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1.
Bull Environ Contam Toxicol ; 100(5): 603-608, 2018 May.
Article in English | MEDLINE | ID: mdl-29532132

ABSTRACT

Military ranges are unlike many waste sites because the contaminants, both energetics and metals, are heterogeneously distributed in soil during explosive detonation or ballistic impact and cannot be readily characterized using conventional grab sampling. The Incremental Sampling Methodology (ISM) has been successful for characterization of energetic contamination in soils, but no published ISM processing studies for soils with small arms range metals such as Pb, Cu, Sb, and Zn exists. This study evaluated several ISM sample-processing steps: (1) field splitting to reduce the sample mass shipped to the analytical laboratory, (2) necessity of milling, and (3) processing a larger subsample mass for digestion in lieu of milling. Cone-and-quartering and rotary sectorial splitting techniques yielded poor precision and positively skewed distributions. Hence, an increase in digestion mass from 2 to 10 g was evaluated with milled and unmilled samples. Unmilled samples yielded results with the largest variability regardless of aliquot mass.


Subject(s)
Environmental Monitoring/methods , Metals, Heavy/analysis , Soil Pollutants/analysis , Military Personnel , Soil/chemistry , Weapons
2.
Bull Environ Contam Toxicol ; 100(1): 147-154, 2018 Jan.
Article in English | MEDLINE | ID: mdl-29299633

ABSTRACT

Research shows grab sampling is inadequate for evaluating military ranges contaminated with energetics because of their highly heterogeneous distribution. Similar studies assessing the heterogeneous distribution of metals at small-arms ranges (SAR) are lacking. To address this we evaluated whether grab sampling provides appropriate data for performing risk analysis at metal-contaminated SARs characterized with 30-48 grab samples. We evaluated the extractable metal content of Cu, Pb, Sb, and Zn of the field data using a Monte Carlo random resampling with replacement (bootstrapping) simulation approach. Results indicate the 95% confidence interval of the mean for Pb (432 mg/kg) at one site was 200-700 mg/kg with a data range of 5-4500 mg/kg. Considering the U.S. Environmental Protection Agency screening level for lead is 400 mg/kg, the necessity of cleanup at this site is unclear. Resampling based on populations of 7 and 15 samples, a sample size more realistic for the area yielded high false negative rates.


Subject(s)
Environmental Monitoring/methods , Metals, Heavy/analysis , Soil Pollutants/analysis , Weapons , Environmental Restoration and Remediation , Soil
3.
Bull Environ Contam Toxicol ; 100(1): 155-161, 2018 Jan.
Article in English | MEDLINE | ID: mdl-29270645

ABSTRACT

This study compares conventional grab sampling to incremental sampling methodology (ISM) to characterize metal contamination at a military small-arms-range. Grab sample results had large variances, positively skewed non-normal distributions, extreme outliers, and poor agreement between duplicate samples even when samples were co-located within tens of centimeters of each other. The extreme outliers strongly influenced the grab sample means for the primary contaminants lead (Pb) and antinomy (Sb). In contrast, median and mean metal concentrations were similar for the ISM samples. ISM significantly reduced measurement uncertainty of estimates of the mean, increasing data quality (e.g., for environmental risk assessments) with fewer samples (e.g., decreasing total project costs). Based on Monte Carlo resampling simulations, grab sampling resulted in highly variable means and upper confidence limits of the mean relative to ISM.


Subject(s)
Environmental Monitoring/methods , Metals/analysis , Soil Pollutants/analysis , Soil/chemistry , Risk Assessment
4.
Risk Anal ; 27(4): 1043-52, 2007 Aug.
Article in English | MEDLINE | ID: mdl-17958510

ABSTRACT

Management of contaminated sediments is problematic and costly. Several new technologies are under development that may in some cases reduce costs and environmental or ecological impacts. However, there are significant barriers to implementing new technologies, including the increased management complexity, the potential for introducing antagonistic or incommensurate objectives that are unfamiliar to stakeholders or regulators, and the difficulty of capturing private, commercial benefits from environmental improvements that may primarily benefit the public. This article identifies several innovative contaminated sediments technologies, discusses the difficulty of proving or quantifying the benefits of new technologies, and presents an agenda for research that would foster partnerships between scientific, government, and public communities of interest for the purpose of improving innovative technology assessment and environmental decision making.


