Abstract
One of the hallmarks of the malignant transformation of epithelial tissue is the modulation of stromal components of the microenvironment. In particular, aberrant extracellular matrix (ECM) remodeling and stiffening enhances tumor growth and survival and promotes metastasis. Type I collagen is one of the major ECM components. It serves as a scaffold protein in the stroma contributing to the tissue’s mechanical properties, imparting tensile strength and rigidity to tissues such as those of the skin, tendons, and lungs. Here we investigate the effects of intrinsic spatial heterogeneities due to fibrillar architecture, pore size and ligand density on the microscale and bulk mechanical properties of the ECM. Type I collagen hydrogels with topologies tuned by polymerization temperature and concentration to mimic physico-chemical properties of a normal tissue and tumor microenvironment were measured by in situ-calibrated Active Microrheology by Optical Trapping revealing significantly different microscale complex shear moduli at Hz-kHz frequencies and two orders of magnitude of strain amplitude that we compared to data from bulk rheology measurements. Access to higher frequencies enabled observation of transitions from elastic to viscous behavior that occur at ~200–2750 Hz, which largely was dependent on tissue architecture well outside the dynamic range of instrument acquisition possible with SAOS bulk rheology. We determined that mouse melanoma tumors and human breast tumors displayed complex moduli ~5–1000 Pa, increasing with frequency and displaying a nonlinear stress–strain response. Thus, we show the feasibility of a mechanical biopsy in efforts to provide a diagnostic tool to aid in the design of therapeutics complementary to those based on standard histopathology.
Similar content being viewed by others
References
Abidine, Y., R. Michel, A. Duperray, L. Iulian, C. Verdier, Y. Abidine, et al. Physical properties of polyacrylamide gels probed by AFM and rheology. EPL Eur. Phys. Soc. 109:38003, 2015.
Acerbi, I., L. Cassereau, I. Dean, Q. Shi, A. Au, C. Park, et al. Human breast cancer invasion and aggression correlates with ECM stiffening and immune cell infiltration. Integr. Biol. 7(10):1120–1134, 2015. doi:10.1039/c5ib00040h.
Alcaraz, J., L. Buscemi, M. Grabulosa, X. Trepat, B. Fabry, R. Farré, and D. Navajas. Microrheology of human lung epithelial cells measured by atomic force microscopy. Biophys. J. 84(3):2071–2079, 2003. doi:10.1016/S0006-3495(03)75014-0.
Alexander, S., B. Weigelin, F. Winkler, and P. Friedl. Preclinical intravital microscopy of the tumour-stroma interface: invasion, metastasis, and therapy response. Curr. Opin. Cell Biol. 25(5):659–671, 2013. doi:10.1016/j.ceb.2013.07.001.
An, K. N., Y. L. Sun, and Z. P. Luo. Flexibility of type I collagen and mechanical property of connective tissue. Biorheology 41(3–4):239–246, 2004.
Arevalo, R. C., J. S. Urbach, and D. L. Blair. Size-dependent rheology of type-I collagen networks. Biophys. J. 99(8):L65–L67, 2010. doi:10.1016/j.bpj.2010.08.008.
Barcus, C. E., P. J. Keely, K. W. Eliceiri, and L. A. Schuler. Stiff collagen matrices increase tumorigenic prolactin signaling in breast cancer cells. J. Biol. Chem. 288(18):12722–12732, 2013. doi:10.1074/jbc.M112.447631.
Berg-sørensen, K., and H. Flyvbjerg. Power spectrum analysis for optical tweezers Power spectrum analysis for optical tweezers. Rev. Sci. Instrum. 594(75):594, 2004. doi:10.1063/1.1645654.
Blehm, B. H., A. Devine, J. R. Staunton, and K. Tanner. In vivo tissue has non-linear rheological behavior distinct from 3D biomimetic hydrogels as determined by AMOTIV microscopy. Biomaterials 83:66–78, 2015. doi:10.1016/j.biomaterials.2015.12.019.
