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Filling the usability gap:
Bioinformatics solutions for Image-Scanning Microscopy,
Stochastic Optical Fluctuation Imaging, and Surface Single
Molecule Experiments
Dirk Hähnel
III. Institute of Physics – Biophysics
Georg-August-University Göttingen
21st International Workshop on
“Single Molecule Spectroscopy and Super-resolution
Microscopy in the Life Sciences”
Berlin 4th September 2015
2
Making it easy and user-friendly?
Berlin 4th September 2015
6. price < 10thd. USD
1. physicist
2. chemicist
3. artifacts
4. image stacks
5. dynamical biosystems
CSDISMRequirements
Palm
Storm
SIM
SSIM
Sted Tirf SOFI
3
Image scanning microscopy
Berlin 4th September 2015
Schulz, O., Pieper, C., Enderlein, J. et.al. Resolution doubling in fluorescence microscopy with
confocal spinning-disk image scanning microscopy. PNAS vol.110 no. 52 21000-21005 (2013).
Müller, C. B. & Enderlein, J. Image Scanning Microscopy. Phys. Rev. Lett. 104, 1–4 (2010).
4
Critical timing requirements
Berlin 4th September 2015
spin-disc
laser
camera
5
CSDISM micromanager plugin
Berlin 4th September 2015
micromanager
• calibration
• acquisition parameter setting
real time trigger
• laser
• ccd
6
Fast CSDISM
Berlin 4th September 2015
Imaging of dynamical biological systems:
acquisition time > image reconstruction
real time trigger
• laser
• ccd
• live image reconstruction
micromanager
• calibration
• acquisition parameter setting
7
Calibration
Berlin 4th September 2015
nonlinear LVM fit
coordinates (z,y,x)
for
image reconstruction
few seconds later
8
Fast image reconstruction routing
Berlin 4th September 2015
benchmark:
image
reconstruction
logic Circuit ~5MHz
theoretically up to
45 parallel cameras
possible
Or
frame n-1
frame n
frame n+1
intermediate image iteration with 90Mhz/Pixel
• no memory swapping
• virtual circuit routing
very low key
FPGA frame
grabber + logic
hardware
becomes
9
Integration requirements
Berlin 4th September 2015
2015 coming soon:
• beta software
• setup recipe
• double resolution
• complexity blackbox
10
Stochastic optical fluctuation imaging
Berlin 4th September 2015
Dertinger, T., Enderlein, J., et.al. Fast, background-free, 3D super-resolution optical fluctuation imaging (SOFI)
Vol. 106 no. 52 PNAS (2009).
physical challenges:
1. subpixel resolution
2. linearize brightness
implementation challenges
1. timing / speed
2. memory allocation
3. cumulants computation
11
Physical: sub pixel resolution challenge
Berlin 4th September 2015
avg. of movie SOFI fSOFI (4x)
Rat hippoc. Neuron(Neuro-transmitter receptor subunit GABABR1) blinking QDot525
real space
fourier space real space
12
Physical: brightness challenge
Berlin 4th September 2015
linearized fSOFI
deconvolution
2nd order fSOFI image
(4x pixel)
average
image
Rat hippoc. neuron, neuro-transmitter receptor subunits GABABR1 : QD525
(green), GABABR2: QD625(red)
13
Implementation: timing challenge
Berlin 4th September 2015
acquisition
image reconstruction
final SOFI image
acquisition image reconstruction
Final SOFI Image
Imaging today: no dynamics Imaging dynamical biological processes