Subject(s)
Geologic Sediments/chemistry , Refuse Disposal/methods , Soil Pollutants/analysis , Technology Assessment, Biomedical/standards , Ecology , Humans , Industry , Public Health
5.
Waste Manag ; 27(10): 1458-64, 2007.
Article in English | MEDLINE | ID: mdl-17499986

ABSTRACT

This paper uses a life-cycle assessment (LCA) framework to characterize comparative environmental impacts from the use of virgin aggregate and recycled materials in roadway construction. To evaluate site-specific human toxicity potential (HTP) in a more robust manner, metals release data from a demonstration site were combined with an unsaturated contaminant transport model to predict long-term impacts to groundwater. The LCA determined that there were reduced energy and water consumption, air emissions, Pb, Hg and hazardous waste generation and non-cancer HTP when bottom ash was used in lieu of virgin crushed rock. Conversely, using bottom ash instead of virgin crushed rock increased the cancer HTP risk due to potential leachate generation by the bottom ash. At this scale of analysis, the trade-offs are clearly between the cancer HTP (higher for bottom ash) and all of the other impacts listed above (lower for bottom ash). The site-specific analysis predicted that the contaminants (Cd, Cr, Se and Ag for this study) transported from the bottom ash to the groundwater resulted in very low unsaturated zone contaminant concentrations over a 200 year period due to retardation in the vadose zone. The level of contaminants predicted to reach the groundwater after 200 years was significantly less than groundwater maximum contaminant levels (MCL) set by the US Environmental Protection Agency for drinking water. Results of the site-specific contaminant release estimates vary depending on numerous site and material specific factors. However, the combination of the LCA and the site specific analysis can provide an appropriate context for decision making. Trade-offs are inherent in making decisions about recycled versus virgin material use, and regulatory frameworks should recognize and explicitly acknowledge these trade-offs in decision processes.


Subject(s)
Conservation of Natural Resources , Construction Materials , Environmental Monitoring , Water Pollutants, Chemical/analysis , Water Supply/analysis , Environmental Exposure/prevention & control , Geography , Hazardous Waste , Humans , Metals/analysis , Metals/chemistry , Public Health , Public Policy , Risk Assessment , Risk Management , Soot/analysis , Soot/chemistry , Time Factors , United States , United States Environmental Protection Agency , Water Pollutants, Chemical/toxicity , Wisconsin
6.
J R Soc Interface ; 3(8): 441-51, 2006 Jun 22.
Article in English | MEDLINE | ID: mdl-16849272

ABSTRACT

The ability of certain reptiles to adhere to vertical (and hang from horizontal) surfaces has been attributed to the presence of specialized adhesive setae on their feet. Structural and compositional studies of such adhesive setae will contribute significantly towards the design of biomimetic fibrillar adhesive materials. The results of electron microscopy analyses of the structure of such setae are presented, indicating their formation from aggregates of proteinaceous fibrils held together by a matrix and potentially surrounded by a limiting proteinaceous sheath. Microbeam X-ray diffraction analysis has shown conclusively that the only ordered protein constituent in these structures exhibits a diffraction pattern characteristic of beta-keratin. Raman microscopy of individual setae, however, clearly shows the presence of additional protein constituents, some of which may be identified as alpha-keratins. Electrophoretic analysis of solubilized setal proteins supports these conclusions, indicating the presence of a group of low-molecular-weight beta-keratins (14-20 kDa), together with alpha-keratins, and this interpretation is supported by immunological analyses.


Subject(s)
Lizards/metabolism , Reptilian Proteins/ultrastructure , Adhesiveness , Animals , Blotting, Western , Extremities/anatomy & histology , Keratins/metabolism , Keratins/ultrastructure , Lizards/anatomy & histology , Microscopy, Electron, Scanning , Microscopy, Electron, Transmission , Reptilian Proteins/classification , Reptilian Proteins/metabolism , Spectrum Analysis, Raman , X-Ray Diffraction , beta-Keratins/metabolism , beta-Keratins/ultrastructure
7.
Risk Anal ; 26(1): 61-78, 2006 Feb.
Article in English | MEDLINE | ID: mdl-16492181

