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Keshavarz Motamed P, Abouali H, Poudineh M, Maftoon N. Experimental measurement and numerical modeling of deformation behavior of breast cancer cells passing through constricted microfluidic channels. MICROSYSTEMS & NANOENGINEERING 2024; 10:7. [PMID: 38222473 PMCID: PMC10786721 DOI: 10.1038/s41378-023-00644-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 11/11/2023] [Accepted: 11/27/2023] [Indexed: 01/16/2024]
Abstract
During the multistep process of metastasis, cancer cells encounter various mechanical forces which make them deform drastically. Developing accurate in-silico models, capable of simulating the interactions between the mechanical forces and highly deformable cancer cells, can pave the way for the development of novel diagnostic and predictive methods for metastatic progression. Spring-network models of cancer cell, empowered by our recently proposed identification approach, promises a versatile numerical tool for developing experimentally validated models that can simulate complex interactions at cellular scale. Using this numerical tool, we presented spring-network models of breast cancer cells that can accurately replicate the experimental data of deformation behavior of the cells flowing in a fluidic domain and passing narrow constrictions comparable to microcapillary. First, using high-speed imaging, we experimentally studied the deformability of breast cancer cell lines with varying metastatic potential (MCF-7 (less invasive), SKBR-3 (medium-high invasive), and MDA-MB-231 (highly invasive)) in terms of their entry time to a constricted microfluidic channel. We observed that MDA-MB-231, that has the highest metastatic potential, is the most deformable cell among the three. Then, by focusing on this cell line, experimental measurements were expanded to two more constricted microchannel dimensions. The experimental deformability data in three constricted microchannel sizes for various cell sizes, enabled accurate identification of the unknown parameters of the spring-network model of the breast cancer cell line (MDA-MB-231). Our results show that the identified parameters depend on the cell size, suggesting the need for a systematic procedure for identifying the size-dependent parameters of spring-network models of cells. As the numerical results show, the presented cell models can simulate the entry process of the cell into constricted channels with very good agreements with the measured experimental data.
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Affiliation(s)
- Pouyan Keshavarz Motamed
- Department of Systems Design Engineering, University of Waterloo, Waterloo, ON N2L 3G1 Canada
- Center for Bioengineering and Biotechnology, University of Waterloo, Waterloo, ON N2L 3G1 Canada
| | - Hesam Abouali
- Center for Bioengineering and Biotechnology, University of Waterloo, Waterloo, ON N2L 3G1 Canada
- Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, ON N2L 3G1 Canada
| | - Mahla Poudineh
- Center for Bioengineering and Biotechnology, University of Waterloo, Waterloo, ON N2L 3G1 Canada
- Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, ON N2L 3G1 Canada
| | - Nima Maftoon
- Department of Systems Design Engineering, University of Waterloo, Waterloo, ON N2L 3G1 Canada
- Center for Bioengineering and Biotechnology, University of Waterloo, Waterloo, ON N2L 3G1 Canada
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Moghimi N, Hosseini SA, Dalan AB, Mohammadrezaei D, Goldman A, Kohandel M. Controlled tumor heterogeneity in a co-culture system by 3D bio-printed tumor-on-chip model. Sci Rep 2023; 13:13648. [PMID: 37607994 PMCID: PMC10444838 DOI: 10.1038/s41598-023-40680-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Accepted: 08/16/2023] [Indexed: 08/24/2023] Open
Abstract
Cancer treatment resistance is a caused by presence of various types of cells and heterogeneity within the tumor. Tumor cell-cell and cell-microenvironment interactions play a significant role in the tumor progression and invasion, which have important implications for diagnosis, and resistance to chemotherapy. In this study, we develop 3D bioprinted in vitro models of the breast cancer tumor microenvironment made of co-cultured cells distributed in a hydrogel matrix with controlled architecture to model tumor heterogeneity. We hypothesize that the tumor could be represented by a cancer cell-laden co-culture hydrogel construct, whereas its microenvironment can be modeled in a microfluidic chip capable of producing a chemical gradient. Breast cancer cells (MCF7 and MDA-MB-231) and non-tumorigenic mammary epithelial cells (MCF10A) were embedded in the alginate-gelatine hydrogels and printed using a multi-cartridge extrusion bioprinter. Our approach allows for precise control over position and arrangements of cells in a co-culture system, enabling the design of various tumor architectures. We created samples with two different types of cells at specific initial locations, where the density of each cell type was carefully controlled. The cells were either randomly mixed or positioned in sequential layers to create cellular heterogeneity. To study cell migration toward chemoattractant, we developed a chemical microenvironment in a chamber with a gradual chemical gradient. As a proof of concept, we studied different migration patterns of MDA-MB-231 cells toward the epithelial growth factor gradient in presence of MCF10A cells in different ratios using this device. Our approach involves the integration of 3D bioprinting and microfluidic devices to create diverse tumor architectures that are representative of those found in various patients. This provides an excellent tool for studying the behavior of cancer cells with high spatial and temporal resolution.
