Protein structure determination by exhaustive search of Protein Data Bank derived databases
Open accessAbstract
Parallel sequence and structure alignment tools have become ubiquitous and invaluable at all levels in the study of biological systems. We demonstrate the application and utility of this same parallel search paradigm to the process of protein structure determination, benefitting from the large and growing corpus of known structures. Such searches were previously computationally intractable. Through the method of Wide Search Molecular Replacement, developed here, they can be completed in a few hours with the aide of national-scale federated cyberinfrastructure. By dramatically expanding the range of models considered for structure determination, we show that small (less than 12% structural coverage) and low sequence identity (less than 20% identity) template structures can be identified through multidimensional template scoring metrics and used for structure determination. Many new macromolecular complexes can benefit significantly from such a technique due to the lack of known homologous protein folds or sequences. We demonstrate the effectiveness of the method by determining the structure of a full-length p97 homologue from Trichoplusia ni . Example cases with the MHC/T-cell receptor complex and the EmoB protein provide systematic estimates of minimum sequence identity, structure coverage, and structural similarity required for this method to succeed. We describe how this structure-search approach and other novel computationally intensive workflows are made tractable through integration with the US national computational cyberinfrastructure, allowing, for example, rapid processing of the entire Structural Classification of Proteins protein fragment database.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Each KpnFepA contains >50% identity to EcoFepA, ensuring a similar protein fold.
“However, each of them contains >50% identity to EcoFepA, ensuring a similar protein fold (25,26).”
From Siderophore-mediated iron acquisition by <i>Klebsiella pneumoniae</i> (2024) · cites this paper as [26]
The Results describe a related p97 example in which proteins have similar architecture, consistent with the general idea that related sequences can have similar structures. The paper does not discuss KpnFepA or EcoFepA, establish their >50% identity, or show that their folds are similar. (LLM, conf=0.81)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Berman, H. M. (2000) · Nucleic Acids Research · doi:10.1093/nar/28.1.235 · Cited by 40,196 · see citing works
Lecture Notes in Computer Science 1205
(1999) · Industrial Robot the international journal of robotics research and application · doi:10.1108/ir.1999.04926fae.001 · Cited by 39,228 · see citing works
<i>Phaser</i> crystallographic software
McCoy, A. J., Grosse-Kunstleve, R. W., Adams, P. D., Winn, M. D., Storoni, L. C., & Read, R. J. (2007) · Journal of Applied Crystallography · doi:10.1107/s0021889807021206 · Cited by 20,612 · see citing works
The CCP4 suite: programs for protein crystallography
Number Collaborative Computational Project (1994) · Acta Crystallographica Section D Biological Crystallography · doi:10.1107/s0907444994003112 · Cited by 17,299 · see citing works
Jones, T. A., Zou, J.-Y., Cowan, S. W., & Kjeldgaard, M. (1991) · Acta Crystallographica Section A Foundations of Crystallography · doi:10.1107/s0108767390010224 · Cited by 12,650 · see citing works
Murzin, A. G., Brenner, S. E., Hubbard, T., & Chothia, C. (1995) · Journal of Molecular Biology · doi:10.1016/s0022-2836(05)80134-2 · Cited by 6,412 · see citing works
TM-align: a protein structure alignment algorithm based on the TM-score
Zhang, Y. (2005) · Nucleic Acids Research · doi:10.1093/nar/gki524 · Cited by 3,774 · see citing works
Molecular replacement with MOLREP
Vagin, A. A., & Teplyakov, A. (2009) · Acta Crystallographica Section D Biological Crystallography · doi:10.1107/s0907444909042589 · Cited by 3,580 · see citing works
Improved Fourier coefficients for maps using phases from partial structures with errors
Read, R. J. (1986) · Acta Crystallographica Section A Foundations of Crystallography · doi:10.1107/s0108767386099622 · Cited by 1,885 · see citing works
