Machine Learning-Based Rapid Detection of Volatile Organic Compounds in a Graphene Electronic Nose.

Rapid detection of volatile organic compounds (VOCs) is growing in importance in many sectors. Noninvasive medical diagnoses may be based upon particular combinations of VOCs in human breath; detecting VOCs emitted from environmental hazards such as fungal growth could prevent illness; and waste could be reduced through monitoring of gases produced during food storage. Electronic noses have been applied to such problems, however, a common limitation is in improving selectivity. Graphene is an adaptable material that can be functionalized with many chemical receptors. Here, we use this versatility to demonstrate selective and rapid detection of multiple VOCs at varying concentrations with graphene-based variable capacitor (varactor) arrays. Each array contains 108 sensors functionalized with 36 chemical receptors for cross-selectivity. Multiplexer data acquisition from 108 sensors is accomplished in tens of seconds. While this rapid measurement reduces the signal magnitude, classification using supervised machine learning (Bootstrap Aggregated Random Forest) shows excellent results of 98% accuracy between 5 analytes (ethanol, hexanal, methyl ethyl ketone, toluene, and octane) at 4 concentrations each. With the addition of 1-octene, an analyte highly similar in structure to octane, an accuracy of 89% is achieved. These results demonstrate the important role of the choice of analysis method, particularly in the presence of noisy data. This is an important step toward fully utilizing graphene-based sensor arrays for rapid gas sensing applications from environmental monitoring to disease detection in human breath.

Interaction of procedural factors in human performance on yoked schedules.

The differential effects of reinforcement contingencies and contextual variables on human performance were investigated in two experiments. In Experiment 1, adult human subjects operated a joystick in a video game in which the destruction of targets was arranged according to a yoked variable-ratio variable-interval schedule of reinforcement. Three variables were examined across 12 conditions: verbal instructions, shaping, and the use of a consummatory response following reinforcement (i.e., depositing a coin into a bank). Behavior was most responsive to the reinforcement contingencies when the consummatory response was available, responding was established by shaping, and subjects received minimal verbal instructions about their task. The responsiveness of variable-interval subjects' behavior varied more than that of variable-ratio subjects when these contextual factors were altered. Experiment 2 examined resistance to instructional control under the same yoked-schedules design. Conditions varied in terms of the validity of instructions. Performance on variable-ratio schedules was more resistant to instructional control than that on variable-interval schedules.

Asn249Tyr substitution at the coenzyme binding domain activates Sulfolobus solfataricus alcohol dehydrogenase and increases its thermal stability.

A mutant of the thermostable NAD+-dependent homotetrameric alcohol dehydrogenase from Sulfolobus solfataricus (SsADH), which has a single substitution, Asn249Tyr, located at the coenzyme binding domain, was obtained by error prone PCR. The mutant enzyme, which was purified from Escherichia coli to homogeneous form, exhibits a specific activity that is more than 6-fold greater than that of the wild type enzyme, as measured at 65 degrees C with benzyl alcohol as the substrate. The oxidation rate of aliphatic alcohols and the reduction rate of aromatic aldehydes were also higher. The dissociation constants for NAD+ and NADH determined at 25 degrees C and pH 8.8 were 3 orders of magnitude greater compared to those of the wild type enzyme. It is thought that the higher turnover of the mutant SsADH is due to the faster dissociation of the modified enzyme-coenzyme complex. Spectroscopic studies showed no relevant changes in either secondary or tertiary structure, while analysis with fluorescent probes revealed a significant increase in surface hydrophobicity for the mutant, with respect to that of the wild type molecule. The mutant SsADH displays improved thermal stability, as indicated by the increase in Tm from 90 to 93 degrees C, which was determined by the apparent transition curves. Kinetic thermal stability studies at pH 9.0 for mutant SsADH showed a marked increase in activation enthalpy compensated by an entropy gain, which resulted in a higher activation barrier against thermal unfolding of the enzyme. Ammonia analysis showed that the Asn249Tyr substitution produced the effect of markedly reducing the extent of deamidation during thermoinactivation, thus suggesting that Asn249 plays a significant role in the mechanism of irreversible thermal denaturation of the archaeal ADH. Furthermore, the decrease in the activating effect by moderate concentrations of denaturants and studies with proteases and chelating agents point to an increase in structural rigidity and a tightening of structural zinc as additional factors responsible for the improved thermal resistance of the mutant enzyme.

