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Raman spectroscopy of biological pigments Solid mixed matrices in MALDI/TOF-MS

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VOL. 28 NO. 1 (2016)<br />

TONY DAVIES COLUMN<br />

Spectroscopic data handl<strong>in</strong>g at<br />

petabyte scale<br />

Antony N. Davies, a,b Shane R. Ellis, c Benjam<strong>in</strong> Balluff c and Ron M. Heeren c<br />

a Strategic Research Group – Measurement and Analytical Science, Akzo Nobel Chemicals b.V., Deventer, the<br />

Netherlands<br />

b SERC, Susta<strong>in</strong>able Environment Research Centre, Faculty <strong>of</strong> Comput<strong>in</strong>g, Eng<strong>in</strong>eer<strong>in</strong>g and Science, University <strong>of</strong> South<br />

Wales, UK<br />

c Maastricht MultiModal Molecular Imag<strong>in</strong>g Institute M4I, Universiteitss<strong>in</strong>gel 50, 6229 ER Maastricht, The Netherlands<br />

www.<strong>spectroscopy</strong>europe.com<br />

For many analytical spectroscopists, data<br />

handl<strong>in</strong>g challenges arise every few years<br />

when the space on the USB stick used<br />

to move data between the spectrometer<br />

and the <strong>of</strong>fice computer becomes<br />

full. With the found<strong>in</strong>g <strong>of</strong> the Maastricht<br />

MultiModal Molecular Imag<strong>in</strong>g Institute<br />

M4I at the Brightlands Maastricht Health<br />

Campus and the associated appo<strong>in</strong>tment<br />

<strong>of</strong> two new Pr<strong>of</strong>essors, the <strong>in</strong>terests<br />

<strong>of</strong> Pr<strong>of</strong>essor Ron Heeren with the<br />

Division <strong>of</strong> Imag<strong>in</strong>g Mass Spectrometry<br />

and Pr<strong>of</strong>essor Peter Peters and the<br />

Division <strong>of</strong> Nanoscopy, a perfect storm<br />

<strong>of</strong> data has been created. At the largest<br />

molecular imag<strong>in</strong>g centre <strong>in</strong> Europe, Ron<br />

Heeren’s group study high-resolution<br />

molecular imag<strong>in</strong>g <strong>of</strong> <strong>biological</strong> systems<br />

and polymers through the development<br />

and application <strong>of</strong> state-<strong>of</strong>-the-art mass<br />

spectrometry based molecular imag<strong>in</strong>g<br />

approaches for nanomedic<strong>in</strong>e and<br />

biomedical research. Peter Peters’ team<br />

use techniques such as high-resolution<br />

cryo-electron microscopy to <strong>in</strong>vestigate<br />

complex prote<strong>in</strong> structures <strong>in</strong> cells.<br />

This far-sighted strategic decision by<br />

Maastricht University has attracted significant<br />

fund<strong>in</strong>g to the location and has<br />

allowed an unrivalled capability to be<br />

established which is still grow<strong>in</strong>g.<br />

Size <strong>of</strong> the data storm<br />

Work<strong>in</strong>g together with some <strong>of</strong> the major<br />

<strong>in</strong>strument vendors <strong>in</strong> our field they are<br />

now generat<strong>in</strong>g data at the rate <strong>of</strong> 100s <strong>of</strong><br />

GBytes/day. These large amounts <strong>of</strong> data<br />

need to be rapidly and securely stored<br />

<strong>in</strong> a location which is also designed to<br />

be able to serve this data back to the<br />

<strong>in</strong>dividual researchers when they need<br />

to beg<strong>in</strong> the task <strong>of</strong> data analysis and<br />

Figure 1. The new Physical Electronics NanoToF II tandem SI<strong>MS</strong> system <strong>in</strong> operation at M4I <strong>in</strong><br />

Maastricht.<br />

process<strong>in</strong>g, a significant challenge with<strong>in</strong><br />

itself. An example <strong>of</strong> the state-<strong>of</strong>-the-art<br />

development work be<strong>in</strong>g undertaken<br />

with commercial companies is the beta<br />

test<strong>in</strong>g <strong>of</strong> a new parallel imag<strong>in</strong>g <strong>MS</strong>/<br />

<strong>MS</strong> nano<strong>TOF</strong> II from Physical Electronics<br />

(PHI) (Figure 1) where the <strong>TOF</strong>-SI<strong>MS</strong><br />

spectrum (<strong>MS</strong>1) and the <strong>MS</strong>/<strong>MS</strong> spectrum<br />

(<strong>MS</strong>2) are acquired <strong>in</strong> parallel. This<br />

high-<strong>in</strong>formation-volume methodology<br />

allows researchers to directly compare<br />

spectra, images or depth pr<strong>of</strong>iles from<br />

<strong>MS</strong>1 and <strong>MS</strong>2 <strong>of</strong> the same three-dimensional<br />

volume conta<strong>in</strong><strong>in</strong>g hundreds <strong>of</strong><br />

thousands or more pixels.<br />

On another new <strong>in</strong>strument, the<br />

Bruker rapifleX <strong>MALDI</strong> Tissuetyper<br />

time-<strong>of</strong>-flight (<strong>TOF</strong>) which <strong>of</strong>fers acquisition<br />

rates up to 50 times faster than<br />

other <strong>MALDI</strong> imag<strong>in</strong>g systems, they have<br />

generated results from experiments that<br />

were performed on bra<strong>in</strong> sections with<br />

pixel sizes rang<strong>in</strong>g from 10 × 10 µm 2<br />

to 50 × 50 µm 2 . The data generated <strong>in</strong><br />

both positive- and negative-ion modes<br />

yielded <strong>in</strong>formation-rich and complementary<br />

lipid spectra reveal<strong>in</strong>g the<br />

spatial changes <strong>of</strong> the lipidome composition<br />

throughout the mouse bra<strong>in</strong>. The<br />

speed <strong>of</strong> the <strong>in</strong>strument allowed an<br />

entire mouse bra<strong>in</strong> to be imaged consecutively<br />

<strong>in</strong> both positive- and negative-ion<br />

mode <strong>in</strong> ~35 m<strong>in</strong>utes. 1 These high acquisition<br />

speeds allow work on new classes<br />

<strong>of</strong> <strong>matrices</strong> that are unstable under high<br />

vacuum for <strong>MALDI</strong>-<strong>MS</strong>I studies, but, <strong>of</strong><br />

course, this means large amounts <strong>of</strong> data<br />

are now acquired much faster, thus plac<strong>in</strong>g<br />

further demands on IT <strong>in</strong>frastructure.<br />

A typical experiment from this <strong>in</strong>strument<br />

SPECTROSCOPYEUROPE 15

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