New Statistical Algorithms for the Analysis of Mass - FU Berlin, FB MI ...
New Statistical Algorithms for the Analysis of Mass - FU Berlin, FB MI ...
New Statistical Algorithms for the Analysis of Mass - FU Berlin, FB MI ...
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3.2. INTRODUCTION TO MALDI TOF MS 25<br />
extract <strong>the</strong> precise mass/charge (m/z) ratio <strong>of</strong> <strong>the</strong> contained peptides and<br />
comprises <strong>the</strong> steps we named Peak Seeding and Peak Picking.<br />
As will will see in later chapters this approach seems reasonable to us since<br />
<strong>the</strong> majority <strong>of</strong> data used in this work 1 is acquired from highly complex protein<br />
mixtures. Most o<strong>the</strong>r algorithms are designed to analyze data stemming from<br />
less complex samples. Thus, also <strong>the</strong> concept <strong>of</strong> a Peak is slightly different:<br />
in this work we use <strong>the</strong> peaks found during an analysis to de-convolute larger<br />
peak groups to obtain <strong>the</strong> original peak patterns representing single peptides.<br />
In data from less complex samples <strong>the</strong> de-convolution can usually be ommited<br />
and a peak (or a small group <strong>of</strong> peaks called an isotopica pattern see section<br />
3.4) can typically be identified with a particular peptide.<br />
3.2 Introduction to MALDI TOF MS<br />
Introductory remark: A complete understanding <strong>of</strong> <strong>the</strong> internal physical<br />
or (bio-)chemical processes <strong>of</strong> MALDI does not yet exist, which not only affects<br />
fur<strong>the</strong>r optimization <strong>of</strong> MALDI but also renders a full understanding <strong>of</strong><br />
<strong>the</strong> resulting spectra impossible. Poor shot-to-shot and sample-to sample reproducibility<br />
resulting from <strong>the</strong> crystalline matrix (see below) is ano<strong>the</strong>r issue<br />
that must be dealt with when interpreting <strong>the</strong> results. Finally, due to matrix<br />
fragments <strong>the</strong> MALDI process produces a large amount <strong>of</strong> ions below m/z 600<br />
(background noise), which makes it impossible to analyze molecules below this<br />
threshold.<br />
History <strong>of</strong> MS<br />
In <strong>the</strong> mid-nineteenth century, <strong>the</strong> physicist Julius Plücker investigated light<br />
emitted in gas-filled tubes (discharge tubes) arising from ionizing <strong>the</strong> gas by<br />
applying voltage through electrodes at both ends <strong>of</strong> <strong>the</strong> tubes.<br />
Later, in 1886, ano<strong>the</strong>r physicist Eugen Goldstein discovered that discharge<br />
tubes with a per<strong>for</strong>ated cathode emit a glow at <strong>the</strong> cathode end. Goldstein<br />
concluded that <strong>the</strong>re exists a ray <strong>of</strong> positive ions passing through <strong>the</strong> channels<br />
in <strong>the</strong> cathode, which he called Kanalstrahlen (canal rays).<br />
In 1899 <strong>the</strong> Nobel Prize laureate Wilhelm Wien (again, physicist) found<br />
that strong electric or magnetic fields deflect <strong>the</strong>se canal rays and constructed<br />
a device with parallel electric and magnetic fields. This device could separate<br />
positive rays according to <strong>the</strong>ir charge-to-mass ratio (e/m) and was fur<strong>the</strong>r<br />
improved consecutively by J.J. Thomson, A.J. Dempster (1918) and F.W.<br />
Aston (1919) to create <strong>the</strong> first mass spectrograph.<br />
The modern version <strong>of</strong> <strong>the</strong>se MS machines (we are mainly using in this <strong>the</strong>sis)<br />
was introduced in 1987 by Franz Hillenkamp and Michael Karas: matrixassisted<br />
laser desorption/ionization mass spectrometry (MALDI-MS).<br />
In 2002, <strong>the</strong> Nobel Prize in Chemistry was awarded to John B. Fenn <strong>for</strong><br />
<strong>the</strong> development <strong>of</strong> electrospray ionization (ESI) and Koichi Tanaka <strong>for</strong> <strong>the</strong><br />
development <strong>of</strong> s<strong>of</strong>t laser desorption (SLD) in 1987.<br />
General Principal<br />
As briefly discussed in section 2.1.1 a modern MALDI-TOF mass spectrometer<br />
contains at least (see Figure 3.2.2)<br />
1 The data is described in detail in section 4.1