Rapid fabrication of collagen bundles mimicking tumor-associated collagen architectures
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Abstract
Stromal collagen is upregulated surrounding a solid tumor and presents as dense, thick, linearized, and aligned bundles. The collagen bundles are continually remodeled during tumor progression, and their orientation with respect to the tumor boundary has been correlated with invasive state. Currently, reconstituted-collagen gels are the standard in vitro tumor cell-extracellular matrix interaction model. The reticular, dense, and isotropic nanofiber (~900 nm-diameter, on average) gels do not, however, recapitulate the in vivo structural features of collagen bundling and alignment. Here, we present a rapid and simple method to fabricate bundles of collagen type I, whose average thickness may be varied between about 4 μm and 9 μm dependent upon diluent temperature and ionic strength. The durability and versatility of the collagen bundles was demonstrated with their incorporation into two in vitro models where the thickness and alignment of the collagen bundles resembled various in vivo arrangements. First, collagen bundles aligned by a microfluidic device elicited cancer cell contact guidance and enhanced their directional migration. Second, the presence of the collagen bundles in a bio-inert agarose hydrogel was shown to provide a route for cancer cell outgrowth. The unique structural features of the collagen bundles advance the physiological relevance of in vitro collagen-based tumor models for accurately capturing tumor cell-extracellular matrix interactions. STATEMENT OF SIGNIFICANCE: Collagen in the tumor microenvironment is upregulated and remodeled into dense, thick, and aligned bundles that are associated with invasive state. Current collagen-based in vitro models are based on reticular, isotropic nanofiber gels that do not fully recapitulate in vivo tumor stromal collagen. We present a simple and robust method of rapidly fabricating cell-scale collagen bundles that better mimic the remodeled collagen surrounding a tumor. Interacting with the bundles, cancer cells exhibited drastically different phenotypic behaviors, compared to nanofiber scaffolds. This work reveals the importance of microscale architecture of in vitro tumor models. The collagen bundles provide physiologically relevant collagen morphologies that may be easily incorporated into existing models of tumor cell-extracellular matrix interactions.
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ECM orientation can be achieved by providing directional forces during or after fibril polymerization, such as external strain, flow, or shear.
“ECM orientation can be further achieved by providing directional forces during or after fibril polymerization, such as by external strain, flow, or shear [21,37,38].”
From Cancer-on-chip models for metastasis: importance of the tumor microenvironment (2024) · cites this paper as [38]
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Cites
NIH Image to ImageJ: 25 years of image analysis
Schneider, C. A., Rasband, W. S., & Eliceiri, K. W. (2012) · Nature Methods · doi:10.1038/nmeth.2089 · Cited by 64,638 · see citing works
Matrix Crosslinking Forces Tumor Progression by Enhancing Integrin Signaling
Levental, K. R., Yu, H., Kass, L., Lakins, J. N., Egeblad, M., Erler, J. T., Fong, S. F. T., Csiszar, K., Giaccia, A., Weninger, W., et al. (2009) · Cell · doi:10.1016/j.cell.2009.10.027 · Cited by 4,101 · see citing works
Tensional homeostasis and the malignant phenotype
