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Pandey M, Suh YJ, Kim M, Davis HJ, Segall JE, Wu M. Mechanical compression regulates tumor spheroid invasion into a 3D collagen matrix. Phys Biol 2024; 21:036003. [PMID: 38574674 DOI: 10.1088/1478-3975/ad3ac5] [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: 11/22/2023] [Accepted: 04/04/2024] [Indexed: 04/06/2024]
Abstract
Uncontrolled growth of tumor cells in confined spaces leads to the accumulation of compressive stress within the tumor. Although the effects of tension within 3D extracellular matrices (ECMs) on tumor growth and invasion are well established, the role of compression in tumor mechanics and invasion is largely unexplored. In this study, we modified a Transwell assay such that it provides constant compressive loads to spheroids embedded within a collagen matrix. We used microscopic imaging to follow the single cell dynamics of the cells within the spheroids, as well as invasion into the 3D ECMs. Our experimental results showed that malignant breast tumor (MDA-MB-231) and non-tumorigenic epithelial (MCF10A) spheroids responded differently to a constant compression. Cells within the malignant spheroids became more motile within the spheroids and invaded more into the ECM under compression; whereas cells within non-tumorigenic MCF10A spheroids became less motile within the spheroids and did not display apparent detachment from the spheroids under compression. These findings suggest that compression may play differential roles in healthy and pathogenic epithelial tissues and highlight the importance of tumor mechanics and invasion.
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Affiliation(s)
- Mrinal Pandey
- Department of Biological and Environmental Engineering, Cornell University, 306 Riley-Robb Hall, Ithaca, NY 14853, United States of America
| | - Young Joon Suh
- Department of Biological and Environmental Engineering, Cornell University, 306 Riley-Robb Hall, Ithaca, NY 14853, United States of America
| | - Minha Kim
- Department of Biological Sciences, Cornell University, 216 Stimson Hall, Ithaca, NY 14853, United States of America
| | - Hannah Jane Davis
- Department of Biological Sciences, Cornell University, 216 Stimson Hall, Ithaca, NY 14853, United States of America
| | - Jeffrey E Segall
- Department of Pathology, Albert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461, United States of America
| | - Mingming Wu
- Department of Biological and Environmental Engineering, Cornell University, 306 Riley-Robb Hall, Ithaca, NY 14853, United States of America
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Liu Y, Jiao Y, Fan Q, Li X, Liu Z, Qin D, Hu J, Liu L, Shuai J, Li Z. Morphological entropy encodes cellular migration strategies on multiple length scales. NPJ Syst Biol Appl 2024; 10:26. [PMID: 38453929 PMCID: PMC10920856 DOI: 10.1038/s41540-024-00353-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Accepted: 02/26/2024] [Indexed: 03/09/2024] Open
Abstract
Cell migration is crucial for numerous physiological and pathological processes. A cell adapts its morphology, including the overall and nuclear morphology, in response to various cues in complex microenvironments, such as topotaxis and chemotaxis during migration. Thus, the dynamics of cellular morphology can encode migration strategies, from which diverse migration mechanisms can be inferred. However, deciphering the mechanisms behind cell migration encoded in morphology dynamics remains a challenging problem. Here, we present a powerful universal metric, the Cell Morphological Entropy (CME), developed by combining parametric morphological analysis with Shannon entropy. The utility of CME, which accurately quantifies the complex cellular morphology at multiple length scales through the deviation from a perfectly circular shape, is illustrated using a variety of normal and tumor cell lines in different in vitro microenvironments. Our results show how geometric constraints affect the MDA-MB-231 cell nucleus, the emerging interactions of MCF-10A cells migrating on collagen gel, and the critical transition from proliferation to invasion in tumor spheroids. The analysis demonstrates that the CME-based approach provides an effective and physically interpretable tool to measure morphology in real-time across multiple length scales. It provides deeper insight into cell migration and contributes to the understanding of different behavioral modes and collective cell motility in more complex microenvironments.
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Affiliation(s)
- Yanping Liu
- Department of Biomedical Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China.
