Serial Femtosecond Crystallography

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Presentation transcript:

Serial Femtosecond Crystallography at the Linac Coherent Light Source Chunhong Yoon BASCD2016, 3/Dec/16 Research Software Developer

Eadweard Muybridge, 1878 Horse in motion SFX at the LCLS

Femtosecond Photography of Small Particles The Linac Coherent Light Source (LCLS) is world’s first hard X-ray free-electron laser which can be used for determining the molecular structure of proteins. SFX at the LCLS

Why femtoseconds? Diffraction before destruction Ultrabright, ultrashort X-ray pulses outrun radiation damage producing sharp images of atoms and molecules. SFX at the LCLS Figure: Neutze R. et. al. (2000). Potential for biomolecular Imaging with femtosecond X-ray pulses. Nature 406, 752-757.

Selenium-SAD at LCLS Sample: Selenobiotinyl-streptavidin crystal Photon energy: 12.8 keV (Se K-edge: 12.6 keV) Anomalous difference ΔF/F: 1% Biotin molecule SFX at the LCLS Hunter, M. S., Yoon, C. H., …, Boutet, S. et. al. (2016). Selenium single-wavelength anomalous diffraction de novo phasing using an X-ray Free Electron Laser. Nature Communications.

Serial Femtosecond Crystallography (SFX) Setup Detector Diffraction before destruction Number of pulses/sec: 120 Millions of diffraction patterns from crystals Classification Problem: Hit or Miss? SFX at the LCLS

SFX processing pipeline Orientation Determination Diffraction Pattern Hit / Miss? .XTC .CXI Bad pixel Mask .STREAM 3D merge Gain Correction Event-level Parallelism For Data Reduction Common mode Correction Phase Retrieval Pedestal Correction Protein Structure

Selenium-SAD: Setup Serial operation: 2 x 120 Hz SFX at the LCLS

Diffraction Pattern CSPAD 2.3M pixels Bragg spots from a crystal SFX at the LCLS

SFX processing pipeline Orientation Determination Diffraction Pattern Hit / Miss? .XTC .CXI Bad pixel Mask .STREAM 3D merge Gain Correction Common mode Correction Phase Retrieval Pedestal Correction Protein Structure

Peak finding Droplet Algorithm Hit: Peaks >= 15 Exploring deep learning with Google Peak finding SFX data analysis at LCLS

SFX processing pipeline Orientation Determination Diffraction Pattern Hit / Miss? .XTC .CXI Bad pixel Mask .STREAM 3D merge Gain Correction Common mode Correction Phase Retrieval Pedestal Correction Protein Structure

Orientation Determination b = 98.27Å c = 53.39Å α = 90.51° β = 112.79° γ = 90.14° Orientation Determination SFX data analysis at LCLS

SFX processing pipeline Orientation Determination Diffraction Pattern Hit / Miss? .XTC .CXI Bad pixel Mask .STREAM 3D merge Gain Correction Common mode Correction Phase Retrieval Pedestal Correction Protein Structure

Selenium-SAD: 3D Merge Num. of images: 7,601,841 (35TB) Indexed diffraction pattern with predicted spots Num. of images: 7,601,841 (35TB) Num. of hits: 1,567,793 (20%) Indexed patterns: 481,079 (31%) SFX at the LCLS

SFX processing pipeline Orientation Determination Diffraction Pattern Hit / Miss? .XTC .CXI Bad pixel Mask .STREAM 3D merge Gain Correction Common mode Correction Phase Retrieval Pedestal Correction Protein Structure

Selenium-SAD: Phase Retrieval Selenium anomalous signal is used to pinpoint the selenium sites. This is enough information to solve the entire structure of streptavidin. First ever demonstration of Se-SAD with a free-electron laser. Figure of Merit: Rsplit: 0.048 CC1/2: 0.998 CCano: 0.177 Resolution: 32.51-1.90 A Rwork / Rfree: 0.166 / 0.199 Selenobiotin is shown in balls and sticks model and its electron-density colored in blue. SFX at the LCLS

Thank you. LCLS-II: Two RA positions available for exascale computing. Email: yoon82@stanford.edu SFX at the LCLS