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Affiliation(s)
- Nafiseh Moghimi
- Department of Applied Mathematics, University of Waterloo, Waterloo, Canada.
- Department of Medicine, Harvard Medical School, Boston, MA, USA.
| | - Seied Ali Hosseini
- Electrical Engineering Department, University of Waterloo, Waterloo, Canada
| | - Altay Burak Dalan
- Department of Applied Mathematics, University of Waterloo, Waterloo, Canada
- Department of Medical Genetics, School of Medicine, Yeditepe University, Istanbul, Turkey
| | | | - Aaron Goldman
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of Engineering in Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Mohammad Kohandel
- Department of Applied Mathematics, University of Waterloo, Waterloo, Canada
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Cui J, Liu Y, Xiao L, Chen S, Fu BM. Numerical study on the adhesion of a circulating tumor cell in a curved microvessel. Biomech Model Mechanobiol 2020; 20:243-254. [PMID: 32809129 DOI: 10.1007/s10237-020-01380-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Accepted: 08/10/2020] [Indexed: 12/17/2022]
Abstract
The adhesion of a circulating tumor cell (CTC) in a three-dimensional curved microvessel was numerically investigated. Simulations were first performed to characterize the differences in the dynamics and adhesion of a CTC in the straight and curved vessels. After that, a parametric study was performed to investigate the effects of the applied driven force density f (or the flow Reynolds number Re) and the CTC membrane bending modulus Kb on the CTC adhesion. Our simulation results show that the CTC prefers to adhere to the curved vessel as more bonds are formed around the transition region of the curved part due to the increased cell-wall contact by the centrifugal force. The parametric study also indicates that when the flow driven force f (or Re) increases or when the CTC becomes softer (Kb decreases), the bond formation probability increases and the bonds will be formed at more sites of a curved vessel. The increased f (or Re) brings a larger centrifugal force, while the decreased Kb generates more contact areas at the cell-wall interface, both of which are beneficial to the bond formation. In the curved vessel, it is found that the site where bonds are formed the most (hotspot) varies with the applied f and the Kb. For our vessel geometry, when f is small, the hotspot tends to be within the first bend of the vessel, while as f increases or Kb decreases, the hotspot may shift to the second bend of the vessel.
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Affiliation(s)
- Jingyu Cui
- Research Centre for Fluid-Structure Interactions, Department of Mechanical Engineering, The Hong Kong Polytechnic University, Hung Hom, Hong Kong, China
| | - Yang Liu
- Research Centre for Fluid-Structure Interactions, Department of Mechanical Engineering, The Hong Kong Polytechnic University, Hung Hom, Hong Kong, China.