live imaging
real time reconstruction
𝑡 𝑎𝑐𝑞𝑢𝑖𝑠𝑖𝑡𝑖𝑜𝑛 ≥ 𝑡 𝑟𝑒𝑐𝑜𝑛𝑠𝑡𝑟𝑢𝑐𝑡𝑖𝑜𝑛
14
Implementation: memory challenge
Berlin 4th September 2015
subpixel = more gates
subpixel = more time
cumulants => data swapping
linearization => very complex
start
input frame
SCMOS input:
3 Gpixel => SOFI image
1,5 GByte => SOFI image
SCMOS subpixel:
12 Gpixel => SOFI image
6 GByte => SOFI image
…
end
15
Implementation: cumulants computation challenge
Berlin 4th September 2015
challenge:
memory space < data 3D stack
𝑛 𝑡ℎ
cumulants are 𝑛 𝑡ℎ
moments
corrected by lower order moments
Tremendous matrix operations
16
Integration and development roadmap
Berlin 4th September 2015
camera link
FFT
cumulants
linearization
micromanager
integration
coming soon
integration
• standard FPGA card
• beta software coming soon
• setup recipe
• complexity blackbox
17
Manually: single molecule measurements on surfaces
Berlin 4th September 2015
physical challenge:
• drift
• bleaching
implementation challenges:
• drift compensation
• photon economy
• repositioning
stage
coverslide
objective
lense
PMC AOTF Laser
APD 1
APD 3
APD2
APD4
Z(r) Y(r)
X(r)
position
signal
sample
18
Objective: single molecule sample vs. urban environment
Berlin 4th September 2015
Copyright Berliner Zeitung
19
Automated: single molecule measurements on surfaces
Berlin 4th September 2015
measurement:
• photon counting
• orientation
• imaging
• …
positioning:
autofocus
excitation:
• intensity
• polarization
• exposure
• …
TCSPC defocused image
multiple
events
20
Implementation: drift challenge
Berlin 4th September 2015
time (minutes)
drift(um)
lateral
axial
max error:
lateral 6,7nm
axial 7,8 nm
mean:
lateral 0,6 nm
axial 0,1 nm
21
Implementation: photon economy and repositioning challenge
Berlin 4th September 2015
reproducible measurements:
identical orientation pattern
on a coordinate for different
measurement events.
180nm 180nm
180nm 180nm
180nm 180nm 180nm
1…30
22
Acknowledgements
Berlin 4th September 2015

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21st International Workshop on “Single Molecule Spectroscopy and Super-resolution Microscopy in the Life Sciences”

  • 1. Filling the usability gap: Bioinformatics solutions for Image-Scanning Microscopy, Stochastic Optical Fluctuation Imaging, and Surface Single Molecule Experiments Dirk Hähnel III. Institute of Physics – Biophysics Georg-August-University Göttingen 21st International Workshop on “Single Molecule Spectroscopy and Super-resolution Microscopy in the Life Sciences” Berlin 4th September 2015
  • 2. 2 Making it easy and user-friendly? Berlin 4th September 2015 6. price < 10thd. USD 1. physicist 2. chemicist 3. artifacts 4. image stacks 5. dynamical biosystems CSDISMRequirements Palm Storm SIM SSIM Sted Tirf SOFI
  • 3. 3 Image scanning microscopy Berlin 4th September 2015 Schulz, O., Pieper, C., Enderlein, J. et.al. Resolution doubling in fluorescence microscopy with confocal spinning-disk image scanning microscopy. PNAS vol.110 no. 52 21000-21005 (2013). Müller, C. B. & Enderlein, J. Image Scanning Microscopy. Phys. Rev. Lett. 104, 1–4 (2010).
