Chemical imaging of articular cartilage sections with Raman mapping, employing uni- and multi-variate methods for data analysis

被引:116
作者
Bonifacio, Alois [1 ]
Beleites, Claudia [1 ]
Vittur, Franco [2 ]
Marsich, Eleonora [2 ]
Semeraro, Sabrina [2 ]
Paoletti, Sergio [2 ]
Sergo, Valter [1 ]
机构
[1] Univ Trieste, CENMAT Dept Mat & Nat Resources, I-34100 Trieste, Italy
[2] Univ Trieste, Dept Life Sci, I-34100 Trieste, Italy
关键词
SPECTROSCOPY; MICROSCOPY; COLLAGEN; BONE; CHEMOMETRICS; ORIENTATION; REPAIR; TISSUE;
D O I
10.1039/c0an00459f
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Raman mapping in combination with uni- and multi-variate methods of data analysis is applied to articular cartilage samples. Main differences in biochemical composition and collagen fibers orientation between superficial, middle and deep zone of the tissue are readily observed in the samples. Collagen, non-collagenous proteins, proteoglycans and nucleic acids can be distinguished on the basis of their different spectral characteristics, and their relative abundance can be mapped in the label-free tissue samples, at so high a resolution as to permit the analysis at the level of single cells. Differences between territorial and inter-territorial matrix, as well as inhomogeneities in the inter-territorial matrix, are properly identified. Multivariate methods of data analysis prove to be complementary to the univariate approach. In particular, our partial least squares regression model gives a semiquantitative mapping of the biochemical constituents in agreement with average composition found in the literature. The combination of hierarchical and fuzzy cluster analysis succeeds in detecting variations between different regions of the extra-cellular matrix. Because of its characteristics as an imaging technique, Raman mapping could be a promising tool for studying biochemical changes in cartilage occurring during aging or osteoarthritis.
引用
收藏
页码:3193 / 3204
页数:12
相关论文
共 38 条
[1]   Molecular pathology and pathobiology of osteoarthritic cartilage [J].
Aigner, T ;
McKenna, L .
CELLULAR AND MOLECULAR LIFE SCIENCES, 2002, 59 (01) :5-18
[2]  
[Anonymous], 2010, R LANG ENV STAT COMP
[3]  
[Anonymous], 2002, Principal components analysis
[4]   A novel method for determination of collagen orientation in cartilage by Fourier transform infrared imaging spectroscopy (FT-IRIS) [J].
Bi, X ;
Li, G ;
Doty, SB ;
Camacho, NP .
OSTEOARTHRITIS AND CARTILAGE, 2005, 13 (12) :1050-1058
[5]   Fourier transform infrared imaging and MR microscopy studies detect compositional and structural changes in cartilage in a rabbit model of osteoarthritis [J].
Bi, Xiaohong ;
Yang, Xu ;
Bostrom, Mathias P. G. ;
Bartusik, Dorota ;
Ramaswamy, Sharan ;
Fishbein, Kenneth W. ;
Spencer, Richard G. ;
Camacho, Nancy Pleshko .
ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2007, 387 (05) :1601-1612
[6]   Fourier transform infrared imaging spectroscopy investigations in the pathogenesis and repair of cartilage [J].
Bi, Xiaohong ;
Yang, Xu ;
Bostrom, Mathias P. G. ;
Camacho, Nancy Pleshko .
BIOCHIMICA ET BIOPHYSICA ACTA-BIOMEMBRANES, 2006, 1758 (07) :934-941
[7]   Effects of sample orientation in Raman microspectroscopy of collagen fibers and their impact on the interpretation of the amide III band [J].
Bonifacio, Alois ;
Sergo, Valter .
VIBRATIONAL SPECTROSCOPY, 2010, 53 (02) :314-317
[8]   FT-IR imaging of native and tissue-engineered bone and cartilage [J].
Boskey, Adele ;
Camacho, Nancy Pleshko .
BIOMATERIALS, 2007, 28 (15) :2465-2478
[9]   Identifying chemical changes in subchondral bone taken from murine knee joints using Raman spectroscopy [J].
Dehring, Karen A. ;
Crane, Nicole J. ;
Smukler, Abigail R. ;
McHugh, Jonathan B. ;
Roessler, Blake J. ;
Morris, Michael D. .
APPLIED SPECTROSCOPY, 2006, 60 (10) :1134-1141
[10]  
Diem M., 2008, VIBRATIONAL SPECTROS