3. Spot Finding 7(i). 2D Integration 2. Image Handling 7(ii). 3D Integration 4. Indexing 8. Results 1. Introduction5. Refinement Background mask and plane determination using background pixels, equivalent to that of MOSFLM Default refinement parameterization in DIALS, where the detector, sample and beam are refined: extensions allow for more complex detectors such as CS-PAD at LCLS and the Dectris P12M Background pixel identification via outliers similar to that used in XDS 6. Background Determination Spot finding – raw image, mean, variance map… … dispersion map, threshold map and final centroids Indexing of six lattices from 1° sweep of micro-crystal data 2D profile fitting: averaging of background subtracted reflection profiles to determine optimum 3D profile fitting: background subtracted reflection data mapped to reciprocal space before averaging and fitting Low resolution limit High resolution limit Rmerge (within I+/I-) Rmeas (within I+/I-) Rpim (within I+/I-) Total number of observations Total number unique Mean((I)/sd(I)) Mn(I) half-set CC(1/2) Completeness Multiplicity Anomalous completeness Anomalous multiplicity DelAnom correlation half-sets Mid-Slope of Anom Probability References: Evans, P. R. & Murshudov, G. N. (2013). Acta Crystallogr. D. Biol. Crystallogr. 69, 1204–1214. Grosse-Kunstleve, R. W., et al. (2002). J. Appl. Crystallogr. 35, 126–136. Kabsch, W. (2010a). Acta Crystallogr. Sect. D Biol. Crystallogr. 66, 133–144. Kabsch, W. (2010b). Acta Crystallogr. Sect. D Biol. Crystallogr. 66, 125–132. Leslie, A. G. W. (1999). Acta Crystallogr. Sect. D Biol. Crystallogr. 1696–1702. Leslie, A. G. W. & Powell, H. R. (2007). Evolving Methods for Macromolecular Crystallography, pp. 41–51. Experimental electron density from fast_ep (SHELX C/D/E) and merging statistics from AIMLESS, from DNA / ligand complex Low resolution limit High resolution limit Rmerge (all I+ and I-) Rmeas (all I+ & I-) Rpim (all I+ & I-) Total number of observations Total number unique Mean((I)/sd(I)) Mn(I) half-set CC(1/2) Completeness Multiplicity R* Rfree* *non protein atoms removed from refinement for difference map calculation Difference density from glucose isomerase test sample, calculated using dimple (CCP4 / REFMAC5) Time varying refinement of unit cell parameters of a 720° radiation damaged thaumatin data set DIALS is a collaborative initiative to produce an open source software toolbox encompassing all aspects of diffraction data analysis. DIALS has been developed as a modular framework that permits flexibility not only in the development of new methods and algorithms but also in the application of these methods to data analysis as illustrated above. DIALS builds on the computational crystallography toolbox cctbx. Positional (i.e. pixel offset x, y) and parallax correction tables for DECTRIS Pilatus 6M SN 100 at Diamond Light Source, I04 (x)(y) (x)(y) Gwyndaf Evans 1, Graeme Winter 1, David Waterman 2, James Parkhurst 1, Luis Fuentes-Montero 1, Richard Gildea 1, Aaron Brewster 3, Nicholas Sauter 3, 1 Diamond Light Source, 2 CCP4, 3 Lawrence Berkeley National Laboratory Diffraction Integration for Advanced Light Sourceshttp://dials.sourceforge.net Correlation of reflection profiles with reference, over detector and intensity