| | - Lanlan Xiao
- School of Mechanical and Automotive Engineering, Shanghai University of Engineering Science, Shanghai, China
| | - Shuo Chen
- School of Aerospace Engineering and Applied Mechanics, Tongji University, Shanghai, China
| | - Bingmei M Fu
- Department of Biomedical Engineering, The City College of the City University of New York, New York, USA
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Zhang J, Lin B, Wu L, Huang M, Li X, Zhang H, Song J, Wang W, Zhao G, Song Y, Yang C. DNA Nanolithography Enables a Highly Ordered Recognition Interface in a Microfluidic Chip for the Efficient Capture and Release of Circulating Tumor Cells. Angew Chem Int Ed Engl 2020; 59:14115-14119. [PMID: 32394524 DOI: 10.1002/anie.202005974] [Citation(s) in RCA: 64] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Indexed: 01/09/2023]
Abstract
Microfluidic chips with nano-scale structures have shown great potential, but the fabrication and cost issues restrict their application. Herein, we propose a conceptually new "DNA nanolithography in a microfluidic chip" by using sub-10 nm three-dimensional DNA structures (TDNs) as frameworks with a pendant aptamer at the top vertex (ApTDN-Chip). The nano-scale framework ensures that the aptamer is in a highly ordered upright orientation, avoiding the undesired orientation or crowding effects caused by conventional microfluidic interface fabrication processes. Compared with a monovalent aptamer modified chip, the capture efficiency of ApTDN-Chip was enhanced nearly 60 % due to the highly precise dimension and rigid framework of TDNs. In addition, the scaffolds make DNase I more accessible to the aptamer with up to 83 % release efficiency and 91 % cell viability, which is fully compatible with downstream molecular analysis. Overall, this strategy provides a novel perspective on engineering nano-scaffolds to achieve a more ordered nano-topography of microfluidic chips.
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Affiliation(s)
- Jialu Zhang
- Institute of Molecular Medicine, Department of Gastrointestinal Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200127, China
| | - Bingqian Lin
- The MOE Key Laboratory of Spectrochemical Analysis & Instrumentation, the Key Laboratory of Chemical Biology of Fujian Province, State Key Laboratory of Physical Chemistry of Solid Surfaces, Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen, 361005, China
| | - Lingling Wu
- Institute of Molecular Medicine, Department of Gastrointestinal Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200127, China
| | - Mengjiao Huang
- The MOE Key Laboratory of Spectrochemical Analysis & Instrumentation, the Key Laboratory of Chemical Biology of Fujian Province, State Key Laboratory of Physical Chemistry of Solid Surfaces, Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen, 361005, China
| | - Xingrui Li
- The MOE Key Laboratory of Spectrochemical Analysis & Instrumentation, the Key Laboratory of Chemical Biology of Fujian Province, State Key Laboratory of Physical Chemistry of Solid Surfaces, Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen, 361005, China
| | - Huimin Zhang
- Institute of Molecular Medicine, Department of Gastrointestinal Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200127, China
| | - Jia Song
- Institute of Molecular Medicine, Department of Gastrointestinal Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200127, China
| | - Wei Wang
- Institute of Molecular Medicine, Department of Gastrointestinal Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200127, China
| | - Gang Zhao
- Institute of Molecular Medicine, Department of Gastrointestinal Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200127, China
| | - Yanling Song
- Institute of Molecular Medicine, Department of Gastrointestinal Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200127, China.,The MOE Key Laboratory of Spectrochemical Analysis & Instrumentation, the Key Laboratory of Chemical Biology of Fujian Province, State Key Laboratory of Physical Chemistry of Solid Surfaces, Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen, 361005, China
| | - Chaoyong Yang
- Institute of Molecular Medicine, Department of Gastrointestinal Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200127, China.,The MOE Key Laboratory of Spectrochemical Analysis & Instrumentation, the Key Laboratory of Chemical Biology of Fujian Province, State Key Laboratory of Physical Chemistry of Solid Surfaces, Department of Chemical Biology, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen, 361005, China