- Chongqing Key Laboratory of Big Data for Bio Intelligence, Chongqing University of Posts and Telecommunications, Chongqing, China.
| | - Yang Jiao
- Materials Science and Engineering, Arizona State University, Tempe, AZ, USA
- Department of Physics, Arizona State University, Tempe, AZ, USA
| | - Qihui Fan
- Beijing National Laboratory for Condensed Matter Physics and CAS Key Laboratory of Soft Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing, China
| | - Xinwei Li
- Department of Biomedical Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China
- Chongqing Key Laboratory of Big Data for Bio Intelligence, Chongqing University of Posts and Telecommunications, Chongqing, China
| | - Zhichao Liu
- Department of Biomedical Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China
- Chongqing Key Laboratory of Big Data for Bio Intelligence, Chongqing University of Posts and Telecommunications, Chongqing, China
| | - Dui Qin
- Department of Biomedical Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China
- Chongqing Key Laboratory of Big Data for Bio Intelligence, Chongqing University of Posts and Telecommunications, Chongqing, China
| | - Jun Hu
- Department of Neurology, Southwest Hospital, Army Medical University, Chongqing, China
| | - Liyu Liu
- Chongqing Key Laboratory of Soft Condensed Matter Physics and Smart Materials, College of Physics, Chongqing University, Chongqing, China
| | - Jianwei Shuai
- Department of Physics, Xiamen University, Xiamen, China.
- Fujian Provincial Key Laboratory for Soft Functional Materials Research, Xiamen University, Xiamen, China.
- Wenzhou Institute, University of Chinese Academy of Sciences, Wenzhou, China.
| | - Zhangyong Li
- Department of Biomedical Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China.
- Chongqing Key Laboratory of Big Data for Bio Intelligence, Chongqing University of Posts and Telecommunications, Chongqing, China.
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Sharma VP, Williams J, Leung E, Sanders J, Eddy R, Castracane J, Oktay MH, Entenberg D, Condeelis JS. SUN-MKL1 Crosstalk Regulates Nuclear Deformation and Fast Motility of Breast Carcinoma Cells in Fibrillar ECM Microenvironment. Cells 2021; 10:1549. [PMID: 34205257 PMCID: PMC8234170 DOI: 10.3390/cells10061549] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Accepted: 06/16/2021] [Indexed: 12/14/2022] Open
Abstract
Aligned collagen fibers provide topography for the rapid migration of single tumor cells (streaming migration) to invade the surrounding stroma, move within tumor nests towards blood vessels to intravasate and form distant metastases. Mechanisms of tumor cell motility have been studied extensively in the 2D context, but the mechanistic understanding of rapid single tumor cell motility in the in vivo context is still lacking. Here, we show that streaming tumor cells in vivo use collagen fibers with diameters below 3 µm. Employing 1D migration assays with matching in vivo fiber dimensions, we found a dependence of tumor cell motility on 1D substrate width, with cells moving the fastest and the most persistently on the narrowest 1D fibers (700 nm-2.5 µm). Interestingly, we also observed nuclear deformation in the absence of restricting extracellular matrix pores during high speed carcinoma cell migration in 1D, similar to the nuclear deformation observed in tumor cells in vivo. Further, we found that actomyosin machinery is aligned along the 1D axis and actomyosin contractility synchronously regulates cell motility and nuclear deformation. To further investigate the link between cell speed and nuclear deformation, we focused on the Linker of Nucleoskeleton and Cytoskeleton (LINC) complex proteins and SRF-MKL1 signaling, key regulators of mechanotransduction, actomyosin contractility and actin-based cell motility. Analysis of The Cancer Genome Atlas dataset showed a dramatic decrease in the LINC complex proteins SUN1 and SUN2 in primary tumor compared to the normal tissue. Disruption of LINC complex by SUN1 + 2 KD led to multi-lobular elongated nuclei, increased tumor cell motility and concomitant increase in F-actin, without affecting Lamin proteins. Mechanistically, we found that MKL1, an effector of changes in cellular G-actin to F-actin ratio, is required for increased 1D motility seen in SUN1 + 2 KD cells. Thus, we demonstrate a previously unrecognized crosstalk between SUN proteins and MKL1 transcription factor in modulating nuclear shape and carcinoma cell motility in an in vivo relevant 1D microenvironment.
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Affiliation(s)
- Ved P. Sharma
- Anatomy and Structural Biology, Albert Einstein College of Medicine, Bronx, NY 10461, USA; (E.L.); (R.E.); (M.H.O.); (D.E.)