  • 4. 4 Critical timing requirements Berlin 4th September 2015 spin-disc laser camera
  • 5. 5 CSDISM micromanager plugin Berlin 4th September 2015 micromanager • calibration • acquisition parameter setting real time trigger • laser • ccd
  • 6. 6 Fast CSDISM Berlin 4th September 2015 Imaging of dynamical biological systems: acquisition time > image reconstruction real time trigger • laser • ccd • live image reconstruction micromanager • calibration • acquisition parameter setting
  • 7. 7 Calibration Berlin 4th September 2015 nonlinear LVM fit coordinates (z,y,x) for image reconstruction few seconds later
  • 8. 8 Fast image reconstruction routing Berlin 4th September 2015 benchmark: image reconstruction logic Circuit ~5MHz theoretically up to 45 parallel cameras possible Or frame n-1 frame n frame n+1 intermediate image iteration with 90Mhz/Pixel • no memory swapping • virtual circuit routing very low key FPGA frame grabber + logic hardware becomes
  • 9. 9 Integration requirements Berlin 4th September 2015 2015 coming soon: • beta software • setup recipe • double resolution • complexity blackbox
  • 10. 10 Stochastic optical fluctuation imaging Berlin 4th September 2015 Dertinger, T., Enderlein, J., et.al. Fast, background-free, 3D super-resolution optical fluctuation imaging (SOFI) Vol. 106 no. 52 PNAS (2009). physical challenges: 1. subpixel resolution 2. linearize brightness implementation challenges 1. timing / speed 2. memory allocation 3. cumulants computation
  • 11. 11 Physical: sub pixel resolution challenge Berlin 4th September 2015 avg. of movie SOFI fSOFI (4x) Rat hippoc. Neuron(Neuro-transmitter receptor subunit GABABR1) blinking QDot525 real space fourier space real space
  • 12. 12 Physical: brightness challenge Berlin 4th September 2015 linearized fSOFI deconvolution 2nd order fSOFI image (4x pixel) average image Rat hippoc. neuron, neuro-transmitter receptor subunits GABABR1 : QD525 (green), GABABR2: QD625(red)
  • 13. 13 Implementation: timing challenge Berlin 4th September 2015 acquisition image reconstruction final SOFI image acquisition image reconstruction Final SOFI Image Imaging today: no dynamics Imaging dynamical biological processes live imaging real time reconstruction 𝑡 𝑎𝑐𝑞𝑢𝑖𝑠𝑖𝑡𝑖𝑜𝑛 ≥ 𝑡 𝑟𝑒𝑐𝑜𝑛𝑠𝑡𝑟𝑢𝑐𝑡𝑖𝑜𝑛
  • 14. 14 Implementation: memory challenge Berlin 4th September 2015 subpixel = more gates subpixel = more time cumulants => data swapping linearization => very complex start input frame SCMOS input: 3 Gpixel => SOFI image 1,5 GByte => SOFI image SCMOS subpixel: 12 Gpixel => SOFI image 6 GByte => SOFI image … end
  • 15. 15 Implementation: cumulants computation challenge Berlin 4th September 2015 challenge: memory space < data 3D stack 𝑛 𝑡ℎ cumulants are 𝑛 𝑡ℎ moments corrected by lower order moments Tremendous matrix operations
  • 16. 16 Integration and development roadmap Berlin 4th September 2015 camera link FFT cumulants linearization micromanager integration coming soon integration • standard FPGA card • beta software coming soon • setup recipe • complexity blackbox
  • 17. 17 Manually: single molecule measurements on surfaces Berlin 4th September 2015 physical challenge: • drift • bleaching implementation challenges: • drift compensation • photon economy • repositioning stage coverslide objective lense PMC AOTF Laser APD 1 APD 3 APD2 APD4 Z(r) Y(r) X(r) position signal sample
  • 18. 18 Objective: single molecule sample vs. urban environment Berlin 4th September 2015 Copyright Berliner Zeitung
  • 19. 19 Automated: single molecule measurements on surfaces Berlin 4th September 2015 measurement: • photon counting • orientation • imaging • … positioning: autofocus excitation: • intensity • polarization • exposure • … TCSPC defocused image multiple events
  • 20. 20 Implementation: drift challenge Berlin 4th September 2015 time (minutes) drift(um) lateral axial max error: lateral 6,7nm axial 7,8 nm mean: lateral 0,6 nm axial 0,1 nm
  • 21. 21 Implementation: photon economy and repositioning challenge Berlin 4th September 2015 reproducible measurements: identical orientation pattern on a coordinate for different measurement events. 180nm 180nm 180nm 180nm 180nm 180nm 180nm 1…30