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254    Cha pte r  Ei g h t



                             Number of   Correctly   Incorrectly
     Bacterial Strain        Spectra     Identified  Identified as
     B. subtilis DSM 347        8           8
     B. sphaericus DSM 28       8           8
     B. sphaericus DSM 396      7           7
     E. coli DSM 423            7           7
     E. coli DSM 498            7           7
     E. coli DSM 1058         20           17       E. coli DSM
                                                    499, E. coli
                                                    DSM 423,
                                                    E. coli DSM
                                                    2769
     M. luteus                  6           6
     DSM 20030
     M. lylae DSM 20315         5           5
     M. lylae DSM 20318         5           5
     S. cohnii DSM 6669         8           8
     S. cohnii DSM 6718         5           5
     S. cohnii DSM 6719         5           5
     S. cohnii DSM 20260        7           7
     S. epidermidis ATCC 35984  7           7
     S. epidermidis 195       20           18       S. warneri,
                                                    E. coli
     S. warneri DSM 20036       5           5
     Identification          130          125
   TABLE 8.2  Classification of Raman Spectra of Single Bacteria: Identification of an
   Independent Dataset



                                   5
        bacterial cell, but from about 10  cells, which is usually obtained from
        a microcolony after 5 hours of cultivation. The most intense bands at
        1475 and 1570 cm  are assigned to vibrations of purine bases adenine
                       −1
                                                        −1
        and guanine. A vibration due to uracil is found at 1229 cm . Thymine
                                                                −1
        and adenine vibrations are responsible for the Raman band at 1355 cm .
                          −1
        The band at 1521 cm  is assigned to cytosine. The aromatic amino
                                                             −1
        acids tyrosine and tryptophan contribute to the band at 1609 cm , and
                                               −1
        tyrosine also contributes to the band at 1324 cm .
            Analogous to the Raman spectra with 532 nm excitation, the
        244-nm excited spectra were classified using a SVM with nonlinear
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