- Gruss Lipper Biophotonics Center, Albert Einstein College of Medicine, Bronx, NY 10461, USA
| | - James Williams
- Colleges of Nanoscale Science and Engineering, SUNY Polytechnic Institute, Albany, NY 12203, USA; (J.W.); (J.S.); (J.C.)
| | - Edison Leung
- Anatomy and Structural Biology, Albert Einstein College of Medicine, Bronx, NY 10461, USA; (E.L.); (R.E.); (M.H.O.); (D.E.)
| | - Joe Sanders
- Colleges of Nanoscale Science and Engineering, SUNY Polytechnic Institute, Albany, NY 12203, USA; (J.W.); (J.S.); (J.C.)
| | - Robert Eddy
- Anatomy and Structural Biology, Albert Einstein College of Medicine, Bronx, NY 10461, USA; (E.L.); (R.E.); (M.H.O.); (D.E.)
| | - James Castracane
- Colleges of Nanoscale Science and Engineering, SUNY Polytechnic Institute, Albany, NY 12203, USA; (J.W.); (J.S.); (J.C.)
| | - Maja H. Oktay
- Anatomy and Structural Biology, Albert Einstein College of Medicine, Bronx, NY 10461, USA; (E.L.); (R.E.); (M.H.O.); (D.E.)
- Gruss Lipper Biophotonics Center, Albert Einstein College of Medicine, Bronx, NY 10461, USA
- Integrated Imaging Program, Albert Einstein College of Medicine, Bronx, NY 10461, USA
- Department of Pathology, Albert Einstein College of Medicine, Bronx, NY 10461, USA
| | - David Entenberg
- Anatomy and Structural Biology, Albert Einstein College of Medicine, Bronx, NY 10461, USA; (E.L.); (R.E.); (M.H.O.); (D.E.)
- Gruss Lipper Biophotonics Center, Albert Einstein College of Medicine, Bronx, NY 10461, USA
- Integrated Imaging Program, Albert Einstein College of Medicine, Bronx, NY 10461, USA
| | - John S. Condeelis
- Anatomy and Structural Biology, Albert Einstein College of Medicine, Bronx, NY 10461, USA; (E.L.); (R.E.); (M.H.O.); (D.E.)
- Gruss Lipper Biophotonics Center, Albert Einstein College of Medicine, Bronx, NY 10461, USA
- Integrated Imaging Program, Albert Einstein College of Medicine, Bronx, NY 10461, USA
- Department of Surgery, Albert Einstein College of Medicine, Bronx, NY 10461, USA
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Suh YJ, Hall MS, Huang YL, Moon SY, Song W, Ma M, Bonassar LJ, Segall JE, Wu M. Glycation of collagen matrices promotes breast tumor cell invasion. Integr Biol (Camb) 2019; 11:109-117. [PMID: 31041443 PMCID: PMC6824929 DOI: 10.1093/intbio/zyz011] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Revised: 03/21/2019] [Accepted: 03/25/2019] [Indexed: 01/17/2023]
Abstract
Cancer metastasis is a physical process in which tumor cells break away from the primary tumor, enter, and then exit the blood or lymph vessels, and establish secondary tumors in distant organs. Current clinical studies report a higher risk of cancer metastasis for diabetics than non-diabetics. However, due to complex overlapping risk factors between diabetes and cancer, the mechanism underlying this correlation is largely unknown. Elevated lifetime blood sugar levels in diabetics are known to increase glycation of collagen, causing stiffening of the ECM and connective tissue. In this study, we explored the roles of glycation of 3D collagen matrices in tumor cell invasion and migration. Using time-lapse images, we quantitatively compared the motility behavior of malignant breast tumor cells (MDA-MB-231) and co-culture spheroids (1:1 ratio of MDA-MB-231 cells with normal epithelial MCF-10A cells) embedded in glycated and non-glycated collagen matrices of various concentrations. Experimental results demonstrated that glycation increased tumor invasion within collagen matrices. More specifically, the average speed of MDA-MB-231 cells was higher in glycated collagen gels than in non-glycated collagen gels for all three gel concentrations tested. Cell spreading characterized by its diffusion coefficient or the effective spheroid radii at various time points was significantly greater in glycated collagen than in non-glycated collagen at a concentration of 3.5 mg/mL. This enhancement was moderate and less evident at lower collagen concentrations of 1.0 and 2.0 mg/mL. These results suggest a possible biomechanical link that relates to the high blood sugar level in diabetic patients and the cancer metastatic outcome.
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Affiliation(s)
- Young Joon Suh
- Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Matthew S. Hall
- Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Yu Ling Huang
- Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853, USA
| | - So Youn Moon
- Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Wei Song
- Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Minglin Ma
- Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Lawrence J. Bonassar
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Jeffrey E. Segall
- Anatomy and Structural Biology, Albert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, New York 10461, USA
| | - Mingming Wu
- Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853, USA
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