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5
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Zhang J, Lin B, Wu L, Huang M, Li X, Zhang H, Song J, Wang W, Zhao G, Song Y, Yang C. DNA Nanolithography Enables a Highly Ordered Recognition Interface in a Microfluidic Chip for the Efficient Capture and Release of Circulating Tumor Cells. Angew Chem Int Ed Engl 2020. [DOI: 10.1002/ange.202005974] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Jialu Zhang
- Institute of Molecular Medicine Department of Gastrointestinal Surgery Renji Hospital School of Medicine Shanghai Jiao Tong University Shanghai 200127 China
| | - Bingqian Lin
- The MOE Key Laboratory of Spectrochemical Analysis & Instrumentation the Key Laboratory of Chemical Biology of Fujian Province State Key Laboratory of Physical Chemistry of Solid Surfaces Department of Chemical Biology College of Chemistry and Chemical Engineering Xiamen University Xiamen 361005 China
| | - Lingling Wu
- Institute of Molecular Medicine Department of Gastrointestinal Surgery Renji Hospital School of Medicine Shanghai Jiao Tong University Shanghai 200127 China
| | - Mengjiao Huang
- The MOE Key Laboratory of Spectrochemical Analysis & Instrumentation the Key Laboratory of Chemical Biology of Fujian Province State Key Laboratory of Physical Chemistry of Solid Surfaces Department of Chemical Biology College of Chemistry and Chemical Engineering Xiamen University Xiamen 361005 China
| | - Xingrui Li
- The MOE Key Laboratory of Spectrochemical Analysis & Instrumentation the Key Laboratory of Chemical Biology of Fujian Province State Key Laboratory of Physical Chemistry of Solid Surfaces Department of Chemical Biology College of Chemistry and Chemical Engineering Xiamen University Xiamen 361005 China
| | - Huimin Zhang
- Institute of Molecular Medicine Department of Gastrointestinal Surgery Renji Hospital School of Medicine Shanghai Jiao Tong University Shanghai 200127 China
| | - Jia Song
- Institute of Molecular Medicine Department of Gastrointestinal Surgery Renji Hospital School of Medicine Shanghai Jiao Tong University Shanghai 200127 China
| | - Wei Wang
- Institute of Molecular Medicine Department of Gastrointestinal Surgery Renji Hospital School of Medicine Shanghai Jiao Tong University Shanghai 200127 China
| | - Gang Zhao
- Institute of Molecular Medicine Department of Gastrointestinal Surgery Renji Hospital School of Medicine Shanghai Jiao Tong University Shanghai 200127 China
| | - Yanling Song
- Institute of Molecular Medicine Department of Gastrointestinal Surgery Renji Hospital School of Medicine Shanghai Jiao Tong University Shanghai 200127 China
- The MOE Key Laboratory of Spectrochemical Analysis & Instrumentation the Key Laboratory of Chemical Biology of Fujian Province State Key Laboratory of Physical Chemistry of Solid Surfaces Department of Chemical Biology College of Chemistry and Chemical Engineering Xiamen University Xiamen 361005 China
| | - Chaoyong Yang
- Institute of Molecular Medicine Department of Gastrointestinal Surgery Renji Hospital School of Medicine Shanghai Jiao Tong University Shanghai 200127 China
- The MOE Key Laboratory of Spectrochemical Analysis & Instrumentation the Key Laboratory of Chemical Biology of Fujian Province State Key Laboratory of Physical Chemistry of Solid Surfaces Department of Chemical Biology College of Chemistry and Chemical Engineering Xiamen University Xiamen 361005 China
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Wu L, Zhang Z, Tang M, Zhu D, Dong X, Hu J, Qi C, Tang H, Pang D. Spectrally Combined Encoding for Profiling Heterogeneous Circulating Tumor Cells Using a Multifunctional Nanosphere‐Mediated Microfluidic Platform. Angew Chem Int Ed Engl 2020. [DOI: 10.1002/ange.201914468] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Affiliation(s)
- Ling‐Ling Wu
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Zhi‐Ling Zhang
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Man Tang
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Dong‐Liang Zhu
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Xiao‐Juan Dong
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Jiao Hu
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Chu‐Bo Qi
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Hong‐Wu Tang
