Biospectroscopy Flashcards
What state of matter has rotational energy?
Gas only
What are the challenges of Raman spectroscopy?
Can be highly effected by fluorescence
Laser can destroy sample if power is too high
May require several modes of operation and different laser wavelengths to cover all applications
Define
Symmetric stretching
Simultaneous vibration of two bonds, in which the bonds elongate together and contract together
What happens when PCA is applied to spectroscopic data?
When applied to spectroscopic data, scores proved a map of the sample similarities/dissimilarities and the loadings represent the spectral features that cause the samples to group the way they do
Definition
Map of samples: Projected locations of objects onto the principal components
Scores (T)
Draw a FT/Raman Spectrometer
Define
Vibrational energy
The energy in a vibrating system, otherwise at rest; especially that in a molecule due to the vibrations of its atoms
What is the equation for Beer’s law?
A = ελ c l
Where:
A = Absorbance
- c* = concentration
- l* = path length
ελ = Extinction coefficient
Draw a Michelson Interferometer
Definition
a measure of the degree to which electrons are displaced relative to the nuclei (i.e. how much to the electrons slosh about)
Polarizability
Which has a higher frequency (and wavenumber)?
Stretching or Bending modes
Stretching modes
What are the two types of light scattering?
Rayleigh scattering: elastic - same frequency - weak
Raman scattering: inelastic - changed frequency - weaker
Definition
One of the possible Raman interactions that leads to the material losing energy and the emitted photon has a higher energy than the absorbed photon
Anti-Stokes Raman scattering
Definition
finds a data value by averaging the values within a segment of data points
Moving average
Why are the spectra for the same molecule different?
Different chemophores are enhancing different excitation wavelengths
Define
De-trending
Removing unwanted baseline effects by estimating a polynomial baseline
Which mode has the strongest absorbance?
Asymmetric stretching
What is the relationship between number of double bonds and the position of v(C=C)?
↑ congugation
=
↓ frequency v(C=C)
because
↑ electron delocalisation
=
↓ strength of double bonds
=
↓ force constant
↓ wavenumber
What two components make up molecular energy levels?
Electronic
Nuclear motion
Do all CO2 modes give rise to IR transitions?
No. The electric component of the electro-magnetic radiation must interact with an oscillating dipole of the same frequency. Asymmetric stretching and bending modes do but symmetric stretching does not.
- The fundamental transition of a diatomic molecule that is a harmonic oscillator is found at 3000 cm-1. Where would you expect to observe the 2nd overtone? (1 mark)
9000 cm-1
Which of the following statements about DNA is correct?
- DNA has a strong bands assigned to the symmetric phosphodiester stretching and the asymmetric stretching vibration at 1080 cm-1 and 1220 cm-1, respectively.
- In the hydrated state the B-DNA asymmetric stretch appears at 1240 cm -1 whereas in A-DNA the band appears at 1220 cm -1
- The A-DNA conformation is adopted by bacteria under hydrating conditions
- The B-DNA form is a more narrow and disordered form compared to A-DNA
- The A-DNA conformation is observed when DNA is hydrated
Which of the following statements about DNA is correct?
- DNA has a strong bands assigned to the symmetric phosphodiester stretching and the asymmetric stretching vibration at 1080 cm-1 and 1220 cm-1, respectively.
- In the hydrated state the B-DNA asymmetric stretch appears at 1240 cm -1 whereas in A-DNA the band appears at 1220 cm -1
- The A-DNA conformation is adopted by bacteria under hydrating conditions
- The B-DNA form is a more narrow and disordered form compared to A-DNA
- The A-DNA conformation is observed when DNA is hydrated
How can fluorescence be prevented?
Choosing an appropriate wavelength
What is chemimetrics?
Chemometrics is the science of relating measurements made on a chemical system or process to the state of the system via application of mathematical or statistical methods
What does a molecules eletronic energy level depend on?
The arrangement of electrons in molecular orbitals
Why does the loadings of a PCA model matter?
The loading plot is useful to understand the correlations between the variables
What is the Boltzman distribution?
The number of molecules in the ground state compared to the number of molecules in the excited state
What does a high residual indicate?
That it is an outlier
What are the four types of smoothing?
Moving average
Gaussian Filter
Median Filter
Savitzky-Golay
Definition
a row-oriented transformation used to get all data in approximately the same scaling
Normalisation
Define
Rotational energy
kinetic energy due to the rotation of an object and is part of its total kinetic energy
Define
Anti-Stokes Raman scattering
One of the possible Raman interactions that leads to the material losing energy and the emitted photon has a higher energy than the absorbed photon
The amide I mode is a complex mode made up of 3 modes and appears at ~1650 cm-1 depending on the protein secondary structure.
What are the main modes in order of importance that make up the Amide I mode?
- C=O stretch, C-N stretch and NH2 in plane bend
- C-N stretch, C=O stretch, NH2 in plane bend
- NH2 in plane bend, C=O stretch, C-N stretch
- C-C stretch, C=O stretch, NH2 in plane bend
The amide I mode is a complex mode made up of 3 modes and appears at ~1650 cm-1 depending on the protein secondary structure.