Globus Toolkit Version 4: Software for Service-Oriented Systems
Foster, I. T. (2005) · Lecture notes in computer science · doi:10.1007/11577188_2 · Cited by 1,290 · see citing works
Data growth and its impact on the SCOP database: new developments
Andreeva, A. E., Howorth, D., Chandonia, J., Brenner, S. E., Hubbard, T., Chothia, C., & Murzin, A. G. (2007) · Nucleic Acids Research · doi:10.1093/nar/gkm993 · Cited by 933 · see citing works
Globus Toolkit Version 4: Software for Service-Oriented Systems
Foster, I. T. (2006) · Journal of Computer Science and Technology · doi:10.1007/s11390-006-0513-y · Cited by 911 · see citing works
Meisner, D., Gold, B. T., & Wenisch, T. F. (2009) · International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS) · doi:10.1145/1508244.1508269 · Cited by 907 · see citing works
The detection of sub-units within the crystallographic asymmetric unit
Rossmann, M. G., & Blow, D. M. (1962) · Acta Crystallographica · doi:10.1107/s0365110x62000067 · Cited by 874 · see citing works
Pordes, R., Petravick, D., Kramer, B., Olson, D., Livny, M., Roy, A., Avery, P., Blackburn, K., Wenaus, T. J., Würthwein, F., et al. (2007) · Journal of Physics Conference Series · doi:10.1088/1742-6596/78/1/012057 · Cited by 750 · see citing works
BALBES: a molecular-replacement pipeline
Long, F., Vagin, A. A., Young, P., & Murshudov, G. N. (2007) · Acta Crystallographica Section D Biological Crystallography · doi:10.1107/s0907444907050172 · Cited by 717 · see citing works
Automated Structure Solution with the PHENIX Suite
Zwart, P. H., Afonine, P. V., Grosse‐Kunstleve, R. W., Hung, L., Ioerger, T. R., McCoy, A. J., McKee, E., Moriarty, N. W., Read, R. J., Sacchettini, J. C., et al. (2008) · Methods in molecular biology · doi:10.1007/978-1-60327-058-8_28 · Cited by 557 · see citing works
Thain, D., Tannenbaum, T., & Livny, M. (2003) · Grid Computing · doi:10.1002/0470867167.ch11 · Cited by 506 · see citing works
DeLaBarre, B., & Brünger, A. T. (2003) · Nature Structural & Molecular Biology · doi:10.1038/nsb972 · Cited by 386 · see citing works
Super-resolution biomolecular crystallography with low-resolution data
Schröder, G. F., Levitt, M., & Brünger, A. T. (2010) · Nature · doi:10.1038/nature08892 · Cited by 270 · see citing works
Protein Structure Determination Using Molecular Fragment Replacement and NMR Dipolar Couplings
Delaglio, F., Kontaxis, G., & Bax, A. (2000) · Journal of the American Chemical Society · doi:10.1021/ja993603n · Cited by 250 · see citing works
Davies, J. M., Brünger, A. T., & Weis, W. I. (2008) · Structure · doi:10.1016/j.str.2008.02.010 · Cited by 192 · see citing works
MrBUMP: an automated pipeline for molecular replacement
Keegan, R. M., & Winn, M. (2007) · Acta Crystallographica Section D Biological Crystallography · doi:10.1107/s0907444907037195 · Cited by 188 · see citing works
The crystal structure of murine p97/VCP at 3.6Å
Huyton, T., Pye, V. E., Briggs, L. C., Flynn, T. C., Beuron, F., Kondo, H., Ma, J., Zhang, X., & Freemont, P. S. (2003) · Journal of Structural Biology · doi:10.1016/j.jsb.2003.10.007 · Cited by 179 · see citing works
TeraGrid Science Gateways and Their Impact on Science
Wilkins‐Diehr, N., Gannon, D. B., Klimeck, G., Oster, S., & Pamidighantam, S. V. (2008) · Computer · doi:10.1109/mc.2008.470 · Cited by 172 · see citing works
Couvares, P., Kosar, T., Roy, A., et al. (2007) · Springer eBooks · doi:10.1007/978-1-84628-757-2_22 · Cited by 142 · see citing works
Ishizuka, J. J., Stewart-Jones, G. B. E., van der Merwe, A., Bell, J. I., McMichael, A. J., & Jones, E. Y. (2008) · Immunity · doi:10.1016/j.immuni.2007.12.018 · Cited by 111 · see citing works
Analysis of Nucleotide Binding to P97 Reveals the Properties of a Tandem AAA Hexameric ATPase
Briggs, L. C., Baldwin, G. S., Miyata, N., Kondo, H., Zhang, X., & Freemont, P. S. (2008) · Journal of Biological Chemistry · doi:10.1074/jbc.m709632200 · Cited by 79 · see citing works
Evolutionary constraints on structural similarity in orthologs and paralogs
Peterson, M. E., Chen, F., Saven, J. G., Roos, D. S., Babbitt, P. C., & Šali, A. (2009) · Protein Science · doi:10.1002/pro.143 · Cited by 79 · see citing works
Crystal Structures of NADH:FMN Oxidoreductase (EmoB) at Different Stages of Catalysis
