journal article·2022-12Open access

A fibre tracking algorithm for volumetric microstructural data - application to tendons

Helena Raymond-Hayling, Yinhui Lu, Karl E. Kadler, Tom Shearer

Acta Biomaterialia· Volume 154

Abstract

Tendons are crucial connective tissues made almost entirely of bundles of long, near-parallel collagen fibrils, and are vitally important to skeletal stability and mechanical function. Tendon structure is typically quantified in 2D, whereas, in this work, we have used serial block face-scanning electron microscopy to image tendons in 3D. We present a custom fibre tracking algorithm (FTA), with which we have characterised the 3D microstructure of tendon. Currently available tools for fibre tracing were unsuitable for tracking large numbers of fibrils and handling imaging artefacts associated with EM. We have tracked fibrils through a representative tendon volume and measured their relative length, diameter, orientation, chirality, tortuosity and volume fraction, which are just some of the measurements it is possible to make with the FTA depending on the research question. This algorithm has been developed in a general way and can be applied to a range of biological research questions relating to tendon structure-function relationships, on topics such as ageing, disease, development and injury. The FTA is also applicable to other fibrous biological materials, as well as engineered materials and textiles; it is written using Python and is freely available to download. We have created an algorithm for tracking fibres in 3D image stacks and applied it to tendon tissue. Previous studies have examined tendon structure in 2D, whereas we have imaged tendons in 3D using volumetric electron microscopy. Currently available fibre tracing tools could not track the large numbers of fibres or tolerate the artefacts present in biological imaging data. Using our algorithm, we have reconstructed and characterised the geometrical properties of the collagen fibrils (length, width, alignment, area, location). This algorithm could help to answer questions in biology which relate tissue microstructure to function in areas such as ageing, disease, development and injury. It could also be used to study engineered materials and textiles and is available freely to download.
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Research context

OpenAlex topics: Tendon Structure and Treatment · Cellular Mechanics and Interactions · Connective tissue disorders research

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (76)

