Correcting the Image N. Grigorieff What is Wrong with the Image? - - PowerPoint PPT Presentation

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Correcting the Image N. Grigorieff What is Wrong with the Image? - - PowerPoint PPT Presentation

Correcting the Image N. Grigorieff What is Wrong with the Image? Xing Zhang 2007 Electron Diffraction 4 3.4 Baldwin & Henderson 1984 Image Contrast [ ] ( ) ( ( ) ( ) ) ( ) ( ) ( ) 2 MTF = + 2 k k k k k k P


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SLIDE 1

Correcting the Image

  • N. Grigorieff
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SLIDE 2

What is “Wrong” with the Image?

Xing Zhang 2007

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SLIDE 3

4 Å

Electron Diffraction

Baldwin & Henderson 1984

3.4 Å

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SLIDE 4

Image Contrast

( ) ( ) ( ) ( ) ( ) ( )

[ ]

( )

k k k k k k

2 2MTF

CTF ENV B S P

i i

+ =

( ) ( )

2 2 2 e s

B MTF B + + k k

S = signal Bi = imaged background ENVi = CTF envelope MTF = Detector MTF Bs = shot noise Be = detector noise

Zeng et al. 2007

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SLIDE 5

Things to Worry About

  • Quality

– Resolution, contrast

  • Contrast transfer function

– Defocus, astigmatism, beam tilt, envelope

  • Magnification

– Variations from image to image/within images

  • Ewald sphere (for large objects)
  • Contrast normalization
  • Inelastic and multiple scattering

– Energy filter, diffraction theory

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SLIDE 6

Rotavirus Double-Layer Particles

1000 Å

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SLIDE 7

Side Chains

Xing Zhang Ethan Settembre 2007

Rotavirus double-layer particles 8400 particles

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SLIDE 8

Image Quality - Grids

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SLIDE 9

Image Quality – Location on Grid

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SLIDE 10

Image Quality - Defocus

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SLIDE 11

Thin Rings

6.5 Å 3.8 Å

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SLIDE 12

Determining the CTF

E = 120 kV, ∆f = 21000 Å, Cs = 2 mm, A = 0.15 Model Experiment Image power spectrum

Mindell & Grigorieff 2003

CTFFIND3

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SLIDE 13

Defocus Gradient

van Heel et al. 2000

Defocus [Å] y x [μm]

Mindell & Grigorieff 2003

CTFTILT

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SLIDE 14

Θ

Δf Δr = ΔfΘ

Displaced Information

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SLIDE 15

Margins

160 Å

Å 130 5.3mrad Å 25000 = × = Θ Δ = Δ f r

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SLIDE 16

Ewald Sphere

Phase error = 60° for 700 Å particle at 300 kV

B A B* A * O k0 B' kL kR FL FR A'

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SLIDE 17

Normalization

( ) ( ) ( ) ( ) ( ) ( ) ( )

[ ]

( )

[ ]

I I y x I y x I I I y x I y x I bg var bg avg , , ˆ var avg , , ˆ − = − =

Sorzano et al. 2004

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SLIDE 18

( )

( )

( )

∑ ∫ ∫

= +

φ Θ φ φ Θ φ φ =

N i n i n i i n

p p X N A

1 ) ( ) ( ) 1 (

d , d , 1

( ) ( ) ( )

Θ φ ⎥ ⎥ ⎦ ⎤ ⎢ ⎢ ⎣ ⎡ σ − φ − ⎟ ⎠ ⎞ ⎜ ⎝ ⎛ σ π = Θ φ | 2 exp 2 1 ,

2 2

f A X p

i M i

Structure for n+1 iteration Probability function Xi: ith image N: # of images φ: alignment parameters Θ: model parameters σ: noise in images : positional probab.

f

Maximum Likelihood

Sigworth 1998

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SLIDE 19

Noise Model

Zeng et al. 2007

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SLIDE 20

ML processing of 2D crystals

Crystallography Alignment of individual unit cells using ML approach

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SLIDE 21

Systematic Error

10 20 30 40 50 60 70 10 20 30 40 50 60 70 Model phase error [deg] Data phase error [deg]

Refined 3D structure

  • f bacteriorhodopsin

Grigorieff et al. 1996

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SLIDE 22

Inelastic Image

Unfiltered 0 eV 25 eV

300 kV, 6 μm underfocus, 15 eV energy window

Chen Xu 2007

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SLIDE 23

Things to Worry About ?

  • Quality

– Resolution, contrast

  • Contrast transfer function

– Defocus, astigmatism, beam tilt, envelope

  • Magnification

– Variations from image to image/within images

  • Ewald sphere (for large objects)
  • Contrast normalization
  • Inelastic and multiple scattering

– Energy filter, diffraction theory

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SLIDE 24

Acknowledgements

  • Rotavirus DLP

Xing Zhang, Ethan Settembre

(Harrison lab)

  • Purple membrane

Fritz Zemlin, Erich Beckmann

  • ML of 2D crystals

Xiangyan Zeng (Stahlberg lab)

  • CTFFIND3/TILT

Joe Mindell

  • Ewald sphere

Matthias Wolf, David DeRosier

  • Inelastic scattering

Chen Xu

  • Financial Support:

HHMI, NIH, NSF Humboldt Foundation