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Lynch ML, Dudek MF, Bowman SE. A Searchable Database of Crystallization Cocktails in the PDB: Analyzing the Chemical Condition Space. PATTERNS (NEW YORK, N.Y.) 2020; 1:100024. [PMID: 32776019 PMCID: PMC7409820 DOI: 10.1016/j.patter.2020.100024] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/31/2019] [Revised: 03/22/2020] [Accepted: 03/30/2020] [Indexed: 10/26/2022]
Abstract
Nearly 90% of structural models in the Protein Data Bank (PDB), the central resource worldwide for three-dimensional structural information, are currently derived from macromolecular crystallography (MX). A major bottleneck in determining MX structures is finding conditions in which a biomolecule will crystallize. Here, we present a searchable database of the chemicals associated with successful crystallization experiments from the PDB. We use these data to examine the relationship between protein secondary structure and average molecular weight of polyethylene glycol and to investigate patterns in crystallization conditions. Our analyses reveal striking patterns of both redundancy of chemical compositions in crystallization experiments and extreme sparsity of specific chemical combinations, underscoring the challenges faced in generating predictive models for de novo optimal crystallization experiments.
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Affiliation(s)
- Miranda L. Lynch
- High-Throughput Crystallization Screening Center, Hauptman-Woodward Medical Research Institute, Buffalo, NY 14203, USA
| | - Max F. Dudek
- University of Pittsburgh, Pittsburgh, PA 15261, USA
| | - Sarah E.J. Bowman
- High-Throughput Crystallization Screening Center, Hauptman-Woodward Medical Research Institute, Buffalo, NY 14203, USA
- Department of Biochemistry, Jacobs School of Medicine & Biomedical Sciences at the University at Buffalo, Buffalo, NY 14203, USA
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Shameer K, Tripathi LP, Kalari KR, Dudley JT, Sowdhamini R. Interpreting functional effects of coding variants: challenges in proteome-scale prediction, annotation and assessment. Brief Bioinform 2015; 17:841-62. [PMID: 26494363 DOI: 10.1093/bib/bbv084] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2015] [Indexed: 12/20/2022] Open
Abstract
Accurate assessment of genetic variation in human DNA sequencing studies remains a nontrivial challenge in clinical genomics and genome informatics. Ascribing functional roles and/or clinical significances to single nucleotide variants identified from a next-generation sequencing study is an important step in genome interpretation. Experimental characterization of all the observed functional variants is yet impractical; thus, the prediction of functional and/or regulatory impacts of the various mutations using in silico approaches is an important step toward the identification of functionally significant or clinically actionable variants. The relationships between genotypes and the expressed phenotypes are multilayered and biologically complex; such relationships present numerous challenges and at the same time offer various opportunities for the design of in silico variant assessment strategies. Over the past decade, many bioinformatics algorithms have been developed to predict functional consequences of single nucleotide variants in the protein coding regions. In this review, we provide an overview of the bioinformatics resources for the prediction, annotation and visualization of coding single nucleotide variants. We discuss the currently available approaches and major challenges from the perspective of protein sequence, structure, function and interactions that require consideration when interpreting the impact of putatively functional variants. We also discuss the relevance of incorporating integrated workflows for predicting the biomedical impact of the functionally important variations encoded in a genome, exome or transcriptome. Finally, we propose a framework to classify variant assessment approaches and strategies for incorporation of variant assessment within electronic health records.
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Pedrini B, Tsai CJ, Capitani G, Padeste C, Hunter MS, Zatsepin NA, Barty A, Benner WH, Boutet S, Feld GK, Hau-Riege SP, Kirian RA, Kupitz C, Messerschmitt M, Ogren JI, Pardini T, Segelke B, Williams GJ, Spence JCH, Abela R, Coleman M, Evans JE, Schertler GFX, Frank M, Li XD. 7 Å resolution in protein two-dimensional-crystal X-ray diffraction at Linac Coherent Light Source. Philos Trans R Soc Lond B Biol Sci 2015; 369:20130500. [PMID: 24914166 DOI: 10.1098/rstb.2013.0500] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Membrane proteins arranged as two-dimensional crystals in the lipid environment provide close-to-physiological structural information, which is essential for understanding the molecular mechanisms of protein function. Previously, X-ray diffraction from individual two-dimensional crystals did not represent a suitable investigational tool because of radiation damage. The recent availability of ultrashort pulses from X-ray free-electron lasers (XFELs) has now provided a means to outrun the damage. Here, we report on measurements performed at the Linac Coherent Light Source XFEL on bacteriorhodopsin two-dimensional crystals mounted on a solid support and kept at room temperature. By merging data from about a dozen single crystal diffraction images, we unambiguously identified the diffraction peaks to a resolution of 7 Å, thus improving the observable resolution with respect to that achievable from a single pattern alone. This indicates that a larger dataset will allow for reliable quantification of peak intensities, and in turn a corresponding increase in the resolution. The presented results pave the way for further XFEL studies on two-dimensional crystals, which may include pump-probe experiments at subpicosecond time resolution.