Blehm, B. H., T. A. Schroer, K. M. Trybus, Y. R. Chemla, P. R. Selvin, B. H. Blehm, et al. In vivo optical trapping indicates kinesin’s stall force is reduced by dynein during intracellular transport. Proc. Natl. Acad. Sci. 110(23):1–7, 2013. doi:10.1073/pnas.1308350110.
Brau, R. R., J. M. Ferrer, H. Lee, C. E. Castro, and B. K. Tam. Passive and active microrheology with optical tweezers. J. Opt. A: Pure Appl. Opt. 9:S103–S112, 2007. doi:10.1088/1464-4258/9/8/S01.
Bredfeldt, J. S., Y. Liu, M. W. Conklin, P. J. Keely, T. R. Mackie, and K. W. Eliceiri. Automated quantification of aligned collagen for human breast carcinoma prognosis. J. Pathol. Inf. 5:28, 2014. doi:10.4103/2153-3539.139707.
Bredfeldt, J. S., Y. Liu, C. A. Pehlke, M. W. Conklin, J. M. Szulczewski, D. R. Inman, et al. Computational segmentation of collagen fibers from second-harmonic generation images of breast cancer. J. Biomed. Opt. 19(1):16007, 2014. doi:10.1117/1.JBO.19.1.016007.
Breedveld, V., and D. J. Pine. Microrheology as a tool for high-throughput screening. J. Mater. Sci. 38(22):4461–4470, 2003. doi:10.1023/A:1027321232318.
Brábek, J., C. T. Mierke, D. Rösel, P. Veselý, and B. Fabry. The role of the tissue microenvironment in the regulation of cancer cell motility and invasion. Cell Commun. Signal. CCS 8:22, 2010. doi:10.1186/1478-811X-8-22.
Carlisle, C. R., C. Coulais, and M. Guthold. The mechanical stress-strain properties of single electrospun collagen type I nanofibers. Acta Biomater. 6(8):2997–3003, 2010. doi:10.1016/j.actbio.2010.02.050.
Conklin, M. W., J. C. Eickhoff, K. M. Riching, C. A. Pehlke, K. W. Eliceiri, P. P. Provenzano, et al. Aligned collagen is a prognostic signature for survival in human breast carcinoma. Am. J. Pathol. 178(3):1221–1232, 2011. doi:10.1016/j.ajpath.2010.11.076.
Cox, G., E. Kable, A. Jones, I. Fraser, F. Manconi, and M. D. Gorrell. 3-Dimensional imaging of collagen using second harmonic generation. J. Struct. Biol. 141(1):53–62, 2003. doi:10.1016/S1047-8477(02)00576-2.
Cukierman, E., R. Pankov, and K. M. Yamada. Cell interactions with three-dimensional matrices. Curr. Opin. Cell Biol. 14(5):633–639, 2002.
De Wever, O., and M. Mareel. Role of tissue stroma in cancer cell invasion. J. Pathol. 200(4):429–447, 2003. doi:10.1002/path.1398.
Deffieux, T., G. Montaldo, M. Tanter, and M. Fink. Shear wave spectroscopy for in vivo quantification of human soft tissues visco-elasticity. IEEE Trans. Med. Imaging 28(3):313–322, 2009. doi:10.1109/TMI.2008.925077.
Doyle, A. D., N. Carvajal, A. Jin, K. Matsumoto, and K. M. Yamada. Local 3D matrix microenvironment regulates cell migration through spatiotemporal dynamics of contractility-dependent adhesions. Nat. Commun. 6:8720, 2015. doi:10.1038/ncomms9720.
Doyle, A. D., F. W. Wang, K. Matsumoto, and K. M. Yamada. One-dimensional topography underlies three-dimensional fibrillar cell migration. J. Cell Biol. 184(4):481–490, 2009. doi:10.1083/jcb.200810041.
