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Raman Micr oscopy for Biomedical Applications   233


        larger step size was sufficient to give an overview of the Raman
        microspectroscopic features of each sample.
            K-means clustering segmented the spectra of the Raman image
        (Fig. 8.3a) into five groups. The Raman spectra of the blue and cyan
        clusters are overlaid in Fig. 8.4. The main differences at 857, 939, and
               −1
        1246 cm  are assigned to higher collagen content in the blue cluster.
        Collagen can be distinguished from other proteins due to the primary
        structure with a high fraction of amino acids glycin, prolin, and
        hydroxyprolin, and due to the secondary structure with three-
        stranded triple helices. The Raman spectra of gray-shaded cluster
        within the cyan cluster are characterized by increased spectral contri-
        butions of nucleic acids (not shown). This is consistent with a higher
        proliferation rate which is an inherent property of tumor cells. The
        Raman spectra of the black cluster contain spectral contributions of
                              −1
        hydroxyapatite at 960 cm . Calcification is not an unusual phenom-
        enon in pathological tissue. Calcium salts are formed in tumors as a
        consequence of functional irregularities and can be used to distin-
        guish the pathological state and tumor type. Calcification was also
        detected in Raman images of GBM (black cluster in Fig. 8.3c) and
        schwannoma (black cluster in Fig. 8.3e).  A Raman spectrum with
                                                    −1
        spectral contributions of calcium oxalate at 969 cm  is displayed in
        Fig. 8.4. As this spectrum was obtained from the Raman image
        Fig. 8.3e of schwannoma, it was compared with a Raman spectrum
        representing this tumor type (green). The drying process of the tissue
        section induces crystallization of hydrophobic material. Two types of
        microcrystals could be identified in Raman image Fig. 8.3e: choles-
        terol (box with black dot) and cholesterol ester (box with black cross).
        The Raman spectrum of the cholesterol ester microcrystal in Fig. 8.4 is



                    1004       1448  1656        969  1004   1448  1660
                857  939  1246
     Raman Intensity  661  1004  1258  1346  1449  1603  1657  426  508  1131  1298  1442





                      1124
              751
                                     428   701     1065        1669
                                       538  614                  1739

     400    700  1000   1300  1600  400  700   1000   1300  1600
                                                        –1
                          –1
               Raman Shift (cm )            Raman Shift (cm )
                                         −1
   FIGURE 8.4  Raman spectra from 400 to 1800 cm  of meningioma (blue, cyan),
   glioblastoma (red, vine), schwannoma (green), calcifi cations (black) and cholesterol
   ester microcrystals (gray). Colors represent clusters in Fig. 8.3.
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