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Steve Ludtke
Charles C. Bell Professor
Biochemistry and Molecular Biology
Director, CryoEM/CryoET Core
Co-director CIBR Center
Baylor College of Medicine
Tomography, Subtomogram Averaging
and the Next Steps
Epithelial Cell (cheek)
(Optical Phase Contrast Microscopy)
http://calculatedimages.blogspot.com/2014_04_01_archive.html
~10 μm
Cyanobacteria
(Optical Microscope)
https://en.wikipedia.org/wiki/Synechococcus#/media/File:Synechococcus_PCC_7002_DIC.jpg
~0.5 μm
STORM Imaging of Prochlorococcus FtsZ Ring
Liu R, Liu Y, Liu S, Wang Y, Li K, Li N, et al. Three-Dimensional Superresolution Imaging of the FtsZ Ring during
Cell Division of the Cyanobacterium Prochlorococcus. Giovannoni SJ, editor. MBio; 2017 Nov 21;8(6):834.
PMCID: PMC5698547
Cyanobacteria
Conventional Stained/Fixed Electron Microscopy
0.1 μm
Cyanobacteria
• Dai, W., et. al. (2013). Visualizing virus assembly
intermediates inside marine cyanobacteria. Nature.
502:707-710.
• Responsible for ~25% of carbon fixation on earth
• Renewable energy production
• Synechococcus + Syn5 (phage)
• Phages
• Lateral gene transfer (lysogenic)
• Destroy cells (lytic)
Dai, W., et. al. (2013). Visualizing virus assembly intermediates inside
marine cyanobacteria. Nature. 502:707-710.
Zernike Phase Contrast
Phage Infection of Cyanobacteria
100 nm
Tomography
Fourier Space Tomography
61 tilts, 2°step
Projection
FFT
x-y
x-z
Impact of Missing Wedge
Cyanobacteria
(CryoET, annotated)
0.2 µm =
2000 Å
n=78 n=37 n=103 n=137 n=96
Dai, W., et.al., (2018).Visualizing Individual RuBisCO and Its Assembly into Carboxysomes in Marine
Cyanobacteria by Cryo-Electron Tomography. JMB. 430:4156-4167.
⟵ <10%
EMAN2 Tomography Tools
➡ Fiducial-free tilt series alignment

➡ Tiled Fourier Reconstruction

• Tilt series CTF estimation and correction

➡ Manual, reference-based and deep-learning 3-D particle picking

• Deep learning based tomogram annotation

➡ SGD initial average generation

• Iterative subtomogram averaging

➡ Per-particle per-tilt (PPPT) high resolution subtomogram averaging with PPPT alignment
and CTF refinement
X Shi,
Z Wang,
BCM
Unaligned tiltseries
8k x 8k DE-64 images
Y Z
(bin x2)
3 Iterations
Refined
landmarks
Final aligned tiltseries X X
Runtime:
~10 minutes on
12 threads
X Shi,
Z Wang,
BCM
Tilt series alignment
3D Reconstruction
Pick landmarks (3D)
Coarse alignment
Bin by
8x
4x
2x
1xRefine landmark
coordinates
Refine alignent
parameters
Start:
Unaligned
tiltseries
Landmarks
Top view
Side view
coarse align
Side view
iteration #4 Tomogram slice view
Toxoplasma gondii
Stella Y. Sun
~5-10 min total per tomogram
Reconstruction Algorithms
• Back Projection

• Filtered Back Projection

• Direct Fourier Inversion

• SIRT

• SART

• ...
Reconstruction via tiled direct Fourier inversion
• Reconstruction via tiled direct Fourier inversion

• Normally only generate 1K or 2K reconstructions 

-> for visualization and annotation
Deep learning-based cellular annotation
0.1µm
CNN
CNN
CNN
CNN
Ribosomes
Microtubules Vesicles
Mitochondria
Chen, et al. 2017. Nature methods.
PMID 28846087CNN – Convolutional Neural Network
Microtubule
PC12,JEM2100, Apix=14.3
SY Sun, Stanford
microtubule
doublet
Reference-free initial model generation
TolC
ATP
synthase
80S RibosomeW Dai, Rutgers
X Shi,
Z Wang,
BCM
EMPIAR 10064
Trypanosoma Brucei
EMDB-2239
(filtered)
Trypanosome
Subtomogram
Average
Ribosome
100 Å
100 Å
Cultured Mouse Neuron, 6.6 Å/pix
Multi-specimen
subtomogram
boxing
TolC - top
TolC - side
Ribo - in
Ribo - out
Y Z
(bin x2)
3 Iterations
Refined
landmarks
Final aligned tiltseries X X
Runtime:
~10 minutes on
12 threads
X Shi,
Z Wang,
BCM
Individual particle tilt series:
• Bad tilt exclusion
• refine 3D aligment
• Per-tilt CTF correction
→ subnanometer resolution!
Per-particle
tilt refinement
Particle tilt images
extracted from tiltseries
Subtomogram
extracted from 3D
reconstruction
Refined particle
tilt images
Per-particle
tilt refinement
Subtomogram
after per-particle
tilt refinement
Per-particle, per-tilt CTF correction
Determine defocus range from
near-0° tilts with more signal
max(Δz)
min(Δz)
avg(Δz) = center of ice
Search within defocus range
at higher tilt angles.
e-
avg(Δz)
tilt angle (θ)
ptcl(Δz)
center
of ice
θ
e-
EMD-5592 - 6ÅEMD-3420 - 11Å Unpublished - 9Å
High-resolution subtomogram averaging in EMAN2
Hi-res Single Particle 3D SPT – EMAN23D SPT - PyTom
EMPIAR – 10064
80S Ribosome
Per-particle, per-tilt use cases:

in situ?
• Lower resolution (~20Å)
• Content above & below sample
in vitro
• Thin, purified samples
• Higher resolution (<10Å)
https://bio-protocol.org/e1575
Cryo
FIB
Milling
Future Directions
• Software now permits high resolution refinement, data collection protocols
need to be optimized!

• larger tilt step?

• narrower tilt range?

• Play with dose distribution?

• Movie-mode imaging -> ~1 e-/Å2 split into 10 or 20 frames!

• How much interference do we get from the cell with per-particle tilt series?

• Particle variability in cells (compositional and conformational)

• I want a Dual-beam Cryo-FIB!
Acknowledgements
PC12 Neurite
Wei Dai (NCMI→Rutgers)
Trypanosome
Stella Sun (SLAC)
Cynthia He (NUS)
Mouse Neurite
Patrick Mitchell (SLAC)
Gong-her Wu (SLAC)Muyuan Chen James M. Bell
Wah Chiu, Mike Schmid (SLAC)
Chen, M., Dai, W., Sun, S.Y., Jonasch, D., He, C.Y., Schmid, M.F., Chiu, W. & Ludtke, S.J.,
2017, Convolutional neural networks for automated annotation of cellular cryo-electron
tomograms, Nature methods.
We thank the NIH for its
support: R01GM080139,
R01GM072804,
P41GM103832, and also
grants from the AHA and MDA.
E.coli TolC
X. Shi (BCM)
Zhao Wang (BCM)

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