Protein crystal growth in the Advanced Protein Crystallization Facility on the LMS mission: a comparison of Sulfolobus solfataricus alcohol dehydrogenase crystals grown on the ground and in microgravity.

Crystals of alcohol dehydrogenase from Sulfolobus solfataricus were grown in the Advanced Protein Crystallization Facility during the Life and Microgravity Sciences Spacelab mission on the US Space Shuttle. Large diffracting crystals were obtained by dialysis, whereas only poor-quality crystals were obtained by vapour diffusion. The quality of both the microgravity and ground-based crystals was analysed by X-ray diffraction. There was some improvement in terms of size and diffraction resolution limit for the microgravity crystals. However, the twinning observed in the Earth-grown crystals was also present for those grown in microgravity.

Activation of Sulfolobus solfataricus alcohol dehydrogenase by modification of cysteine residue 38 with iodoacetic acid.

Reaction of thermostable NAD(+)-dependent alcohol dehydrogenase from Sulfolobus solfataricus with iodoacetate at pH 9.0 and 37 degrees C significantly increases the oxidation rate of aliphatic and aromatic alcohols and decreases the reduction rate of aromatic aldehydes. The archaeal ADH is chemically modified and activated in a Michaelis-Menten-type reaction, where one molecule of the reagent binds per active site. NAD+ in micromolar concentration protects the enzyme against the inhibitor in an uncompetitive manner, while imidazole significantly increases the extent of the activation. Carboxymethylation selectively modifies one out of five cysteine residues per subunit, namely, Cys 38, located in the catalytic site, as determined by peptide and sequence analysis, and enhances by up to 25-fold the oxidation rate of benzyl alcohol. Carboxymethylated SsADH is less thermostable and shows a temperature optimum 30 degrees C lower than that of the native enzyme. The carboxymethylated enzyme exhibits a lower affinity toward the oxidized and reduced coenzyme. The dissociation constants for NAD+ and NADH determined at 25 degrees C and pH 8.8 are 60- and 200-fold higher, respectively, compared to the native enzyme. The significant isotope effect in alcohol oxidation suggests that hydride transfer partially limits the turnover rate of the reaction catalyzed by the modified enzyme, whereas the rate-limiting step for the native enzyme is NADH dissociation. Carboxymethylated enzyme probably gives higher maximum velocities of oxidation because of the faster dissociation of the modified enzyme-coenzyme complex.

MR urography: technique and application.

PURPOSE: To evaluate a magnetic resonance (MR) technique for depicting the kidneys and urinary tract. MATERIALS AND METHODS: Fourteen patients with urinary tract obstruction and 20 without obstructions were examined with a modified, heavily T2-weighted fast spin-echo pulse sequence (MR urography). In addition, six healthy volunteers underwent modified MR urography with intravenous administration of furosemide and ureteral compression prior to imaging. RESULTS: MR urography provided high-resolution images of the kidneys and urinary tract in all patients with obstruction with intact collecting systems. Anatomic anomalies were depicted in two patients. Intraluminal neoplasia was well demonstrated in both obstructed and nonobstructed systems (n = 4). Furosemide-enhanced MR urography provided fine anatomic and functional detail of both the kidneys and urinary tract (n = 6). CONCLUSION: MR urography may provide an alternative to more conventional urinary tract imaging techniques. It does not require ionizing radiation or iodinated contrast material. When combined with furosemide and ureteral compression, MR urography provides fine detail and reflects function.

Elimination of twinning in crystals of Sulfolobus sofataricus alcohol dehydrogenase holo-enzyme by growth in agarose gels.

Crystals of the binary complex of alcohol dehydrogenase from Sulfolobus solfataricus with NADH were shown to be twinned and not suitable for automated data collection. Several crystallization trials, performed with the aim of eliminating twinning, are described. Interestingly, crystals grown from agarose gel have been demonstrated to have a unique reciprocal lattice. These crystals are monoclinic, space group C2, with cell dimensions a = 134.47 (9), b = 85.26 (5), c = 71.76 (8) A, beta = 97.53 (4) degrees, and showed significant diffraction beyond 3.0 A resolution.