Show source-provided references
1. Overview of the matrisome–an inventory of extracellular matrix constituents and functions10.1101/cshperspect.a004903 ↗
2. Tendon structure and composition
3. Characterization of the anisotropic mechanical properties of excised human skin10.1016/j.jmbbm.2011.08.016 ↗
4. A scanning electron microscope study of the effects of uniaxial tension on human skin10.1111/j.1365-2133.1973.tb02993.x ↗
5. Three-dimensional matrix fiber alignment modulates cell migration and MT1-MMP utility by spatially and temporally directing protrusions10.1038/srep14580 ↗
6. Relationship between nanotopographical alignment and stem cell fate with live imaging and shape analysis10.1038/srep37909 ↗
7. Extracellular matrix alignment dictates the organization of focal adhesions and directs uniaxial cell migration10.1063/1.5052239 ↗
8. The effect of the fibre orientation of electrospun scaffolds on the matrix production of rabbit annulus fibrosus-derived stem cells10.1038/boneres.2015.12 ↗
9. Local force and geometry sensing regulate cell functions10.1038/nrm1890 ↗
10. A review of Ehlers–Danlos syndrome
11. Matrix crosslinking forces tumor progression by enhancing integrin signaling10.1016/j.cell.2009.10.027 ↗
12. The multicomposite structure of tendon10.3109/03008207809152283 ↗
13. Mechanics of tendon, from an engineering perspective10.1016/j.ijfatigue.2006.09.020 ↗
14. An estimate of the mean length of collagen fibrils in rat tail-tendon as a function of age10.3109/03008208909016814 ↗
15. Constitutive modeling of crimped collagen fibrils in soft tissues10.1016/j.jmbbm.2008.12.009 ↗
16. Fascicles from energy-storing tendons show an age-specific response to cyclic fatigue loading
17. The relative compliance of energy-storing tendons may be due to the helical fibril arrangement of their fascicles10.1098/rsif.2017.0261 ↗
18. A structure-based extracellular matrix expansion mechanism of fibrous tissue growth10.7554/eLife.05958 ↗
19. Circadian control of the secretory pathway maintains collagen homeostasis10.1038/s41556-019-0441-z ↗
20. In vitro tendon tissue development from human fibroblasts demonstrates collagen fibril diameter growth associated with a rise in mechanical strength10.1002/dvdy.23896 ↗
21. Evidence of structurally continuous collagen fibrils in tendons10.1016/j.actbio.2017.01.006 ↗
22. Targeted deletion of collagen V in tendons and ligaments results in a classic Ehlers–Danlos syndrome joint phenotype10.1016/j.ajpath.2015.01.031 ↗
23. Collagen V haploinsufficiency in a murine model of classic Ehlers–Danlos syndrome is associated with deficient structural and mechanical healing in tendons10.1002/jor.23571 ↗
24. Tendon and motor phenotypes in the Crtap-/- mouse model of recessive osteogenesis imperfecta10.7554/eLife.63488 ↗
25. Birk · 2017
26. Optic radiation fiber tractography in glioma patients based on high angular resolution diffusion imaging with compressed sensing compared with diffusion tensor imaging - initial experience10.1371/journal.pone.0070973 ↗
27. Whole mouse brain structural connectomics using magnetic resonance histology10.1007/s00429-018-1750-x ↗
28. Assessment of postoperative tendon quality in patients with achilles tendon rupture using diffusion tensor imaging and tendon fiber tracking10.1053/j.jfas.2014.12.025 ↗
29. Polarized Raman anisotropic response of collagen in tendon: towards 3D orientation mapping of collagen in tissues10.1371/journal.pone.0063518 ↗
30. Estimating fiber orientation distribution functions in 3D-polarized light imaging10.3389/fnana.2016.00040 ↗
31. Polarized light microscopy for 3-dimensional mapping of collagen fiber architecture in ocular tissues10.1002/jbio.201700356 ↗
32. X-ray quantitative computed tomography: the relations to physical properties of proximal tibial trabecular bone specimens10.1016/0021-9290(89)90067-5 ↗
33. X-ray computed tomography of the anterior cruciate ligament and patellar tendon10.32098/mltj.02.2014.26 ↗
34. Optimal contrast agent staining of ligaments and tendons for X-ray computed tomography10.1371/journal.pone.0153552 ↗
35. Three-dimensional visualisation of soft biological structures by X-ray computed micro-tomography10.1242/jcs.179077 ↗
36. Slow stretching that mimics embryonic growth rate stimulates structural and mechanical development of tendon-like tissue in vitro10.1002/dvdy.22760 ↗
37. Age-related dataset on the mechanical properties and collagen fibril structure of tendons from a murine model10.1038/sdata.2018.140 ↗
38. Using transmission electron microscopy and 3View to determine collagen fibril size and three-dimensional organization10.1038/nprot.2013.086 ↗