ABSTRACT

Contaminated sediments and other sites present a difficult challenge for environmental decisionmakers. They are typically slow to recover or attenuate naturally, may involve multiple regulatory agencies and stakeholder groups, and engender multiple toxicological and ecotoxicological risks. While environmental decision-making strategies over the last several decades have evolved into increasingly more sophisticated, information-intensive, and complex approaches, there remains considerable dissatisfaction among business, industry, and the public with existing management strategies. Consequently, contaminated sediments and materials are the subject of intense technology development, such as beneficial reuse or in situ treatment. However, current decision analysis approaches, such as comparative risk assessment, benefit-cost analysis, and life cycle assessment, do not offer a comprehensive approach for incorporating the varied types of information and multiple stakeholder and public views that must typically be brought to bear when new technologies are under consideration. Alternatively, multicriteria decision analysis (MCDA) offers a scientifically sound decision framework for management of contaminated materials or sites where stakeholder participation is of crucial concern and criteria such as economics, environmental impacts, safety, and risk cannot be easily condensed into simple monetary expressions. This article brings together a multidisciplinary review of existing decision-making approaches at regulatory agencies in the United States and Europe and synthesizes state-of-the-art research in MCDA methods applicable to the assessment of contaminated sediment management technologies. Additionally, it tests an MCDA approach for coupling expert judgment and stakeholder values in a hypothetical contaminated sediments management case study wherein MCDA is used as a tool for testing stakeholder responses to and improving expert assessment of innovative contaminated sediments technologies.

8.
J Am Chem Soc ; 127(18): 6672-8, 2005 May 11.
Article in English | MEDLINE | ID: mdl-15869288

ABSTRACT

The vibrational spectra of benzanilide and poly(p-phenylene terephthalamide) have been measured using inelastic neutron scattering. These compounds have similar hydrogen-bond networks, which, for poly(p-phenylene terephthalamide), lead to two-dimensional hydrogen-bonded sheets in the crystal. Experimental spectra are compared with solid-state, quantum chemical calculations based on density functional theory (DFT). Such "parameter-free" calculations allow the structure-dynamics relation in this type of compound to be quantified, which is demonstrated here for benzanilide. In the case of poly(p-phenylene terephthalamide), vibrational spectroscopy and DFT calculations help resolve long-standing questions about the packing of hydrogen-bonded sheets in the solid state.

9.
Proc Natl Acad Sci U S A ; 98(19): 10676-81, 2001 Sep 11.
Article in English | MEDLINE | ID: mdl-11526207

ABSTRACT

FepA, an outer membrane iron siderophore transporter from Escherichia coli, is composed of a 22-stranded membrane-spanning beta barrel with a globular N-terminal "plug" domain of 148 residues that folds up inside the barrel and completely occludes the barrel's interior (1). We have overexpressed and purified this plug domain by itself and find that it behaves in vitro as a predominantly unfolded yet soluble protein, as determined by circular dichroism, thermal denaturation, and NMR studies. Despite its unfolded state, the isolated domain binds ferric enterobactin, the siderophore ligand of FepA, with an affinity of 5 microM, just 100-fold reduced from that of intact FepA. These findings argue against the hypothesis that the plug domain is pulled intact from the barrel during transport in vivo but may be consistent either with a model where the plug rearranges within the barrel to create a channel large enough to allow transport or with a model where the plug unfolds and comes out of the barrel.


Subject(s)
Bacterial Outer Membrane Proteins/metabolism , Bacterial Proteins/metabolism , Carrier Proteins/metabolism , Escherichia coli Proteins , Membrane Proteins/metabolism , Receptors, Cell Surface , Siderophores/metabolism , Bacterial Outer Membrane Proteins/chemistry , Bacterial Outer Membrane Proteins/genetics , Bacterial Proteins/chemistry , Biological Transport , Carrier Proteins/chemistry , Carrier Proteins/genetics , Membrane Proteins/chemistry , Protein Structure, Tertiary
10.
Proc Natl Acad Sci U S A ; 98(16): 8991-6, 2001 Jul 31.
Article in English | MEDLINE | ID: mdl-11459942