Egeblad, M., M. G. Rasch, and V. M. Weaver. Dynamic interplay between the collagen scaffold and tumor evolution. Curr. Opin. Cell Biol. 22(5):697–706, 2010. doi:10.1016/j.ceb.2010.08.015.
Entenberg, D., Kedrin, D., Wyckoff, J., Sahai, E., Condeelis, J., & Segall, J. E. (2013). Imaging tumor cell movement in vivo. Curr. Protoc. Cell Biol. Chapter 19, Unit19.7. 10.1002/0471143030.cb1907s58.
Ewoldt, R. H., A. E. Hosoi, and G. H. Mckinley. New measures for characterizing nonlinear viscoelasticity in large amplitude oscillatory shear (LAOS). J. Rheol. 52:1427, 2008.
Ewoldt, R. H., P. Winter, J. Maxey, and G. H. Mckinley. Large amplitude oscillatory shear of pseudoplastic and elastoviscoplastic materials. Rheol. Acta 49:191–212, 2010.
Fabry, B., G. Maksym, J. Butler, M. Glogauer, D. Navajas, N. Taback, et al. Time scale and other invariants of integrative mechanical behavior in living cells. Phys. Rev. E 68(4):1–18, 2003. doi:10.1103/PhysRevE.68.041914.
Farré, A., and M. Montes-usategui. A force detection technique for single-beam optical traps based on direct measurement of light momentum changes. Opt. Exp. 18(11):2382–2391, 2010.
Fidler, I. J. The pathogenesis of cancer metastasis: the “seed and soil” hypothesis revisited. Nat. Rev. Cancer 3(6):453–458, 2003. doi:10.1038/nrc1098.
Fischer, M., and K. Berg-sørensen. Calibration of trapping force and response function of optical tweezers in viscoelastic media. J. Opt. A 9(8): S239. Retrieved from http://stacks.iop.org/1464-4258/9/i=8/a=S18, 2007
Fraley, S. I., P. Wu, L. He, Y. Feng, R. Krisnamurthy, G. D. Longmore, and D. Wirtz. Three-dimensional matrix fiber alignment modulates cell migration and MT1-MMP utility by spatially and temporally directing protrusions. Sci. Rep. 5:14580, 2015.
Fratzl, P., K. Misof, I. Zizak, G. Rapp, H. Amenitsch, and S. Bernstorff. Fibrillar structure and mechanical properties of collagen. J. Struct. Biol. 122(1–2):119–122, 1998. doi:10.1006/jsbi.1998.3966.
Friedl, P., and S. Alexander. Cancer invasion and the microenvironment: plasticity and reciprocity. Cell 147(5):992–1009, 2011. doi:10.1016/j.cell.2011.11.016.
Friedl, P., and K. Wolf. Tumour-cell invasion and migration: diversity and escape mechanisms. Nat. Rev. Cancer 3(May):362–374, 2003. doi:10.1038/nrc1075.
Friedl, P., and K. Wolf. Proteolytic interstitial cell migration: a five-step process. Cancer Metastasis Rev. 28(1–2):129–135, 2009. doi:10.1007/s10555-008-9174-3.
Gentleman, E., A. N. Lay, D. A. Dickerson, E. A. Nauman, G. A. Livesay, and K. C. Dee. Mechanical characterization of collagen fibers and scaffolds for tissue engineering. Biomaterials 24(21):3805–3813, 2003. doi:10.1016/S0142-9612(03)00206-0.
Gilkes, D. M., P. Chaturvedi, S. Bajpai, C. C. Wong, H. Wei, S. Pitcairn, et al. Collagen prolyl hydroxylases are essential for breast cancer metastasis. Cancer Res. 73(11):3285–3296, 2013. doi:10.1158/0008-5472.CAN-12-3963.
Gittes, F., and C. F. Schmidt. Interference model for back-focal-plane displacement detection in optical tweezers. Opt. Lett. 23(1):7–9, 1998.