Paszek, M. J., Zahir, N., Johnson, K. R., Lakins, J. N., Rozenberg, G. I., Gefen, A., Reinhart-King, C. A., Margulies, S. S., Dembo, M., Boettiger, D., et al. (2005) · Cancer Cell · doi:10.1016/j.ccr.2005.08.010 · Cited by 3,941 · see citing works
Soft lithography for micro- and nanoscale patterning
Qin, D., Xia, Y., & Whitesides, G. M. (2010) · Nature Protocols · doi:10.1038/nprot.2009.234 · Cited by 2,339 · see citing works
A tense situation: forcing tumour progression
Butcher, D. T., Alliston, T. N., & Weaver, V. M. (2009) · Nature reviews. Cancer · doi:10.1038/nrc2544 · Cited by 1,922 · see citing works
Collagen reorganization at the tumor-stromal interface facilitates local invasion
Provenzano, P. P., Eliceiri, K. W., Campbell, J. M., Inman, D. R., White, J. G., & Keely, P. J. (2006) · BMC Medicine · doi:10.1186/1741-7015-4-38 · Cited by 1,804 · see citing works
An unbiased detector of curvilinear structures
Steger, C. T. (1998) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/34.659930 · Cited by 1,436 · see citing works
Collagen density promotes mammary tumor initiation and progression
Provenzano, P. P., Inman, D. R., Eliceiri, K. W., Knittel, J. G., Yan, L., Rueden, C., White, J. G., & Keely, P. J. (2008) · BMC Medicine · doi:10.1186/1741-7015-6-11 · Cited by 1,364 · see citing works
Nelson, C. M., & Bissell, M. J. (2006) · Annual Review of Cell and Developmental Biology · doi:10.1146/annurev.cellbio.22.010305.104315 · Cited by 1,121 · see citing works
Rezakhaniha, R., Agianniotis, A., Schrauwen, J. T. C., Griffa, A., Sage, D., Bouten, C. V. C., van de Vosse, F. N., Unser, M. A., & Stergiopulos, N. (2011) · Biomechanics and Modeling in Mechanobiology · doi:10.1007/s10237-011-0325-z · Cited by 1,104 · see citing works
Acerbi, I., Cassereau, L., Dean, I. S., Shi, Q., Au, A., Park, C., Chen, Y. Y., Liphardt, J., Hwang, E. S., & Weaver, V. M. (2015) · Integrative Biology · doi:10.1039/c5ib00040h · Cited by 1,062 · see citing works
Wolf, K., Wu, Y., Liu, Y., Geiger, J., Tam, E. M., Overall, C. M., Stack, M. S., & Friedl, P. (2007) · Nature Cell Biology · doi:10.1038/ncb1616 · Cited by 1,009 · see citing works
Lullo, G. A. D., Sweeney, S. M., Körkkö, J., Ala‐Kokko, L., & Antonio, J. D. S. (2002) · Journal of Biological Chemistry · doi:10.1074/jbc.m110709200 · Cited by 902 · see citing works
Hergenrother, C. W., Maleszewski, C., Nolan, M. C., Li, J., d’Aubigny, C. D., Shelly, F. C., Howell, E. S., Kareta, T., Izawa, M. R. M., Barucci, M. A., et al. (2019) · Nature Communications · doi:10.1038/s41467-019-09213-x · Cited by 902 · see citing works
Solid stress inhibits the growth of multicellular tumor spheroids
Helmlinger, G., Netti, P. A., Lichtenbeld, H. C., Melder, R. J., & Jain, R. K. (1997) · Nature Biotechnology · doi:10.1038/nbt0897-778 · Cited by 859 · see citing works
Dynamic imaging of collagen and its modulation in tumors in vivo using second-harmonic generation
Brown, E. B., McKee, T. D., DiTomaso, E., Pluen, A., Seed, B., Boucher, Y., & Jain, R. K. (2003) · Nature Medicine · doi:10.1038/nm879 · Cited by 836 · see citing works
Subramanian, A., Krishnan, U. M., & Sethuraman, S. (2009) · Journal of Biomedical Science · doi:10.1186/1423-0127-16-108 · Cited by 599 · see citing works
A distinctive role for focal adhesion proteins in three-dimensional cell motility
Fraley, S. I., Feng, Y., Krishnamurthy, R., Kim, D. H., Celedon, A., Longmore, G. D., & Wirtz, D. (2010) · Nature Cell Biology · doi:10.1038/ncb2062 · Cited by 587 · see citing works
Rajan, N., Habermehl, J., Côté, M., Doillon, C. J., & Mantovani, D. (2006) · Nature Protocols · doi:10.1038/nprot.2006.430 · Cited by 579 · see citing works
The Extracellular Matrix Modulates the Metastatic Journey