ABSTRACT

PAS domains regulate the function of many intracellular signaling pathways in response to both extrinsic and intrinsic stimuli. PAS domain-regulated histidine kinases are common in prokaryotes and control a wide range of fundamental physiological processes. Similarly regulated kinases are rare in eukaryotes and are to date completely absent in mammals. PAS kinase (PASK) is an evolutionarily conserved gene product present in yeast, flies, and mammals. The amino acid sequence of PASK specifies two PAS domains followed by a canonical serine/threonine kinase domain, indicating that it might represent the first mammalian PAS-regulated protein kinase. We present evidence that the activity of PASK is regulated by two mechanisms. Autophosphorylation at two threonine residues located within the activation loop significantly increases catalytic activity. We further demonstrate that the N-terminal PAS domain is a cis regulator of PASK catalytic activity. When the PAS domain-containing region is removed, enzyme activity is significantly increased, and supplementation of the purified PAS-A domain in trans selectively inhibits PASK catalytic activity. These studies define a eukaryotic signaling pathway suitable for studies of PAS domains in a purified in vitro setting.


Subject(s)
Conserved Sequence , Evolution, Molecular , Protein Serine-Threonine Kinases/metabolism , Amino Acid Sequence , Cloning, Molecular , HeLa Cells , Humans , Immunohistochemistry , Molecular Sequence Data , Phosphorylation , Protein Serine-Threonine Kinases/chemistry , Protein Serine-Threonine Kinases/genetics , Sequence Homology, Amino Acid , Subcellular Fractions/enzymology , Substrate Specificity , Transfection
12.
J Biomol NMR ; 13(4): 369-74, 1999 Apr.
Article in English | MEDLINE | ID: mdl-10383198

ABSTRACT

A selective protonation strategy is described that uses [3-2H] 13C alpha-ketoisovalerate to introduce (1H-delta methyl)-leucine and (1H-gamma methyl)-valine into 15N-, 13C-, 2H-labeled proteins. A minimum level of 90% incorporation of label into both leucine and valine methyl groups is obtained by inclusion of approximately 100 mg/L alpha-ketoisovalerate in the bacterial growth medium. Addition of [3,3-2H2] alpha-ketobutyrate to the expression media (D2O solvent) results in the production of proteins with (1H-delta1 methyl)-isoleucine (> 90% incorporation). 1H-13C HSQC correlation spectroscopy establishes that CH2D and CHD2 isotopomers are not produced with this method. This approach offers enhanced labeling of Leu methyl groups over previous methods that utilize Val as the labeling agent and is more cost effective.


Subject(s)
Isoleucine , Isotope Labeling/methods , Leucine , Proteins/chemistry , Proteins/chemical synthesis , Valine , Carbon Isotopes , Deuterium , Indicators and Reagents , Nitrogen Isotopes , Nuclear Magnetic Resonance, Biomolecular/methods , Protein Conformation
13.
J Biomol NMR ; 11(3): 307-18, 1998 Apr.
Article in English | MEDLINE | ID: mdl-9691278

ABSTRACT

Deuterium decoupled, triple resonance NMR spectroscopy was used to analyze complexes of 2H, 15N, 13C labelled intact and (des2-7) trp repressor (delta 2-7 trpR) from E. coli bound in tandem to an idealized 22 basepair trp operator DNA fragment and the corepressor 5-methyltryptophan. The DNA sequence used here binds two trpR dimers in tandem resulting in chemically nonequivalent environments for the two subunits of each dimer. Sequence- and subunit-specific NMR resonance assignments were made for backbone 1HN, 15N, 13c alpha positions in both forms of the protein and for 13 C beta in the intact repressor. The differences in backbone chemical shifts between the two subunits within each dimer of delta 2-7 trpR reflect dimer-dimer contacts involving the helix-turn-helix domains and N-terminal residues consistent with a previously determined crystal structure [Lawson and Carey (1993) Nature, 366, 178-182]. Comparison of the backbone chemical shifts of DNA-bound delta 2-7 trpR with those of DNA-bound intact trpR reveals significant changes for those residues involved in N-terminal-mediated interactions observed in the crystal structure. In addition, our solution NMR data contain three sets of resonances for residues 2-12 in intact trpR suggesting that the N-terminus has multiple conformations in the tandem complex. Analysis of C alpha chemical shifts using a chemical shift index (CSI) modified for deuterium isotope effects has allowed a comparison of the secondary structure of intact and delta 2-7 tprR. Overall these data demonstrate that NMR backbone chemical shift data can be readily used to study specific structural details of large protein complexes.