Granek, R., and M. E. Cates. Stress relaxation in living polymers: results from a Poisson renewal model. J. Chem. Phys. 96:4758, 1992. doi:10.1063/1.462787.
Grange, W., S. Husale, H. Güntherodt, and M. Hegner. Optical tweezers system measuring the change in light momentum flux. Rev. Sci. Instrum. 73(6):2308, 2002. doi:10.1063/1.1477608.
Guthold, M., W. Liu, E. A. Sparks, L. M. Jawerth, L. Peng, M. Falvo, et al. A comparison of the mechanical and structural properties of fibrin fibers with other protein fibers. Cell Biochem. Biophys. 49(3):165–181, 2007. doi:10.1007/s12013-007-9001-4.
Gutsmann, T., G. E. Fantner, J. H. Kindt, M. Venturoni, S. Danielsen, and P. K. Hansma. Force spectroscopy of collagen fibers to investigate their mechanical properties and structural organization. Biophys. J. 86(5):3186–3193, 2004. doi:10.1016/S0006-3495(04)74366-0.
Jawerth, L. M., S. Munster, D. A. Vader, B. Fabry, and D. A. Weitz. A blind spot in confocal reflection microscopy: the dependence of fiber brightness on fiber orientation in imaging biopolymer networks. Biophys. J. 98(3):3–5, 2010. doi:10.1016/j.bpj.2009.09.065.
Jun, Y., S. K. Tripathy, B. R. J. Narayanareddy, M. K. Mattson-hoss, and S. P. Gross. Article calibration of optical tweezers for in vivo force measurements: how do different approaches compare? Biophys. J. 107(6):1474–1484, 2014. doi:10.1016/j.bpj.2014.07.033.
Kadler, K. E., D. F. Holmes, J. A. Trotter, and J. A. Chapman. Collagen fibril formation. J. Biochem. 316(Pt 1):1–11, 1996.
Kalluri, R., and M. Zeisberg. Fibroblasts in cancer. Nat. Rev. Cancer 6(5):392–401, 2006. doi:10.1038/nrc1877.
Kamm, R. D., and M. R. Mofrad. In: Cytoskeletal Mechanics: Models and Measurements1st, edited by R. D. Kamm, and M. R. Mofrad. New York: Cambridge University Press, 2006.
Kasza, K. E., A. C. Rowat, J. Liu, T. E. Angelini, C. P. Brangwynne, G. H. Koenderink, and D. A. Weitz. The cell as a material. Curr. Opin. Cell Biol. 19(1):101–107, 2007. doi:10.1016/j.ceb.2006.12.002.
Keely, P. J. Mechanisms by which the extracellular matrix and integrin signaling act to regulate the switch between tumor suppression and tumor promotion. J Mammary Gland Biol Neoplasia 16(3):205–219, 2011. doi:10.1007/s10911-011-9226-0.
Khanna, C., R. G. Wells, E. Puré, and S. W. Volk. Type III collagen directs stromal organization and limits metastasis in a murine model of breast cancer. Am. J. Pathol. 185(5):1, 2015.
Kim, J., J. R. Staunton, and K. Tanner. Independent control of topography for 3D patterning of the ECM microenvironment. Adv. Mater. 28:132–137, 2015. doi:10.1002/adma.201503950.
Kolahi, K. S., and M. R. K. Mofrad. Mechanotransduction: a major regulator of homeostasis and development. Wiley Interdiscip. Rev. 2(6):625–639, 2010. doi:10.1002/wsbm.79.
Kotlarchyk, M. A., E. L. Botvinick, and A. J. Putnam. Characterization of hydrogel microstructure using laser tweezers particle tracking and confocal reflection imaging. J. Phys.: Condens. Matter 22(19):194121, 2010. doi:10.1088/0953-8984/22/19/194121.