Kai, F., Drain, A. P., & Weaver, V. M. (2019) · Developmental Cell · doi:10.1016/j.devcel.2019.03.026 · Cited by 537 · see citing works
Hur, K., Toiyama, Y., Takahashi, M., Balaguer, F., Nagasaka, T., Koike, J., Hemmi, H., Koi, M., Boland, C. R., & Goel, A. (2012) · Gut · doi:10.1136/gutjnl-2011-301846 · Cited by 533 · see citing works
Provenzano, P. P., Inman, D. R., Eliceiri, K. W., Trier, S. M., & Keely, P. J. (2008) · Biophysical Journal · doi:10.1529/biophysj.108.133116 · Cited by 493 · see citing works
Doyle, A. D., Carvajal, N., Jin, A. J., Matsumoto, K., & Yamada, K. M. (2015) · Nature Communications · doi:10.1038/ncomms9720 · Cited by 462 · see citing works
3D collagen alignment limits protrusions to enhance breast cancer cell persistence
Riching, K. M., Cox, B. L., Salick, M. R., Pehlke, C., Riching, A. S., Ponik, S. M., Bass, B. R., Crone, W. C., Jiang, Y., Weaver, A. M., et al. (2014) · Biophysical Journal · doi:10.1016/j.bpj.2014.10.035 · Cited by 446 · see citing works
Oriented collagen fibers direct tumor cell intravasation
Han, W., Chen, S., Yuan, W., Fan, Q., Tian, J., Wang, X., Chen, L., Zhang, X., Wei, W., Liu, R., et al. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1610347113 · Cited by 376 · see citing works
Probing cellular mechanobiology in three-dimensional culture with collagen–agarose matrices
Ulrich, T. A., Jain, A., Tanner, K., MacKay, J. L., & Kumar, S. (2009) · Biomaterials · doi:10.1016/j.biomaterials.2009.10.047 · Cited by 310 · see citing works
Collagen: Structure and Mechanics, an Introduction
Fratzl, P. (2008) · Springer eBooks · doi:10.1007/978-0-387-73906-9_1 · Cited by 309 · see citing works
Ayres, C. E., Bowlin, G. L., Henderson, S. C., Taylor, L., Shultz, J., Alexander, J., Telemeco, T. A., & Simpson, D. G. (2006) · Biomaterials · doi:10.1016/j.biomaterials.2006.06.014 · Cited by 306 · see citing works
Ray, A., Lee, O., Win, Z., Edwards, R. M., Alford, P. W., Kim, D.-H., & Provenzano, P. P. (2017) · Nature Communications · doi:10.1038/ncomms14923 · Cited by 293 · see citing works
Cell contraction induces long-ranged stress stiffening in the extracellular matrix
Han, Y., Ronceray, P., Xu, G., Malandrino, A., Kamm, R. D., Lenz, M., Broedersz, C. P., & Guo, M. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1722619115 · Cited by 293 · see citing works
Lysyl Oxidase, Extracellular Matrix Remodeling and Cancer Metastasis
Xiao, Q., & Ge, G. (2012) · Cancer Microenvironment · doi:10.1007/s12307-012-0105-z · Cited by 277 · see citing works
Aligned electrospun polymer fibres for skeletal muscle regeneration
Aviss, K., Gough, J. E., & Downes, S. (2010) · European Cells and Materials · doi:10.22203/ecm.v019a19 · Cited by 254 · see citing works
Flow and magnetic field induced collagen alignment
Guo, C., & Kaufman, L. J. (2006) · Biomaterials · doi:10.1016/j.biomaterials.2006.10.010 · Cited by 242 · see citing works
Why the stroma matters in breast cancer
Conklin, M. W., & Keely, P. J. (2012) · Cell Adhesion & Migration · doi:10.4161/cam.20567 · Cited by 236 · see citing works
Fraley, S. I., Wu, P.-H., He, L., Feng, Y., Krishnamurthy, R., Longmore, G. D., & Wirtz, D. (2015) · Scientific Reports · doi:10.1038/srep14580 · Cited by 234 · see citing works
Microfluidic alignment of collagen fibers for in vitro cell culture
Lee, P., Lin, R., Moon, J. J., & Lee, L. P. (2006) · Biomedical Microdevices · doi:10.1007/s10544-006-6380-z · Cited by 229 · see citing works
Sapudom, J., Rubner, S., Martin, S., Kurth, T., Riedel, S., Mierke, C. T., & Pompe, T. (2015) · Biomaterials · doi:10.1016/j.biomaterials.2015.02.022 · Cited by 195 · see citing works
Biophysical control of invasive tumor cell behavior by extracellular matrix microarchitecture
