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SCHOOL OF ANALYTICAL SCIENCES ADLERSHOF (SALSA) Humboldt-Universität zu Berlin · Office: Albert-Einstein-Str. 5–9, Adlershof Unter den Linden 6 · 10099 Berlin · Germany Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Shirin M. Usmani Victor Rodriguez November 15th, 2016

Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

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Page 1: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

SCHOOL OF ANALYTICALSCIENCES ADLERSHOF (SALSA)Humboldt-Universität zu Berlin · Office: Albert-Einstein-Str. 5–9, Adlershof

Unter den Linden 6 · 10099 Berlin · Germany

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Shirin M. Usmani

Victor Rodriguez

November 15th, 2016

Page 2: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

OUTLINE

A. RAMAN SPECTROSCOPY

B. CAROTENOIDS

C. RAMAN MICROSCOPY

D. PHOTOBLEACHING

E. POLARIZATION

F. MAPPING

G. OTHER METHODS

Page 3: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Butler H.J., et al. Nature Protocols, 664-687, 2016

PRINCIPLE OF INELASTIC AND ELASTIC SCATTERING

- Low probability event- 1 in 108 photons inelastically scattered- Insensitive technique

Page 4: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Butler H.J., et al. Nature Protocols, 664-687, 2016

PRINCIPLE OF INELASTIC AND ELASTIC SCATTERING

Li and Church, Journal of Food and Drug Analysis, 29-48, 2014

Page 5: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

TECHNOLOGICAL ADVANCES

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

- Efficient laser sources : Diode lasers, gas-based lasers, pulsed or continuous-wave

- Low-noise detectors : Charge-coupled devices (CCDs), electron-multiplying CCDs

- Effective Rayleigh filters : Dielectric edge filters, notch filters, Single or multistage monochromators

- High-throughput optics

Page 6: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

RAMAN SPECTROSCOPIC MICROSCOPE SYSTEM

Butler H.J, et al. Nature Protocols, 664-687, 2016

Page 7: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

CAROTENOIDS

Amorin-Carrilho, K.T., et al, Trends in Analytical Chemistry, 49-73, 2014

Page 8: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

CAROTENOIDS

Carotenes Xanthophylls

Schulte, F., et al, Anal. Chem., 8426-8433, 2009

Amorin-Carrilho, K.T., et al, Trends in Analytical Chemistry, 49-73, 2014

Page 9: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

FT-RAMAN SPECTRA OF PURE CAROTENOIDS STANDARDS

C=C C—C

- CH3

Schulz, H., et al. Biopolymers, 212-221, 2005

Page 10: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

CAROTENOIDS ANALYSIS: IN-SITU

Schulz, H., et al. Biopolymers, 212-221, 2005

Page 11: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

FLUORESCENCE

- Sample dependent

- Use of near-IR source

- 4 picosecond optical Kerr shutter

Gierlinger and Schwanninger, Spectroscopy, 69-89, 2007

Fu, X., et al. Food Anal. Methods, 2501–2508, 2016

Page 12: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

C=C :1525 cm-1

MICROSCOPY + RAMAN SPECTROSCOPY = NON-DESTRUCTIVE ANALYSIS

Schulz, H., et al. Biopolymers, 212-221, 2005

Page 13: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

RESOLUTION: SPATIAL

C=C :1525 cm-1

∆x = 0.61λ/NA

Gierlinger and Schwanninger, Spectroscopy, 69-89, 2007

Schulz, H., et al. Biopolymers, 212-221, 2005

- shorter wavelength and high-magnification optics

Spectral Resolution

- Higher excitation wavelength

Depends on the scientific question:- molecular informationOR - localized information

Page 14: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

PENETRATION DEPTH

Butler H.J, et al. Nature Protocols, 664-687, 2016

- Shorter wavelength, higher energy but more scattered- Hence, ideal for studying the surface of a tomato sample- But, need longer wavelength if information needed about the carotenoid

composition of a tomato core

Page 15: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

PHOTOBLEACHING

Scholtes-Timmerman, M., Analyst, 387–393. 2009

• Changes in the electronic structure

• Important for samples containing

carotenoids

• Carotenoids signal steadily

decreases.