What are the main modes in order of importance that make up the Amide I mode?
- C=O stretch, C-N stretch and NH2 in plane bend
- C-N stretch, C=O stretch, NH2 in plane bend
- NH2 in plane bend, C=O stretch, C-N stretch
- C-C stretch, C=O stretch, NH2 in plane bend
What is a score plot (T)?
A 2D plot of the projected objects using PC1 and PC2 as a new coordinate system
What does Principal Component Analysis (PCA) do?
- Extract information and remove noise
- Reduce dimensionality/compression
- Exploratory data analysis
- Classification/identification
- Variable reduction
- Process monitoring
- Visual Analysis of Variance
Definition
used to reduce the nise in the data without reducing the number of variables. It is a row-oriented transformation, that is to say the contents of a cell are likely to be influenced by its horizontal neighbours
Smoothing
Definition
uses a diffraction grating spectrometer (essentially operating like a prism) to disperse the light scattered from a sample and then will detect this upon a multi-channel detector such as a CCD. The wavelengths of light detected are the Raman spectrum
Dispersive Raman spectrometer
Define
Fluorescence
Signal noise on a Raman spectrometer that occurs due to real electronic transitions
The force constant increases with what?
Increased bond strength
What does the intensity of overtone and combination bands depend on?
The intensity of fundamentals
The anharmonicity of the molecule
Resonance with strong fundamentals
What is the difference between A-DNA and B-DNA?
What is the difference between a molecules’ IR and Raman wavenumers?
They occur at the same frequency but at different intensities
Low frequencies (wavenumber) correlate with what?
Vibrational motion of heavy masses and low force constants
Definition
the scattering of light by particles in a medium, without change in wavelength. It accounts, for example, for the blue colour of the sky, since blue light is scattered slightly more efficiently than red
Rayleigh scattering
What happens is you increase the number of smoothing points when using Savitzky-Golay Derivatives?
Increasing the number of smoothing points reduces the amount of noise, but can also eliminate important chemical information through reduced resolution
What are category variables?
Strictly qualitative variables without order and non-overlapping
What are the disadvantages of FT/Raman?
High laser power required
Low sensitivity
Not very useful for microspectroscopy
Below a Scores Plot and Loadings Plot for FTIR transflection spectra of cancer versus normal liver tissue
- How much variance is explained by PC1 and PC2? (1 mark)
94%
__________: For each sample, the value of the lowest point in the spectrum is subtracted from all the variables
_____________: Transforms a sloped baseline into a horizontal baseline. The rechnique is to point out two variables, both defined as o, which should define the new baseline
____________: Removes unwanted baseline effects by estimating a polynomial baseline
Baseline offset: For each sample, the value of the lowest point in the spectrum is subtracted from all the variables
Linear Baseline Correction: Transforms a sloped baseline into a horizontal baseline. The rechnique is to point out two variables, both defined as o, which should define the new baseline
De-trending: Removes unwanted baseline effects by estimating a polynomial baseline
Define
B-DNA
the most common double helical structure found in nature, the double helix is right-handed with about 10–10.5 base pairs per turn
Define
Frequency
the number of occurrences of a repeating event per unit of time
A fundamental frequency of 5Hz would seen overtones at what frequencies?
10Hz, 15Hz, 20Hz etc.
Define
Virtual states
a very short-lived, unobservable quantum state
Define Residual variance
Variance remaining in E
Definition
the most common double helical structure found in nature, the double helix is right-handed with about 10–10.5 base pairs per turn
B-DNA
Definition
an alcohol and ether attached to the same carbon
Hemiacetal
What are the advantages of Dispersive micro-Raman spectrometers?
Multiplex advantage as for FT/Raman
High sensitivity detector
Low power OK
Choice of laser frequency
How many modes does CO2 have?
3x3-5 = 4 modes
(CO2 is linear)
- Why are symmetric stretches generally lower in wavenumber value than asymmetric stretches? (2 marks)
In symmetric stretching, two or more bonds vibrate in and out together. In asymmetric stretching, some bonds are getting shorter at the same time as others are getting longer. Longer bonds mean lower wavenumber value because the force constant is smaller. Therefore symmetric stretches are lower in wavenumber value.
When should you use a second derivative?
When the spectra is not noisy and you want to minimise broad features and highlight inflection points
Define
Boltzman distribution
a probability distribution or probability measure that gives the probability that a system will be in a certain state as a function of that state’s energy and the temperature of the system
What does Multiplicative scatter correction do?
Removes offset and divides by slope to normalise
What is the loading (p) of a variable?
The cosine of the angle that the PC makes with the original variables
Definition
an oscillating system is a pattern of motion in which all parts of the system move sinusoidally with the same frequency and with a fixed phase relation
Normal modes
What happens is you use a higher degree polynomial when using Savitzky-Golay Derivatives?
A higher degree polynomial will fit better to the data, giving a more precise derivative. However, noise sensitivity increases
What are the benefits of Near-IR spectroscopy?