Carey, S. P., Kraning-Rush, C. M., Williams, R. M., & Reinhart‐King, C. A. (2012) · Biomaterials · doi:10.1016/j.biomaterials.2012.02.029 · Cited by 188 · see citing works
Chou, C.-C., Lee, K., Lai, I., Wang, D.-S., Mo, X. M., Kulp, S. K., Shapiro, C. L., & Chen, C. (2014) · Cancer Research · doi:10.1158/0008-5472.can-14-0135 · Cited by 169 · see citing works
3D scaffolds in breast cancer research
Rijal, G., & Li, W. (2016) · Biomaterials · doi:10.1016/j.biomaterials.2015.12.016 · Cited by 169 · see citing works
Berger, A. J., Linsmeier, K. M., Kreeger, P. K., & Masters, K. S. B. (2017) · Biomaterials · doi:10.1016/j.biomaterials.2017.06.039 · Cited by 165 · see citing works
Zanotelli, M. R., Rahman-Zaman, A., VanderBurgh, J. A., Taufalele, P. V., Jain, A., Erickson, D., Bordeleau, F., & Reinhart-King, C. A. (2019) · Nature Communications · doi:10.1038/s41467-019-12155-z · Cited by 165 · see citing works
Chen, D., Chen, G., Jiang, W., Fu, M., Liu, W., Sui, J. H., Xu, S., Liu, Z., Zheng, X., Chi, L., et al. (2019) · JAMA Surgery · doi:10.1001/jamasurg.2018.5249 · Cited by 138 · see citing works
Chanrion, M., Kuperstein, I., Barrière, C., Marjou, F. E., Cohen, D., Vignjevic, D. M., Stimmer, L., Paul‐Gilloteaux, P., Bièche, I., Tavares, S. D. R., et al. (2014) · Nature Communications · doi:10.1038/ncomms6005 · Cited by 135 · see citing works
Collagen Alignment as a Predictor of Recurrence after Ductal Carcinoma In Situ
Conklin, M. W., Gangnon, R. E., Sprague, B. L., Gemert, L. V., Hampton, J. M., Eliceiri, K. W., Bredfeldt, J. S., Liu, Y., Surachaicharn, N., Newcomb, P. A., et al. (2017) · Cancer Epidemiology Biomarkers & Prevention · doi:10.1158/1055-9965.epi-17-0720 · Cited by 133 · see citing works
Association of collagen architecture with glioblastoma patient survival
Pointer, K. B., Clark, P. A., Schroeder, A. B., Salamat, M. S., Eliceiri, K. W., & Kuo, J. S. (2016) · Journal of neurosurgery · doi:10.3171/2016.6.jns152797 · Cited by 127 · see citing works
Tunable Collagen I Hydrogels for Engineered Physiological Tissue Micro-Environments
Antoine, E. E., Vlachos, P. P., & Rylander, M. N. (2015) · PLOS ONE · doi:10.1371/journal.pone.0122500 · Cited by 125 · see citing works
Ys, K., Im, S.-K., Oh, S., Jeong, S., Yoon, E.-S., Lee, C. J., Choi, N., & Hur, E. (2017) · Nature Communications · doi:10.1038/ncomms14346 · Cited by 125 · see citing works
Yeo, M., & Kim, G. (2018) · Small · doi:10.1002/smll.201803491 · Cited by 120 · see citing works
Collagen I fiber density increases in lymph node positive breast cancers: pilot study
Kakkad, S. M., Solaiyappan, M., Argani, P., Sukumar, S. V., Jacobs, L. K., Leibfritz, D., Bhujwalla, Z. M., & Glunde, K. (2012) · Journal of Biomedical Optics · doi:10.1117/1.jbo.17.11.116017 · Cited by 114 · see citing works
Tensile Forces Originating from Cancer Spheroids Facilitate Tumor Invasion
Kopanska, K. S., Alcheikh, Y., Staneva, R., Vignjevic, D. M., & Betz, T. (2016) · PLoS ONE · doi:10.1371/journal.pone.0156442 · Cited by 112 · see citing works
Li, R., Hebert, J. D., Lee, T. A., Xing, H., Boussommier-Calleja, A., Hynes, R. O., Lauffenburger, D. A., & Kamm, R. D. (2017) · Cancer Research · doi:10.1158/0008-5472.can-16-0442 · Cited by 100 · see citing works
Electrospun Fibers for Spinal Cord Injury Research and Regeneration
Schaub, N. J., Johnson, C. D., Cooper, B., & Gilbert, R. J. (2015) · Journal of Neurotrauma · doi:10.1089/neu.2015.4165 · Cited by 98 · see citing works
Static and dynamic light scattering from aggregating particles
Bloomfield, V. A. (2000) · Biopolymers · doi:10.1002/1097-0282(200009)54:3 · Cited by 77 · see citing works