Nissen, M. S., Youn, B., Knowles, B. D., et al. (2008) · Journal of Biological Chemistry · doi:10.1074/jbc.m804535200 · Cited by 44 · see citing works
Making a Difference in the Software Century
BOEHM, B. W. (2008) · Computer · doi:10.1109/mc.2008.91 · Cited by 43 · see citing works
The JCSG MR pipeline: optimized alignments, multiple models and parallel searches
Schwarzenbacher, R., Godzik, A., & Jaroszewski, L. (2007) · Acta Crystallographica Section D Biological Crystallography · doi:10.1107/s0907444907050111 · Cited by 33 · see citing works
Soffa, M. L., & Irwin, M. J. (2009) · Cited by 25 · see citing works
Cheng, H., Kim, B., & Grishin, N. V. (2008) · Journal of Molecular Biology · doi:10.1016/j.jmb.2007.12.076 · Cited by 24 · see citing works
Evaluating the potential of using fold-recognition models for molecular replacement
Jones, D. T. (2001) · Acta Crystallographica Section D Biological Crystallography · doi:10.1107/s0907444901013403 · Cited by 24 · see citing works
Making science in the Grid world: using glideins to maximize scientific output
Sfiligoi, I. (2007) · 2006 IEEE Nuclear Science Symposium Conference Record · doi:10.1109/nssmic.2007.4437201 · Cited by 18 · see citing works
Computing in High Energy Physics
Fisk, I. (2005) · International Journal of Modern Physics A · doi:10.1142/s0217751x0502570x · Cited by 14 · see citing works
Building and testing a production quality grid software distribution for the Open Science Grid
Roy, A. (2009) · Journal of Physics Conference Series · doi:10.1088/1742-6596/180/1/012052 · Cited by 11 · see citing works
High-throughput protein structure determination using grid computing
Schmidberger, J. W., Bethwaite, B., Enticott, C., et al. (2009) · doi:10.1109/ipdps.2009.5160921 · Cited by 3 · see citing works
Bernstein, B., & Hol, W. G. J. (1997) · Acta Crystallographica Section D Biological Crystallography · doi:10.1107/s0907444997010214 · Cited by 2 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- [2]Hoppe W. Faltmolekülmethode. Acta Crystallogr. 1957;10:750–751. [Google Scholar]
- [25]Couvares P, Kosar T, Roy A, Weber J, Wegner K. Workflow in Condor. In: Taylor I, Deelman E, Gannon D, Shields M, editors. Workflows for e-Science. New York: Springer; 2007. pp. 357–375. [Google Scholar]
Cited by
Sorted by citations
Siderophore-mediated iron acquisition by <i>Klebsiella pneumoniae</i>
Kumar, A., Chakravorty, S., Yang, T., Russo, T. A., Newton, S. M., & Klebba, P. E. (2024) · Journal of Bacteriology · doi:10.1128/jb.00024-24 · Cited by 42 · see citing works
Universal fluorescent sensors of high-affinity iron transport, applied to ESKAPE pathogens
Chakravorty, S., Shipelskiy, Y., Kumar, A., Majumdar, A., Yang, T., Nairn, B. L., Newton, S. M., & Klebba, P. E. (2019) · Journal of Biological Chemistry · doi:10.1074/jbc.ra118.006921 · Cited by 11 · see citing works
- Authors
- Stokes-Rees, I., & Sliz, P.
- Affiliations
- Harvard University (US)
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115; and
- ORCID
- Stokes-Rees, Ian
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2010-11-22
- Volume
- 107
- Issue
- 50
- Pages
- 21476-21481
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC3003117
- OpenAlex
- W1964889794
- Cited by
- 45
- References
- 40
- Citations by year
- 2025: 1 · 2024: 2 · 2022: 3 · 2021: 1 · 2020: 3 · 2019: 4 · 2018: 2 · 2017: 4 · 2016: 4 · 2015: 2 · 2014: 4 · 2013: 9 · 2012: 5
- FWCI
- 2.36
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Science Foundation (0639193)
- U.S. Department of Energy
- National Institutes of Health
- Office of Science
- National Institute of General Medical Sciences (P01GM062580)
- Topics
- Physical Sciences › Materials Science › Materials Chemistry › Enzyme Structure and Function
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Keywords
- protein structure determination, molecular replacement, Protein Data Bank, macromolecular complexes, Trichoplusia ni, parallel computing, cyberinfrastructure
- MeSH terms
- Amino Acid Sequence, Animals, Models, Molecular, Molecular Sequence Data, Protein Conformation, Proteins, Sequence Alignment, Sequence Homology, Amino Acid, Computational Biology, Databases, Protein, Mice
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review