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Dai‐Wen Pang
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
- State Key Laboratory of Medicinal Chemical Biology Tianjin Key Laboratory of Biosensing and Molecular Recognition Research Center for Analytical Sciences College of Chemistry Nankai University Tianjin 300071 P. R. China
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7
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Wu L, Zhang Z, Tang M, Zhu D, Dong X, Hu J, Qi C, Tang H, Pang D. Spectrally Combined Encoding for Profiling Heterogeneous Circulating Tumor Cells Using a Multifunctional Nanosphere‐Mediated Microfluidic Platform. Angew Chem Int Ed Engl 2020; 59:11240-11244. [DOI: 10.1002/anie.201914468] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Revised: 01/15/2020] [Indexed: 01/08/2023]
Affiliation(s)
- Ling‐Ling Wu
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Zhi‐Ling Zhang
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Man Tang
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Dong‐Liang Zhu
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Xiao‐Juan Dong
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Jiao Hu
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Chu‐Bo Qi
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Hong‐Wu Tang
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
| | - Dai‐Wen Pang
- College of Chemistry and Molecular Sciences The Institute for Advanced Studies Wuhan University Wuhan 430072 P. R. China
- State Key Laboratory of Medicinal Chemical Biology Tianjin Key Laboratory of Biosensing and Molecular Recognition Research Center for Analytical Sciences College of Chemistry Nankai University Tianjin 300071 P. R. China
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Zhuang J, Wu Y, Chen L, Liang S, Wu M, Zhou L, Fan C, Zhang Y. Single-Cell Mobility Analysis of Metastatic Breast Cancer Cells. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2018; 5:1801158. [PMID: 30581709 PMCID: PMC6299679 DOI: 10.1002/advs.201801158] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2018] [Revised: 09/26/2018] [Indexed: 05/03/2023]
Abstract
Efforts have been taken to enhance the study of single-cells, however, the task remains challenging because most previous investigations cannot exclude the interactions between single cells or separately retrieved cells with specificity for further analyses. Here, a single-cell mobility analysis platform (SCM-Chip) is developed that can not only real-time monitor single-cell migration in independent niches but can also selectively recover target cells one by one. The design of each channel with a single-cell capture unit and an outlet enables the system to place single cells in different isolated niches with fluidic capture and to respectively collect target cells based on mobilities. SCM-Chip characterization of breast cancer cells reveals the presence of high- and low-migratory populations. Whole-cell transcriptome analysis establishes that monocyte chemotactic protein induced protein 1 (MCPIP1) is related with cell mobility; cells with a high expression of MCPIP1 exhibit low mobility in vitro and metastasis in vivo. The SCM platform provides a generic tool for accurate single-cell isolation and differentiation that can be readily adapted for the study of cancer and drug development.
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Affiliation(s)
- Jialang Zhuang
- School of Pharmaceutical SciencesSun Yat‐sen UniversityGuangzhou510006P. R. China
| | - Yongjian Wu
- Department of ImmunologyZhongshan School of MedicineSun Yat‐sen University74 Zhongshan 2nd RoadGuangzhou510080P. R. China
| | - Liang Chen
- School of Pharmaceutical SciencesSun Yat‐sen UniversityGuangzhou510006P. R. China
| | - Siping Liang
- Department of ImmunologyZhongshan School of MedicineSun Yat‐sen University74 Zhongshan 2nd RoadGuangzhou510080P. R. China
| | - Minhao Wu
- Department of ImmunologyZhongshan School of MedicineSun Yat‐sen University74 Zhongshan 2nd RoadGuangzhou510080P. R. China
| | - Ledu Zhou
- Department of General SurgeryXiangya HospitalCentral South UniversityChangshaHunan410008P. R. China
| | - Chunhai Fan
- Laboratory of Physical BiologyShanghai Institute of Applied PhysicsChinese Academy of SciencesShanghai201800P. R. China
| | - Yuanqing Zhang
- School of Pharmaceutical SciencesSun Yat‐sen UniversityGuangzhou510006P. R. China
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