affiliation(s)
- Sean McCutcheon
- a The City University of New York, City College of New York , New York , NY , USA
| | - Uchenna Unachukwu
- b The City University of New York, Lehman College , Bronx , NY , USA
| | - Ankush Thakur
- a The City University of New York, City College of New York , New York , NY , USA
| | - Robert Majeska
- a The City University of New York, City College of New York , New York , NY , USA
| | - Stephen Redenti
- b The City University of New York, Lehman College , Bronx , NY , USA
| | - Maribel Vazquez
- a The City University of New York, City College of New York , New York , NY , USA
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15
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Controlled microfluidics to examine growth-factor induced migration of neural progenitors in the Drosophila visual system. J Neurosci Methods 2015; 262:32-40. [PMID: 26738658 DOI: 10.1016/j.jneumeth.2015.12.012] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2015] [Revised: 12/17/2015] [Accepted: 12/19/2015] [Indexed: 02/06/2023]
Abstract
BACKGROUND The developing visual system in Drosophila melanogaster provides an excellent model with which to examine the effects of changing microenvironments on neural cell migration via microfluidics, because the combined experimental system enables direct genetic manipulation, in vivo observation, and in vitro imaging of cells, post-embryo. Exogenous signaling from ligands such as fibroblast growth factor (FGF) is well-known to control glia differentiation, cell migration, and axonal wrapping central to vision. NEW METHOD The current study employs a microfluidic device to examine how controlled concentration gradient fields of FGF are able to regulate the migration of vision-critical glia cells with and without cellular contact with neuronal progenitors. RESULTS Our findings quantitatively illustrate a concentration-gradient dependent chemotaxis toward FGF, and further demonstrate that glia require collective and coordinated neuronal locomotion to achieve directionality, sustain motility, and propagate long cell distances in the visual system. COMPARISON WITH EXISTING METHOD(S) Conventional assays are unable to examine concentration- and gradient-dependent migration. Our data illustrate quantitative correlations between ligand concentration/gradient and glial cell distance traveled, independent or in contact with neurons. CONCLUSIONS Microfluidic systems in combination with a genetically-amenable experimental system empowers researchers to dissect the signaling pathways that underlie cellular migration during nervous system development. Our findings illustrate the need for coordinated neuron-glia migration in the Drosophila visual system, as only glia within heterogeneous populations exhibited increasing motility along distances that increased with increasing FGF concentration. Such coordinated migration and chemotactic dependence can be manipulated for potential therapeutic avenues for NS repair and/or disease treatment.
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16
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17
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Li T, Li Z, Nan F, Dong J, Deng Y, Yu Q, Zhang T. Construction of a novel inducing system with multi-layered alginate microcapsules to regulate differentiation of neural precursor cells from bone mesenchymal stem cells. Med Hypotheses 2015; 85:910-3. [PMID: 26386487 DOI: 10.1016/j.mehy.2015.09.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2015] [Accepted: 09/09/2015] [Indexed: 01/08/2023]
Abstract
Neural precursor cells (NPCs) are a promising cell source for the treatment of nervous system diseases; however, they are limited in their applications due to source-related ethical considerations or legislations. Therefore, a novel approach is necessary to obtain sufficient NPCs. Recently, the usage of bone marrow-derived mesenchymal stem cells (BMSCs) differentiated into neural cells has become a potential method to obtain NPCs. Moreover, growth factors (GFs) are emerging as inducers to evoke the differentiation of BMSCs into NPCs. For example, GFs may activate various signaling pathways related to neural differentiation, such as phosphatidylinositol 3 kinase/protein kinase B, cyclic adenosine monophosphate/protein kinase A, and Janus kinase/signal transducer activator of transcription. However, the utilization of growth factors still has some limitations such as high costs and low rates of neural differentiation. Neuroblastoma cells have been characterized as a potential pool for growth factors. Additionally, basic fibroblast growth factor (bFGF), a type of growth factor, has been demonstrated to be able to increase the differentiation and survival rate of NPCs. For better use of neuroblastoma cells and bFGF, we established a novel system involving multi-layered alginate-polylysine-alginate (APA) microcapsules to encapsulate neuroblastoma cells and bFGF, which may not only provide sufficient growth factors in a sustained manner but also avoid the carcinogenicity caused by neuroblastoma cells. Above all, we hypothesized that neuroblastoma cells and bFGF encapsulated in multilayered alginate microcapsules may efficiently induce the differentiation of BMSCs into NPCs.
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Affiliation(s)
- Tao Li
- Department of Orthopedics, The Second Affiliated Hospital of Dalian Medical University, 467 Zhongshan Road, District Shahekou, Dalian 116023, PR China
| | - Zhengwei Li
- Department of Orthopedics, The Second Affiliated Hospital of Dalian Medical University, 467 Zhongshan Road, District Shahekou, Dalian 116023, PR China
| | - Feng Nan
- Department of Orthopedics, The Second Affiliated Hospital of Dalian Medical University, 467 Zhongshan Road, District Shahekou, Dalian 116023, PR China.