Kotlarchyk, M. A., S. G. Shreim, M. B. Alvarez-Elizondo, L. C. Estrada, R. Singh, L. Valdevit, et al. Concentration independent modulation of local micromechanics in a fibrin gel. PLoS One 6(5):e20201, 2011. doi:10.1371/journal.pone.0020201.
Leight, J. L., M. A. Wozniak, S. Chen, M. L. Lynch, and C. S. Chen. Matrix rigidity regulates a switch between TGF-1-induced apoptosis and epithelial-mesenchymal transition. Mol. Biol. Cell 23(5):781–791, 2012. doi:10.1091/mbc.E11-06-0537.
Levental, I., P. C. Georges, and P. A. Janmey. Soft biological materials and their impact on cell function. Soft Matter 3(3):299–306, 2007. doi:10.1039/b610522j.
Levental, K. R., H. Yu, L. Kass, J. N. Lakins, M. Egeblad, J. T. Erler, et al. Matrix crosslinking forces tumor progression by enhancing integrin signaling. Cell 139(5):891–906, 2009. doi:10.1016/j.cell.2009.10.027.
Liu, J., M. L. Gardel, K. Kroy, E. Frey, B. D. Hoffman, J. C. Crocker, et al. Microrheology probes length scale dependent rheology. Phys. Rev. Lett. 96(11):118104, 2006. doi:10.1103/PhysRevLett.96.118104.
Lu, P., V. M. Weaver, and Z. Werb. The extracellular matrix: a dynamic niche in cancer progression. J. Cell Biol. 196(4):395–406, 2012. doi:10.1083/jcb.201102147.
MacKintosh, F. C., J. Käs, and P. A. Janmey. Elasticity of semiflexible biopolymer networks. Phys. Rev. Lett. 75(24):4425, 1995.
Mak, M., R. D. Kamm, and M. H. Zaman. Impact of dimensionality and network disruption on microrheology of cancer cells in 3D environments. PLoS Comput. Biol. 10(11):e1003959, 2014. doi:10.1371/journal.pcbi.1003959.
Mason, T., K. Ganesan, J. van Zanten, D. Wirtz, and S. Kuo. Particle tracking microrheology of complex fluids. Phys. Rev. Lett. 79(17):3282–3285, 1997. doi:10.1103/PhysRevLett.79.3282.
Mason, T. G., and D. A. Weitz. Optical measurements of frequency-dependent linear viscoelastic moduli of complex fluids. Phys. Rev. Lett. 74(7):1250–1253, 1995.
Mickel, W., S. Münster, L. M. Jawerth, D. A. Vader, D. A. Weitz, A. P. Sheppard, et al. Robust pore size analysis of filamentous networks from three-dimensional confocal microscopy. Biophys. J. 95(12):6072–6080, 2008. doi:10.1529/biophysj.108.135939.
Motte, S., and L. J. Kaufman. Strain stiffening in collagen I networks. Biopolymers 99(1):35–46, 2013. doi:10.1002/bip.22133.
Mouw, J. K., G. Ou, and V. M. Weaver. Extracellular matrix assembly: a multiscale deconstruction. Nat. Rev. Mol. Cell Biol. 15(12):771–785, 2014. doi:10.1038/nrm3902.
Münster, S., L. M. Jawerth, B. A. Leslie, J. I. Weitz, B. Fabry, and D. A. Weitz. Strain history dependence of the nonlinear stress response of fibrin and collagen networks. Proc. Natl. Acad. Sci. USA 110(30):1–6, 2013. doi:10.1073/pnas.1222787110.
Ng, M. R., and J. S. Brugge. A stiff blow from the stroma: collagen crosslinking drives tumor progression. Cancer Cell 16(6):455–457, 2009. doi:10.1016/j.ccr.2009.11.013.
Paget, S. The distribution of secondary growths in cancer of the breast. 1889. Cancer Metastasis Rev. 8(2):98–101, 1989.