Subject(s)
Bacterial Proteins/chemistry , DNA-Binding Proteins/chemistry , Nuclear Magnetic Resonance, Biomolecular/methods , Protein Conformation , Repressor Proteins/chemistry , Amino Acid Sequence , Bacterial Proteins/metabolism , Carbon Isotopes , DNA-Binding Proteins/metabolism , Deuterium/metabolism , Dimerization , Escherichia coli , Isotope Labeling/methods , Molecular Sequence Data , Nitrogen Isotopes , Protein Binding , Protein Structure, Secondary , Repressor Proteins/metabolism , Tryptophan/chemistry
14.
Article in English | MEDLINE | ID: mdl-9646872

ABSTRACT

During the past thirty years, deuterium labeling has been used to improve the resolution and sensitivity of protein NMR spectra used in a wide variety of applications. Most recently, the combination of triple resonance experiments and 2H, 13C, 15N labeled samples has been critical to the solution structure determination of several proteins with molecular weights on the order of 30 kDa. Here we review the developments in isotopic labeling strategies, NMR pulse sequences, and structure-determination protocols that have facilitated this advance and hold promise for future NMR-based structural studies of even larger systems. As well, we detail recent progress in the use of solution 2H NMR methods to probe the dynamics of protein sidechains.


Subject(s)
Protein Conformation , Proteins/chemistry , Carbon Isotopes , Deuterium , Escherichia coli , Models, Molecular , Nitrogen Isotopes , Nuclear Magnetic Resonance, Biomolecular/methods , Proteins/metabolism , Recombinant Proteins/chemistry , Sensitivity and Specificity
15.
J Biomol NMR ; 11(2): 213-20, 1998 Feb.
Article in English | MEDLINE | ID: mdl-20700829

ABSTRACT

A pulse scheme for measuring cross-correlation between 13Calpha-1Halpha dipolar and carbonyl chemical shift anisotropy relaxation mechanisms is presented from which the protein backbone dihedral angle psi is measured. The method offers significant sensitivity gains relative to our recently published scheme for measuring psi based on this cross-correlation effect [Yang et al. (1997) J. Am. Chem. Soc., 119, 11938-11940]. The utility of the method is demonstrated with an application to a 42 kDa complex of 15N,13C-labeled maltose binding protein and beta-cyclodextrin.

16.
Curr Opin Struct Biol ; 7(5): 722-31, 1997 Oct.
Article in English | MEDLINE | ID: mdl-9345633

ABSTRACT

Improvements in NMR instrumentation, higher magnetic field strengths, novel NMR experiments and new deuterium-labeling strategies have significantly increased the scope of structural problems that can now be addressed by solution NMR methods. To date, a number of structures of proteins of 30 kDa have been solved using multidimensional 15N,13C,2H NMR techniques, and this molecular weight limit will probably be surpassed in the near future.


Subject(s)
DNA/chemistry , Magnetic Resonance Spectroscopy , Proteins/chemistry , RNA/chemistry , Binding Sites , Carbon Isotopes , Deuterium , Ligands , Magnetic Resonance Spectroscopy/methods , Molecular Weight , Nitrogen Isotopes , Proteins/metabolism
17.
Biochemistry ; 36(6): 1389-401, 1997 Feb 11.
Article in English | MEDLINE | ID: mdl-9063887

ABSTRACT

The development of 15N, 13C, 2H multidimensional NMR spectroscopy has facilitated the assignment of backbone and side chain resonances of proteins and protein complexes with molecular masses of over 30 kDa. The success of these methods has been achieved through the production of highly deuterated proteins; replacing carbon-bound protons with deuterons significantly improves the sensitivity of many of the experiments used in chemical shift assignment. Unfortunately, uniform deuteration also radically depletes the number of interproton distance restraints available for structure determination, degrading the quality of the resulting structures. Here we describe an approach for improving the precision and accuracy of global folds determined from highly deuterated proteins through the use of deuterated, selectively methyl-protonated samples. This labeling profile maintains the efficiency of triple-resonance NMR experiments while retaining a sufficient number of protons at locations where they can be used to establish NOE-based contacts between different elements of secondary structure. We evaluate how this deuteration scheme affects the sensitivity and resolution of experiments used to assign 15N, 13C, and 1H chemical shifts and interproton NOEs. This approach is tested experimentally on a 14 kDa SH2/phosphopeptide complex, and a global protein fold is obtained from a set of methyl-methyl, methyl-NH, and NH-NH distance restraints. We demonstrate that the inclusion of methyl-NH and methyl-methyl distance restraints greatly improves the precision and accuracy of structures relative to those generated with only NH-NH distance restraints. Finally, we examine the general applicability of this approach by determining the structures of several proteins with molecular masses of up to 40 kDa from simulated distance and dihedral angle restraint tables.