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 16: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

PHOTOBLEACHING

• The variance affects Reproducibility

• Orders of magnitude stronger

Kumar, V., et al. Analyst, 4584-4593, 2015

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 17: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Post-acquisition data treatment:

• Omitting carotenoid spectral regions

Most variation in 1157cm −1 and 1525cm −1

DEALING WITH COMPOUNDS SUSCEPTIBLE TO PHOTOBLEACHING :

Scholtes-Timmerman, M., Analyst, 387–393. 2009

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 18: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Elimination of these peaks does

not eliminate variation

The width of the carotenoid bands

force to discard other spectral

features hidden beneath.

DEALING WITH COMPOUNDS SUSCEPTIBLE TO PHOTOBLEACHING :

Kumar, V., et al. Analyst, 4584-4593, 2015

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

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DEALING WITH COMPOUNDS SUSCEPTIBLE TO PHOTOBLEACHING :

Spectra processing:

EMSC: backgroundsignal correction usingExtended MultiplicativeScatter Correction

EMSC-SIS : ExtendedMultiplicative ScatterCorrection and SpectralInterference Subtraction

Scholtes-Timmerman, M., Analyst, 387–393. 2009

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 20: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

DEALING WITH COMPOUNDS SUSCEPTIBLE TO PHOTOBLEACHING :

Photodecomposition:

• Before data acquisition

• Long time 30-60 min

• a) 10min• b) 30min• c) 50min• d) 70min

Schulte, F., et al. Analytical Chemistry, 8426–8433, 2009

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 21: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

The difference spectra can be used to study the carotenoids and their interactions with the biological matrix

Schulte, F., et al. Analytical Chemistry, 8426–8433, 2009

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 22: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

POLARIZATION:

The Raman spectrum depends on

the orientation and polarization of

light.

Intensities vary depending on the

angle between polarizability tensor

of a specific molecular vibration

and the exciting source.

N. Gierlinger, M. Schwanninger, Plant Physiol. 1246-54. 2006

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 23: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Cross-section of wood L. Procera

N. Gierlinger, M. Schwanninger, Plant Physiol. 1246-54. 2006

Polarized Raman spectroscopy: information about structure and orientation

B: cellulose parallel along the fiber from 2774 to 3026cm −1

C: cellulose oriented with a high angle inrespect to the fiber from 1067 to 1106cm −1

(orientation-sensitive cellulose band 1097cm −1)

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 24: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

MAPPING:

Pre-processing (minimizing variability):

Cosmic rays

Fluorescence

Poor signal to noise ratio

Baseline correction (polynomial fitting, derivative spectra)

Truncating the spectra

Feature extraction: PLS or PCA

Classification: HCA or PCA

Large data sets that require computational processing

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 25: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

A better understanding on structure, chemical composition of plant cells, tissues and organs.

Baranska, M. et al. Current Analytical Chemistry, 108–127, 2013

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 26: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Raman spectrum is a combination of the spectra of the single compounds.

Schulte, F., Journal of Biophotonics, 542–547, 2009

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 27: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

• HPTLC/AMD

• HPLC is the most used method for quantification, but carotenoids need to be

extracted (destructive)

OTHER METHODS:

Schulte, F., et al. Analytical Chemistry, 8426–8433, 2009

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

Page 28: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Sample preparation

Choose instrumentation

Resonant vs non resonant

Photobleaching

Polarization

Mapping

Supporting methods

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy

SUMMARY:

Page 29: Chemical Analysis of Complex Biological Systems …...Kumar, V., et al. Analyst, 4584-4593, 2015 Chemical Analysis of Complex Biological Systems by Raman Spectroscopy Post-acquisition

Thank you for your attention!

Chemical Analysis of Complex Biological Systems by Raman Spectroscopy