Pathak, A., and S. Kumar. Biophysical regulation of tumor cell invasion: moving beyond matrix stiffness. Integr. Biol. 3(4):267–278, 2011. doi:10.1039/C0IB00095G.
Patsialou, A., J. J. Bravo-Cordero, Y. Wang, D. Entenberg, H. Liu, M. Clarke, and J. S. Condeelis. Intravital multiphoton imaging reveals multicellular streaming as a crucial component of in vivo cell migration in human breast tumors. Intravital 2(2):e25294, 2013. doi:10.4161/intv.25294.
Pedersen, J. A., and M. A. Swartz. Mechanobiology in the third dimension. Ann. Biomed. Eng. 33(11):1469–1490, 2005. doi:10.1007/s10439-005-8159-4.
Peterman, E. J. G., F. Gittes, and C. F. Schmidt. Laser-induced heating in optical traps. Biophys. J. 84(February):1308–1316, 2003.
Petrie, R. J., H. Koo, and K. M. Yamada. Generation of compartmentalized pressure by a nuclear piston governs cell motility in a 3D matrix. Science 345(6200):1062–1065, 2014. doi:10.1126/science.1256965.
Pickup, M. W., J. K. Mouw, and V. M. Weaver. The extracellular matrix modulates the hallmarks of cancer. EMBO Rep. 15(12):1243–1253, 2014. doi:10.15252/embr.201439246.
Plodinec, M., M. Loparic, C. A. Monnier, E. C. Obermann, R. Zanetti-Dallenbach, P. Oertle, et al. The nanomechanical signature of breast cancer. Nat. Nano 7(11):757–765, 2012. doi:10.1038/nnano.2012.167.
Plodinec, M., M. Loparic, C. A. Monnier, E. C. Obermann, R. Zanetti-Dallenbach, P. Oertle, et al. The nanomechanical signature of breast cancer. Nat. Nanotechnol. 7(11):757–765, 2012. doi:10.1038/nnano.2012.167.
Plotnick, R. E., R. H. Gardner, W. W. Hargrove, K. Prestegaard, and M. Perlmutter. Lacunarity analysis: a general technique for the analysis of spatial patterns. Phys. Rev. E 53(5):5461–5468, 1996. doi:10.1103/PhysRevE.53.5461.
Provenzano, P. P., K. W. Eliceiri, J. M. Campbell, D. R. Inman, J. G. White, and P. J. Keely. Collagen reorganization at the tumor-stromal interface facilitates local invasion. BMC Med. 4(1):38, 2006. doi:10.1186/1741-7015-4-38.
Raub, C. B., V. Suresh, T. Krasieva, J. Lyubovitsky, J. D. Mih, A. J. Putnam, et al. Noninvasive assessment of collagen gel microstructure and mechanics using multiphoton microscopy. Biophys. J. 92(6):2212–2222, 2007. doi:10.1529/biophysj.106.097998.
Raub, C. B., J. Unruh, V. Suresh, T. Krasieva, T. Lindmo, E. Gratton, et al. Image correlation spectroscopy of multiphoton images correlates with collagen mechanical properties. Biophys. J. 94(6):2361–2373, 2008. doi:10.1529/biophysj.107.120006.
Roeder, B. A., K. Kokini, J. E. Sturgis, J. P. Robinson, and S. L. Voytik-Harbin. Tensile mechanical properties of three-dimensional type I collagen extracellular matrices with varied microstructure. J. Biomech. Eng. 124:214–222, 2002. doi:10.1115/1.1449904.
Schedin, P., and P. J. Keely. Mammary gland ECM remodeling, stiffness, and mechanosignaling in normal development and tumor progression. Cold Spring Harb. Perspect. Biol. 3(1):a003228, 2011. doi:10.1101/cshperspect.a003228.