Subject(s)
Proteins/chemistry , Protons , Deuterium , Magnetic Resonance Spectroscopy , Methylation , Models, Molecular , Protein Conformation , Protein Structure, Tertiary
18.
J Mol Biol ; 263(5): 627-36, 1996 Nov 15.
Article in English | MEDLINE | ID: mdl-8947563

ABSTRACT

Deuteration of aliphatic sites in proteins has shown great potential to increase the range of molecules amenable to study by NMR spectroscopy. One problem inherent in high-level deuterium incorporation is the loss of 1H-1H distance information obtainable from NOESY spectra of the labeled proteins. In the limit of perdeuteration, the available NH-NH NOEs are insufficient in many cases to define the three-dimensional structure of a folded protein. We describe here a method of producing proteins that retains all the advantages of perdeuteration, while enabling observation of many NOEs absent from spectra of fully deuterated samples. Overexpression of proteins in bacteria grown in 2H2O medium containing protonated pyruvate as the sole carbon source results in complete deuteration at C alpha and > 80% deuteration at C beta positions of nearly all amino acids. In contrast, the methyl groups of Ala, Val, Leu and Ile (gamma 2 only) remain highly protonated. This labeling pattern can be readily understood from analysis of bacterial pathways for pyruvate utilization and amino acid biosynthesis. As Ala, Val, Leu and Ile are among the most highly represented residue types in protein hydrophobic cores and at protein-protein interfaces, selectively methyl-protonated samples will be useful in many areas of structural analysis of larger molecules and molecular complexes by NMR.


Subject(s)
Proteins/chemistry , Amino Acids/biosynthesis , Bacteria/metabolism , Deuterium/chemistry , Gas Chromatography-Mass Spectrometry , Magnetic Resonance Spectroscopy , Protons , Pyruvic Acid/metabolism
19.
J Biomol NMR ; 8(3): 351-6, 1996 Oct.
Article in English | MEDLINE | ID: mdl-20686885

ABSTRACT

A biosynthetic strategy has recently been developed for the production of (15)N, (13)C, (2)H-labeled proteins using (1)H(3)C-pyruvate as the sole carbon source and D(2)O as the solvent. The methyl groups of Ala, Val, Leu and Ile (gamma2 only) remain highly protonated, while the remaining positions in the molecule are largely deuterated. An (H)C(CO)NH-TOCSY experiment is presented for the sequential assignment of the protonated methyl groups. A high-sensitivity spectrum is recorded on a (15)N, (13)C, (2)H, (1)H(3)C-labeled SH2 domain at 3 degrees C (correlation time 18.8 ns), demonstrating the utility of the method for proteins in the 30-40 kDa molecular weight range.

20.
Nat Struct Biol ; 2(10): 898-905, 1995 Oct.
Article in English | MEDLINE | ID: mdl-7552715

ABSTRACT

The Zn2Cys6 DNA-binding domain has been identified by sequence homology in approximately forty fungal proteins, including the K. lactis LAC9 transcriptional activator. Using 1H NMR spectroscopy, we have determined the solution structure of a cadmium-substituted form of the LAC9 DNA-binding domain. We have complemented this approach by applying a series of 113Cd-1H NMR experiments, including several novel heteroTOCSY-based techniques. The DNA-binding domain forms a core of two alpha-helix/extended strand segments around the Cd2 binuclear cluster, with a network of amide proton-cysteinyl S gamma hydrogen bonds stabilizing the cluster. Comparison with other Zn2Cys6 domain structures provides insight into the common structural elements used in metal coordination and DNA binding.


Subject(s)
Cadmium/chemistry , DNA-Binding Proteins , Fungal Proteins/chemistry , Kluyveromyces/chemistry , Amino Acid Sequence , Binding Sites , Cadmium/metabolism , Cysteine , DNA/metabolism , Magnetic Resonance Spectroscopy/methods , Models, Molecular , Molecular Sequence Data , Protein Conformation , Sequence Homology, Amino Acid , Transcription Factors/chemistry , Transcription Factors/metabolism
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