Hogrebe, N. J., Reinhardt, J. W., & Gooch, K. J. (2016) · Journal of Biomedical Materials Research Part A · doi:10.1002/jbm.a.35914 · Cited by 75 · see citing works
Structure and Function of a Prostate Cancer Dissemination–Permissive Extracellular Matrix
Penet, M., Kakkad, S. M., Pathak, A. P., Krishnamachary, B., Mironchik, Y., Raman, V., Solaiyappan, M., & Bhujwalla, Z. M. (2016) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-16-1516 · Cited by 75 · see citing works
Type I Collagen Purification from Rat Tail Tendons
Rittié, L. (2017) · Methods in molecular biology · doi:10.1007/978-1-4939-7113-8_19 · Cited by 73 · see citing works
Miroshnikova, Y. A., Rozenberg, G. I., Cassereau, L., Pickup, M. W., Mouw, J. K., Ou, G., Templeman, K. L., Hannachi, E.-I., Gooch, K. J., Sieminski, A. L., et al. (2017) · Molecular Biology of the Cell · doi:10.1091/mbc.e17-02-0126 · Cited by 71 · see citing works
Microtubule-Actomyosin Mechanical Cooperation during Contact Guidance Sensing
Tabdanov, E. D., Puram, V. V., Zhovmer, A. S., & Provenzano, P. P. (2018) · Cell Reports · doi:10.1016/j.celrep.2018.09.030 · Cited by 63 · see citing works
Chen, Y.-Q., Kuo, J.-C., Wei, M.-T., Chen, Y.-C., Yang, M.-H., & Chiou, A. (2019) · Acta Biomaterialia · doi:10.1016/j.actbio.2018.11.046 · Cited by 29 · see citing works
Toward Morphologically Relevant Extracellular Matrix in Vitro Models: 3D Fiber Reinforced Hydrogels
Williams, A., Nowak, J. F., Dass, R., Samuel, J., & Mills, K. L. (2018) · Frontiers in Physiology · doi:10.3389/fphys.2018.00966 · Cited by 22 · see citing works
Self-citationLocal 3D matrix confinement determines division axis through cell shape
He, L., Chen, W., Wu, P.-H., et al. (2015) · Oncotarget · doi:10.18632/oncotarget.5848 · Cited by 16 · see citing works
Evaluation of collagen gel microstructure by scanning electron microscopy
Pogorelov, A. G., & Selezneva, I. I. (2010) · Bulletin of Experimental Biology and Medicine · doi:10.1007/s10517-010-1091-0 · Cited by 15 · see citing works
McLane, J. S., Rivet, C. J., Gilbert, R. J., et al. (2014) · Acta Biomaterialia · doi:10.1016/j.actbio.2014.07.016 · Cited by 10 · see citing works
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Cancer-on-chip models for metastasis: importance of the tumor microenvironment
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- Authors
- Gong, X., Kulwatno, J., & Mills, K. L.
- Affiliations
- Rensselaer Polytechnic Institute (US)
- Corresponding author
- Mills, K.L.
- Venue
- Acta Biomaterialia
- Publisher
- Elsevier BV
- Published
- 2020-05
- Volume
- 108
- Pages
- 128-141
- ISSN
- 1742-7061 (ISSN-L)
- OpenAlex
- W3012221170
- Cited by
- 43
- References
- 64
- Citations by year
- 2026: 5 · 2025: 9 · 2024: 8 · 2023: 6 · 2022: 4 · 2021: 9 · 2020: 2
- FWCI
- 2.62
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Locations
- Acta Biomaterialia (publishedVersion)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
- PubMed (publishedVersion)
- Funders
- National Science Foundation (NSF-MRI-1725984)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cell Biology › Cellular Mechanics and Interactions
- Physical Sciences › Engineering › Biomedical Engineering › 3D Printing in Biomedical Research
- Physical Sciences › Materials Science › Biomaterials › Collagen: Extraction and Characterization
- Keywords
- type I collagen, collagen bundles, tumor microenvironment, collagen remodeling, collagen fiber alignment, directional cell migration, agarose gel, in vitro tumor model
- MeSH terms
- Collagen, Connective Tissue, Extracellular Matrix, Hydrogels, Collagen Type I
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