Shen, Z. L., M. R. Dodge, H. Kahn, R. Ballarini, and S. J. Eppell. Stress-strain experiments on individual collagen fibrils. Biophys. J. 95(8):3956–3963, 2008. doi:10.1529/biophysj.107.124602.
Shoulders, M. D., and R. T. Raines. Collagen structure and stability. Annu. Rev. Biochem. 78:929–958, 2009. doi:10.1146/annurev.biochem.77.032207.120833.
Sollich, P. Rheological constitutive equation for a model of soft glassy materials. Phys. Rev. E 58(1):738–759, 1998. doi:10.1103/PhysRevE.58.738.
Sollich, P., F. Lequeux, P. Hébraud, and M. Cates. Rheology of soft glassy materials. Phys. Rev. Lett. 78(10):2020–2023, 1997. doi:10.1103/PhysRevLett.78.2020.
Squires, T. M., and T. G. Mason. Fluid mechanics of microrheology. Annu. Rev. Fluid Mech. 42:413–438, 2010. doi:10.1146/annurev-fluid-121108-145608.
Staunton, J. R., B. L. Doss, S. Lindsay, and R. Ros. Correlating confocal microscopy and atomic force indentation reveals metastatic cancer cells stiffen during invasion into collagen I matrices. Sci. Rep. 6:19686, 2016. doi:10.1038/srep19686.
Storm, C., J. J. Pastore, F. MacKintosh, T. Lubensky, and P. A. Jamney. Nonlinear elasticity in biological gels. Nature 435:191–194, 2005. doi:10.1038/nature03497.1.
Stroka, K. M., H. Jiang, S.-H. Chen, Z. Tong, D. Wirtz, S. X. Sun, and K. Konstantopoulos. Water permeation drives tumor cell migration in confined microenvironments. Cell 157(3):611–623, 2014. doi:10.1016/j.cell.2014.02.052.
Sun, Y. L., Z. P. Luo, A. Fertala, and K. N. An. Direct quantification of the flexibility of type I collagen monomer. Biochem. Biophys. Res. Commun. 295(2):382–386, 2002. doi:10.1016/S0006-291X(02)00685-X.
Svoboda, K., and S. M. Block. Biological applications of optical forces. Annu. Rev. Biophys. Biomol. Struct. 23:247–285, 1994. doi:10.1146/annurev.bb.23.060194.001335.
Tanner, K., and M. M. Gottesman. Beyond 3D culture models of cancer. Sci. Transl. Med. 7(283):283ps9, 2015. doi:10.1126/scitranslmed.3009367.
Tilbury, K., and P. J. Campagnola. Applications of second-harmonic generation imaging microscopy in ovarian and breast cancer. Perspect. Med. Chem. 7:21–32, 2015. doi:10.4137/PMC.S13214.
Tolle, C. R., T. R. McJunkin, and D. J. Gorsich. An efficient implementation of the gliding box lacunarity algorithm. Physica D 237(3):306–315, 2008. doi:10.1016/j.physd.2007.09.017.
van Kempen, L. C., D. J. Ruiter, G. N. van Muijen, and L. M. Coussens. The tumor microenvironment: a critical determinant of neoplastic evolution. Eur. J. Cell Biol. 82(11):539–548, 2003. doi:10.1078/0171-9335-00346.
Wallace, D. G., and J. Rosenblatt. Collagen gel systems for sustained delivery and tissue engineering. Adv. Drug Deliv. Rev. 55(12):1631–1649, 2003.
Weber, F., L. Shen, K. Fukino, A. Patocs, G. L. Mutter, T. Caldes, and C. Eng. Total-genome analysis of BRCA1/2-related invasive carcinomas of the breast identifies tumor stroma as potential landscaper for neoplastic initiation. Am. J. Hum. Genet. 78(6):961–972, 2006. doi:10.1086/504090.
Wenger, M. P. E., L. Bozec, M. A. Horton, and P. Mesquida. Mechanical properties of collagen fibrils. Biophys. J. 93(4):1255–1263, 2007. doi:10.1529/biophysj.106.103192.