Non-destructive
Minimal sample preparation
Can be easily integrated into processes
Chemical and physcial information
Definition
Error of the data
Residuals (E)
Define
Michelson Interferometer
a device that produces interference between two beams of light
Consider the following diagram
Why does the position of ν(C=C) shift to lower wavenumber as the number of double bonds (0-12) increases?
Delocalisation
What factors determine the intensity of an IR band in a spectrum?
∂μ/∂x that is the change in electric field over the change in bond length
- Sketch the main fundamental modes of CO2 (2 marks)
- Which of these are infrared and Raman active? (2 marks)
The asymmetric stretching mode and the bending modes ae IR active while the totally symmetric mode is Raman active
Why are bending modes generally lower in wavenumber value than stretching modes?
It is easier to bend a bond than to stretch it because the nuclei are not moving against the attraction of the bonding electrons.
- How many fundamental modes of vibration will CO2 have? (1 mark)
3N-5 = 4 modes of vibration
Where are beta-sheet bands found?
1635 cm-1
Define
FT Raman spectrometer
A type of Raman designed to eliminate the fluorescence problem encountered in conventional Raman spectroscopy
Definition
the spatial frequency of a wave, measured in cycles per unit distance or radians per unit distance
Wavenumber
How can the size of a data table be reduced?
Averaging samples or variables
What are the advantages of FT/Raman?
Highly fluorescent samples usually not a problem
What are second derivatives used for?
To correct for both linear and quadratic baseline effects such as scatter dues to particle size
What are ordinal variables?
Qualitative variables with an inherent rank (e.g. small, large)
What happens at each end of the data after Savitzky-Golay smoothing? What does it depend on?
After smoothing, the data will be slightly truncated at both ends. Truncation depends on segment size
Define Residuals, E
Error. The data can be divided into structure (Xstruct) and residual (E) : X = Xstruct + E
Which PC line accounts for the most variation?
The lowest (i.e. PC1)
Definition
the number of occurrences of a repeating event per unit of time
Frequency
Define
Dispersive Raman spectrometer
uses a diffraction grating spectrometer (essentially operating like a prism) to disperse the light scattered from a sample and then will detect this upon a multi-channel detector such as a CCD. The wavelengths of light detected are the Raman spectrum
Define Principal components
Main data variations, also known as ”latent variables”, ”factors” and ”eigenvectors”. The first PC accounts for the majority of the varaince with each successive PC accounting for less varaince in the data set.
Define
Smoothing
used to reduce the nise in the data without reducing the number of variables. It is a row-oriented transformation, that is to say the contents of a cell are likely to be influenced by its horizontal neighbours
List in order from highest to lowest wavenumber value the following functional groups
C-Cl, C-O, C=O, C-F, C-H and Fe-O
C-H, C=O, C-O, C-F, C-Cl and Fe-O
Convert 3100 cm-1 into wavelength (micron mm), frequency (s-1) and energy (KJ).
v= c/λ = 3 x108 ms-1/3.226 10-6 m = 9.299 x 1013 Hz
E = hv = 6.62 x 10-34 Js x 9.299 x 1013 s-1 = 6.16 x 10-20 J = 6.16 x 10-23 KJ
Define
Multivariate analysis
a subdivision of statistics encompassing the simultaneous observation and analysis of more than one outcome variable
What does the intensity of hot bands depend on?
Boltzman distribution
Temperature
What is residual variance?
Variance remaining in the residuals
What are the benefits of Raman spectroscopy?
Non-destructuve
Minimal sample preparation
Can be easily integrated into processes
Can provide enhanced chemical information over NIR
What is usually the first preprocessing step?
Mean centering of data
How many modes does a linear molecule have?
3N-5 (where N=number of atoms)
What is a disadvantage of using an FT-Raman system? (2 marks)
Less energy means more power is required to produce a spectrum because the scattered intensity of the light is smaller at longer wavelenghts
Definition
a non-destructive identification method that measures the vibrational energy in a compound
Vibrational spectroscopy
Definition
The energy in a vibrating system, otherwise at rest; especially that in a molecule due to the vibrations of its atoms
Vibrational energy
Define
Hot band
a band centred on a hot transition, which is a transition between two excited vibrational states
Which of the following functional would have the lowest wavenumber value in the mid-infrared spectrum?
C-H
C-C
C-O
C-Cl
C-Br
Which of the following functional would have the lowest wavenumber value in the mid-infrared spectrum?
C-H
C-C
C-O
C-Cl
C-Br
Define
Scores (T)
Map of samples: Projected locations of objects onto the principal components
Definition
define the curvature of a data set and are best applied to data with quadratic (curved) baselines
Second derivative
What does a bond require to be IR active?
A dipole moment
Definition
a change of wavelength exhibited by some of the radiation scattered in a medium. The effect is specific to the molecules which cause it, and so can be used in spectroscopic analysis
Raman effect
Definition
used to remove linear baseline effects in continuous spectral data
First derivative