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Affiliation(s)
- Bill Pedrini
- Paul Scherrer Institute, 5232 Villigen PSI, Switzerland
| | - Ching-Ju Tsai
- Paul Scherrer Institute, 5232 Villigen PSI, Switzerland
| | | | | | - Mark S Hunter
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Nadia A Zatsepin
- Department of Physics, Arizona State University, 300 E. University Drive, Tempe, AZ 85287, USA
| | - Anton Barty
- Center for Free-Electron Laser Science, DESY, Notkestrasse 85, 22607 Hamburg, Germany
| | - W Henry Benner
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Sébastien Boutet
- Linac Coherent Light Source, 2575 Sand Hill Road, Menlo Park, CA 94025, USA
| | - Geoffrey K Feld
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Stefan P Hau-Riege
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Richard A Kirian
- Center for Free-Electron Laser Science, DESY, Notkestrasse 85, 22607 Hamburg, Germany
| | - Christopher Kupitz
- Department of Physics, Arizona State University, 300 E. University Drive, Tempe, AZ 85287, USA
| | - Marc Messerschmitt
- Linac Coherent Light Source, 2575 Sand Hill Road, Menlo Park, CA 94025, USA
| | - John I Ogren
- Physics Department, Boston University, 590 Commonwealth Avenue, Boston, MA 02215, USA
| | - Tommaso Pardini
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Brent Segelke
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Garth J Williams
- Linac Coherent Light Source, 2575 Sand Hill Road, Menlo Park, CA 94025, USA
| | - John C H Spence
- Department of Physics, Arizona State University, 300 E. University Drive, Tempe, AZ 85287, USA
| | - Rafael Abela
- Paul Scherrer Institute, 5232 Villigen PSI, Switzerland
| | - Matthew Coleman
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - James E Evans
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, 3335 Innovation Boulevard, Richland, WA 99354, USA
| | | | - Matthias Frank
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Xiao-Dan Li
- Paul Scherrer Institute, 5232 Villigen PSI, Switzerland
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Frank M, Carlson DB, Hunter MS, Williams GJ, Messerschmidt M, Zatsepin NA, Barty A, Benner WH, Chu K, Graf AT, Hau-Riege SP, Kirian RA, Padeste C, Pardini T, Pedrini B, Segelke B, Seibert MM, Spence JCH, Tsai CJ, Lane SM, Li XD, Schertler G, Boutet S, Coleman M, Evans JE. Femtosecond X-ray diffraction from two-dimensional protein crystals. IUCRJ 2014; 1:95-100. [PMID: 25075325 PMCID: PMC4062087 DOI: 10.1107/s2052252514001444] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2013] [Accepted: 01/21/2014] [Indexed: 05/19/2023]
Abstract
X-ray diffraction patterns from two-dimensional (2-D) protein crystals obtained using femtosecond X-ray pulses from an X-ray free-electron laser (XFEL) are presented. To date, it has not been possible to acquire transmission X-ray diffraction patterns from individual 2-D protein crystals due to radiation damage. However, the intense and ultrafast pulses generated by an XFEL permit a new method of collecting diffraction data before the sample is destroyed. Utilizing a diffract-before-destroy approach at the Linac Coherent Light Source, Bragg diffraction was acquired to better than 8.5 Å resolution for two different 2-D protein crystal samples each less than 10 nm thick and maintained at room temperature. These proof-of-principle results show promise for structural analysis of both soluble and membrane proteins arranged as 2-D crystals without requiring cryogenic conditions or the formation of three-dimensional crystals.
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Affiliation(s)
- Matthias Frank
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - David B. Carlson
- Department of Molecular and Cellular Biology, University of California, Davis, 1 Shields Avenue, Davis, CA 95616, USA
| | - Mark S. Hunter
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Garth J. Williams
- Linac Coherent Light Source, 2575 Sand Hill Road, Menlo Park, CA 94025, USA
| | - Marc Messerschmidt
- Linac Coherent Light Source, 2575 Sand Hill Road, Menlo Park, CA 94025, USA
| | - Nadia A. Zatsepin
- Arizona State University, 300 East University Drive, Tempe, AZ 85287, USA
| | - Anton Barty
- Center for Free-Electron Laser Science, University of Hamburg, Luruper Chaussee 149, Hamburg 22761, Germany
| | - W. Henry Benner
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Kaiqin Chu
- Center for Biophotonics, 2700 Stockton Boulevard, Sacramento, CA 95817, USA
| | - Alexander T. Graf
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Stefan P. Hau-Riege
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Richard A. Kirian
- Center for Free-Electron Laser Science, University of Hamburg, Luruper Chaussee 149, Hamburg 22761, Germany
| | | | - Tommaso Pardini
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - Bill Pedrini
- Paul Scherrer Institute, 5232 Villigen PSI, Switzerland
| | - Brent Segelke
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - M. Marvin Seibert
- Linac Coherent Light Source, 2575 Sand Hill Road, Menlo Park, CA 94025, USA
| | - John C. H. Spence
- Arizona State University, 300 East University Drive, Tempe, AZ 85287, USA
| | - Ching-Ju Tsai
- Paul Scherrer Institute, 5232 Villigen PSI, Switzerland
| | - Stephen M. Lane
- Center for Biophotonics, 2700 Stockton Boulevard, Sacramento, CA 95817, USA
| | - Xiao-Dan Li
- Paul Scherrer Institute, 5232 Villigen PSI, Switzerland
| | | | - Sebastien Boutet
- Linac Coherent Light Source, 2575 Sand Hill Road, Menlo Park, CA 94025, USA
| | - Matthew Coleman
- Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, CA 94550, USA
| | - James E. Evans
- Department of Molecular and Cellular Biology, University of California, Davis, 1 Shields Avenue, Davis, CA 95616, USA
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, 3335 Innovation Boulevard, Richland, WA 99354, USA
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