| | - Jianli Dong
- Department of Orthopedics, The Second Affiliated Hospital of Dalian Medical University, 467 Zhongshan Road, District Shahekou, Dalian 116023, PR China
| | - Yushuang Deng
- Department of Orthopedics, The Second Affiliated Hospital of Dalian Medical University, 467 Zhongshan Road, District Shahekou, Dalian 116023, PR China
| | - Qing Yu
- Department of Orthopedics, The Second Affiliated Hospital of Dalian Medical University, 467 Zhongshan Road, District Shahekou, Dalian 116023, PR China
| | - Teng Zhang
- Department of Orthopedics, The Second Affiliated Hospital of Dalian Medical University, 467 Zhongshan Road, District Shahekou, Dalian 116023, PR China
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18
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Rico-Varela J, Singh T, McCutcheon S, Vazquez M. EGF as a New Therapeutic Target for Medulloblastoma Metastasis. Cell Mol Bioeng 2015; 8:553-565. [PMID: 26594253 DOI: 10.1007/s12195-015-0395-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
Medulloblastoma (MB) is a malignant pediatric brain tumor known for its aggressive metastatic potential. Despite the well-documented migration of MB cells to other parts of the brain and spinal column, MB chemotaxis is poorly understood. Herein, we examined the in vitro migratory and cellular responses of MB-derived cells to external signaling of Epidermal Growth Factor (EGF), hepatocyte growth factor (HGF), platelet-derived growth factor (PDGF-BB), and the stromal cell-derived factors 1-alpha (SDF-1). Experiments utilized transwell assays and immunocytochemistry to identify receptor activation in MB migration, and used a microfluidic platform to examine directionality, trajectory, and gradient-dependence of motile cells. Data illustrates that MB-derived cells respond strongly to EGF in a dosage and gradient-dependent manner with increased EGF-R activation, and show that high EGF gradient fields cause an increased number of cells to migrate longer directed distances. Our results provide evidence that EGF and its receptor play an important role than previously documented in MB chemotactic migration than previously documented and should be considered for developing migration-target therapies against MB metastasis.
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Affiliation(s)
- Jennifer Rico-Varela
- Department of Biomedical Engineering, The City College of New York, 160 Convent Avenue, ST-403D, New York, NY 10031
| | - Tanya Singh
- Department of Biomedical Engineering, The City College of New York, 160 Convent Avenue, ST-403D, New York, NY 10031
| | - Sean McCutcheon
- Department of Biomedical Engineering, The City College of New York, 160 Convent Avenue, ST-403D, New York, NY 10031
| | - Maribel Vazquez
- Department of Biomedical Engineering, The City College of New York, 160 Convent Avenue, ST-403D, New York, NY 10031
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19
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Gorman BR, Lu J, Baccei A, Lowry NC, Purvis JE, Mangoubi RS, Lerou PH. Multi-scale imaging and informatics pipeline for in situ pluripotent stem cell analysis. PLoS One 2014; 9:e116037. [PMID: 25551762 PMCID: PMC4281228 DOI: 10.1371/journal.pone.0116037] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2014] [Accepted: 12/01/2014] [Indexed: 01/01/2023] Open
Abstract
Human pluripotent stem (hPS) cells are a potential source of cells for medical therapy and an ideal system to study fate decisions in early development. However, hPS cells cultured in vitro exhibit a high degree of heterogeneity, presenting an obstacle to clinical translation. hPS cells grow in spatially patterned colony structures, necessitating quantitative single-cell image analysis. We offer a tool for analyzing the spatial population context of hPS cells that integrates automated fluorescent microscopy with an analysis pipeline. It enables high-throughput detection of colonies at low resolution, with single-cellular and sub-cellular analysis at high resolutions, generating seamless in situ maps of single-cellular data organized by colony. We demonstrate the tool's utility by analyzing inter- and intra-colony heterogeneity of hPS cell cycle regulation and pluripotency marker expression. We measured the heterogeneity within individual colonies by analyzing cell cycle as a function of distance. Cells loosely associated with the outside of the colony are more likely to be in G1, reflecting a less pluripotent state, while cells within the first pluripotent layer are more likely to be in G2, possibly reflecting a G2/M block. Our multi-scale analysis tool groups colony regions into density classes, and cells belonging to those classes have distinct distributions of pluripotency markers and respond differently to DNA damage induction. Lastly, we demonstrate that our pipeline can robustly handle high-content, high-resolution single molecular mRNA FISH data by using novel image processing techniques. Overall, the imaging informatics pipeline presented offers a novel approach to the analysis of hPS cells that includes not only single cell features but also colony wide, and more generally, multi-scale spatial configuration.
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Affiliation(s)
- Bryan R. Gorman
- Department Of Pediatric Newborn Medicine and Department of Medicine, Division of Genetics, Brigham and Women's Hospital; Harvard Medical School; Harvard Stem Cell Institute, Boston, Massachusetts, United States of America
- Harvard-MIT Division Of Health Sciences and Technology, Massachusetts Institute Of Technology, Cambridge, Massachusetts, United States of America
- Charles Stark Draper Laboratory, Cambridge, Massachusetts, United States of America
| | - Junjie Lu
- Department Of Pediatric Newborn Medicine and Department of Medicine, Division of Genetics, Brigham and Women's Hospital; Harvard Medical School; Harvard Stem Cell Institute, Boston, Massachusetts, United States of America
| | - Anna Baccei
- Department Of Pediatric Newborn Medicine and Department of Medicine, Division of Genetics, Brigham and Women's Hospital; Harvard Medical School; Harvard Stem Cell Institute, Boston, Massachusetts, United States of America
| | - Nathan C. Lowry
- Charles Stark Draper Laboratory, Cambridge, Massachusetts, United States of America
| | - Jeremy E. Purvis
- Department Of Genetics, University of North Carolina School of Medicine, Chapel Hill, North Carolina, United States of America
| | - Rami S. Mangoubi
- Charles Stark Draper Laboratory, Cambridge, Massachusetts, United States of America
| | - Paul H. Lerou
- Department Of Pediatric Newborn Medicine and Department of Medicine, Division of Genetics, Brigham and Women's Hospital; Harvard Medical School; Harvard Stem Cell Institute, Boston, Massachusetts, United States of America
- * E-mail:
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