Werb, Z., and P. Lu. The role of stroma in tumor development. Cancer J. 21(4):250–253, 2015. doi:10.1097/PPO.0000000000000127.
Williams, B. R., R. A. Gelman, D. C. Poppke, and K. A. Piez. Collagen fibril formation. Optimal in vitro conditions and preliminary kinetic results. J. Biol. Chem. 253(18):6578–6585, 1978
Wirtz, D. Particle-tracking microrheology of living cells: principles and applications. Ann. Rev. Biophys. 38:301–326, 2009. doi:10.1146/annurev.biophys.050708.133724.
Wolf, K., M. te Lindert, M. Krause, S. Alexander, J. te Riet, A. L. Willis, et al. Physical limits of cell migration: control by ECM space and nuclear deformation and tuning by proteolysis and traction force. J. Cell Biol. 201(7):1069–1084, 2013. doi:10.1083/jcb.201210152.
Xu, R., A. Boudreau, and M. J. Bissell. Tissue architecture and function: dynamic reciprocity via extra- and intra-cellular matrices. Cancer Metastasis Rev. 28(1–2):167–176, 2009. doi:10.1007/s10555-008-9178-z.
Zoumi, A., A. Yeh, and B. J. Tromberg. Imaging cells and extracellular matrix in vivo by using second-harmonic generation and two-photon excited fluorescence. Proc. Natl. Acad. Sci. USA 99(17):11014–11019, 2002. doi:10.1073/pnas.172368799.
Acknowledgments
This effort was supported by the Intramural Research Program of the National Institutes of Health, the National Cancer Institute. We thank Ben Blehm for helpful technical discussions and George Leiman for critical reading of the manuscript. We also thank Daniel Blair, and Xinran Zhang of Georgetown University for assistance with bulk rheometry.
Conflict of interest
Dr. Tanner and Alexus Devine have an international stage PCT application pending. Jack R Staunton, Wilfred Vieira, King Leung Fung and Ross Lake, all declare that they have no conflict of interest.
Ethical Statements
Animal studies were conducted under protocols approved by the National Cancer Institute, and the National Institutes of Health Animal Care and Use Committee. No human subjects research was performed in this studies.
Author information
Authors and Affiliations
Corresponding author
Additional information
Associate Editor Michael R. King oversaw the review of this article.
Kandice Tanner received her doctoral degree in Physics at the University of Illinois, Urbana-Champaign under Professor Enrico Gratton. She completed post-doctoral training at the University of California, Irvine specializing in dynamic imaging of thick tissues. She then became a Department of Defense Breast Cancer Post-doctoral fellow jointly at University of California, Berkeley and Lawrence Berkeley National Laboratory under Dr. Mina J. Bissell. Dr. Tanner joined the National Cancer Institute as a Stadtman Tenure-Track Investigator in July, 2012, where she integrates concepts from molecular biophysics and cell biology to learn how cells and tissues sense and respond to their physical microenvironment, and to thereby design therapeutics and cellular biotechnology. For her work, she has been awarded the 2013 National Cancer Institute Director’s Intramural Innovation Award, the 2015 NCI Leading Diversity award and the 2016 Young Fluorescence Investigator award from the Biophysical Society, She currently serves on the Membership Committee of the American Society of Cell Biology, the Minority Affairs Committee of the Biophysical Society and is a Member at large for the Division of Biological Physics of the American Physical Society.
This article is part of the 2016 Young Innovators Issue.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Staunton, J.R., Vieira, W., Fung, K.L. et al. Mechanical Properties of the Tumor Stromal Microenvironment Probed In Vitro and Ex Vivo by In Situ-Calibrated Optical Trap-Based Active Microrheology. Cel. Mol. Bioeng. 9, 398–417 (2016). https://doi.org/10.1007/s12195-016-0460-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12195-016-0460-9