39. Serial block face scanning electron microscopy in cell biology: applications and technology10.1016/j.tice.2018.08.011 ↗
40. Electron microscope 3D reconstruction of branched collagen fibrils in vivo10.1111/j.1600-0838.2009.00907.x ↗
41. Computer visualization of three-dimensional image data using IMOD10.1006/jsbi.1996.0013 ↗
42. Transforms and operators for directional bioimage analysis: a survey10.1007/978-3-319-28549-8_3 ↗
43. FibrilTool, an ImageJ plug-in to quantify fibrillar structures in raw microscopy images10.1038/nprot.2014.024 ↗
44. CytoSpectre: a tool for spectral analysis of oriented structures on cellular and subcellular levels10.1186/s12859-015-0782-y ↗
45. The relationship between the elasticity tensor and the fabric tensor10.1016/0167-6636(85)90012-2 ↗
46. Quantifying anisotropy of trabecular bone from gray-level images10.1016/j.bone.2006.10.022 ↗
47. Not only stiffness, but also yield strength of the trabecular structure determined by non-linear µFE is best predicted by bone volume fraction and fabric tensor10.1016/j.jmbbm.2016.10.004 ↗
48. 3D structure tensor analysis of light microscopy data for validating diffusion MRI10.1016/j.neuroimage.2015.01.061 ↗
49. Quantification of collagen fiber organization using three-dimensional Fourier transform-second-harmonic generation imaging10.1364/OE.20.021821 ↗
50. Application of Fourier transform-second-harmonic generation imaging to the rat cervix10.1111/jmi.12046 ↗
51. Rapid three-dimensional quantification of voxel-wise collagen fiber orientation10.1364/BOE.6.002294 ↗
52. Automated quantification of three-dimensional organization of fiber-like structures in biological tissues10.1016/j.biomaterials.2016.11.041 ↗
53. Automated reconstruction of curvilinear fibres from 3D datasets acquired by X-ray microtomography10.1046/j.1365-2818.2002.01009.x ↗
54. Analysis of orientations of collagen fibers by novel fiber-tracking software10.1017/S1431927603030277 ↗
55. Computational segmentation of collagen fibers from second-harmonic generation images of breast cancer10.1117/1.JBO.19.1.016007 ↗
56. Automated quantification of aligned collagen for human breast carcinoma prognosis10.4103/2153-3539.139707 ↗
57. An algorithm for extracting the network geometry of three-dimensional collagen gels10.1111/j.1365-2818.2008.02141.x ↗
58. Fibrillar collagen quantification with curvelet transform based computational methods
59. Individual fibre segmentation from 3D X-ray computed tomography for characterising the fibre orientation in unidirectional composite materials10.1016/j.compositesa.2016.12.028 ↗
60. Numerical reconstruction of graphite/epoxy composite microstructure based on sub-micron resolution X-ray computed tomography10.1016/j.compscitech.2014.10.017 ↗
61. Three-dimensional computation of fibre orientation, diameter and branching in segmented image stacks of fibrous networks10.1098/rsif.2020.0371 ↗
62. CellProfiler: free, versatile software for automated biological image analysis10.2144/000112257 ↗
63. Scikit-image: image processing in python10.7717/peerj.453 ↗
64. A new strain energy function for modelling ligaments and tendons whose fascicles have a helical arrangement of fibrils10.1016/j.jbiomech.2015.07.032 ↗
65. A recruitment model of tendon viscoelasticity that incorporates fibril creep and explains strain-dependent relaxation10.1115/1.4045662 ↗
66. A microstructural model of tendon failure10.1016/j.jmbbm.2021.104665 ↗
67. Helical fibrillar microstructure of tendon using serial block-face scanning electron microscopy and a mechanical model for interfibrillar load transfer10.1098/rsif.2019.0547 ↗
68. Bimodal collagen fibril diameter distributions direct age-related variations in tendon resilience and resistance to rupture10.1152/japplphysiol.00258.2012 ↗
69. Exposure to buffer solution alters tendon hydration and mechanics10.1016/j.jbiomech.2017.06.045 ↗
70. Quantitation of shrinkage during preparation for scanning electron microscopy: human lung10.1002/sca.4950070306 ↗
71. Effects of tissue fixation and dehydration on tendon collagen nanostructure10.1016/j.jsb.2017.07.009 ↗
72. Connective tissue ultrastructure: a direct comparison between conventional specimen preparation and high-pressure freezing/freeze-substitution10.1002/ar.24211 ↗
73. Evidence that interfibrillar load transfer in tendon is supported by small diameter fibrils and not extrafibrillar tissue components10.1002/jor.23517 ↗
74. Analysing the structure of collagen fibres in SBFSEM images
75. Growth of collagen fibril seeds from embryonic tendon: fractured fibril ends nucleate new tip growth10.1016/j.jmb.2010.04.008 ↗
76. Collagen fibrils forming in developing tendon show an early and abrupt limitation in diameter at the growing tips10.1006/jmbi.1998.2153 ↗