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Precise metal-protein coordination by design remains a considerable challenge. Polydentate, high-metal-affinity protein modifications, both chemical and recombinant, can enable metal localization. However, these constructs are often bulky, conformationally and stereochemically ill-defined, or coordinately saturated. An X-ray protein crystal structure of BMIE-modified CPG2-S203C demonstrates that the BMIE modification is minimally disruptive to the overall protein structure, including the carboxypeptidase active sites, although Zn++ metalation could not be conclusively discerned at the resolution obtained.more » « less
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Aggarwal, Tushar; Hansen, William A.; Hong, Jonathan; Ganguly, Abir; York, Darrin M.; Khare, Sagar D.; Izgu, Enver Cagri (, ACS Chemical Biology)
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Hansen, William A; Khare, Sagar D (, Current Opinion in Structural Biology)null (Ed.)
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Koehler Leman, Julia; Lyskov, Sergey; Lewis, Steven M.; Adolf-Bryfogle, Jared; Alford, Rebecca F.; Barlow, Kyle; Ben-Aharon, Ziv; Farrell, Daniel; Fell, Jason; Hansen, William A.; et al (, Nature Communications)Abstract Each year vast international resources are wasted on irreproducible research. The scientific community has been slow to adopt standard software engineering practices, despite the increases in high-dimensional data, complexities of workflows, and computational environments. Here we show how scientific software applications can be created in a reproducible manner when simple design goals for reproducibility are met. We describe the implementation of a test server framework and 40 scientific benchmarks, covering numerous applications in Rosetta bio-macromolecular modeling. High performance computing cluster integration allows these benchmarks to run continuously and automatically. Detailed protocol captures are useful for developers and users of Rosetta and other macromolecular modeling tools. The framework and design concepts presented here are valuable for developers and users of any type of scientific software and for the scientific community to create reproducible methods. Specific examples highlight the utility of this framework, and the comprehensive documentation illustrates the ease of adding new tests in a matter of hours.more » « less
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