Crystallization and preliminary X-ray analysis of an NAD(+)-dependent alcohol dehydrogenase from the extreme thermophilic archaebacterium Sulfolobus solfataricus.

An NAD(+)-dependent alcohol dehydrogenase from the extreme thermophilic archaebacterium Sulfolobus solfataricus has been crystallized in the holo-enzyme and apo-enzyme forms. Crystals of the holo-enzyme grow from 2-methyl-2,4-pentanediol at pH 8.4 with the addition of NADH and at pH 7.0 with the addition of NADH and dimethyl sulphoxide. Crystals of the apo-enzyme grow at pH 6.3 from a mixture of polyethylene glycol 4000 and propan-2-ol. The holo-enzyme crystallizes in C2 with a dimer in the asymmetric unit, however the crystals are twinned and unsuitable for data collection. The apo-enzyme crystallizes in I4(1)22 (a = 126.82 A, b = 118.95 A) with a monomer in the asymmetric unit, and the single crystals diffract to 2.8 A.

Thermostable NAD(+)-dependent alcohol dehydrogenase from Sulfolobus solfataricus: gene and protein sequence determination and relationship to other alcohol dehydrogenases.

The NAD(+)-dependent alcohol dehydrogenase (EC 1.1.1.1) from the thermoacidophilic archaebacterium Sulfolobus solfataricus, DSM1617 strain (SSADH), has been purified and characterized. Its gene has been isolated by screening two S. Solfataricus genomic libraries using oligonucleotide probes. The encoding sequence consists of 1041 base pairs, and it shows a high preference for codons ending in T or A. The primary structure, determined by peptide and gene analysis, consists of 347 amino acid residues, yielding a molecular weight of 37,588. A level of identity of 24-25% was found with the amino acid sequences of horse liver, yeast, and Thermoanaerobium brockii alcohol dehydrogenases. The coenzyme-binding and catalytic and structural zinc-binding residues typical of eukaryotic alcohol dehydrogenases were found in SSADH with the difference that one out of the four structural zinc-binding Cys residues is substituted by Glu. The protein contains four zinc atoms per dimer, two of which are removed by chelating agents with a concomitant loss of structural stability.

Purification and characterization of a thermostable carboxypeptidase from the extreme thermophilic archaebacterium Sulfolobus solfataricus.

A carboxypeptidase was purified to electrophoretic homogeneity from the thermoacidophilic archaebacterium Sulfolobus solfataricus. Molecular masses assessed by SDS/PAGE and gel filtration were 42 kDa and 170 kDa, respectively, which points to a tetrameric structure for the molecule. An isoelectric point of 5.9 was also determined. The enzyme was proven to be a metalloprotease, as shown by the inhibitory effects exerted by EDTA and o-phenanthroline; furthermore, dialysis against EDTA led to a complete loss of activity, which could be restored by addition of Zn2+ in the micromolar range, and, to a lesser extent, by Co2+. The enzyme was endowed with a broad substrate specificity, as shown by its ability to release basic, acidic and aromatic amino acids from the respective benzoylglycylated and benzyloxycarbonylated amino acids. An esterase activity of the carboxypeptidase was also demonstrated on different esterified amino acids and dipeptides blocked at the N-terminus. The enzyme displayed broad pH optima ranging over 5.5-7.0, or 5.5-9.0, when using an acidic or a basic benzyloxycarbonylated amino acid, respectively. With regard to thermostability, it was proven to be completely stable on incubation for 15 min at 85 degrees C. Furthermore, thanks to its relatively low activation energy, i.e. 31.0 kJ/mol, it was still significantly active at room temperature. At 40 degrees C, the enzyme could withstand 0.1% SDS and different organic solvents: particularly ethanol up to 99%. Amino acid and N-terminal sequence analyses did not evidence any similarity to carboxypeptidases A nor thermolysin. A weak similarity was only found with bovine carboxypeptidase B.

Allosteric modifier and substrate binding of donkey deoxycytidylate aminohydrolase (EC 3.5.4.12)

The hexameric allosteric enzyme deoxycytidylate aminohydrolase from donkey spleen is shown by equilibrium dialysis to bind specifically the allosteric inhibitor, dTTP, the activator dCTP, and the substrate analog dAMP each at six sites (the dTTP and dCTP sites may or may not be identical). These conclusions contrast with earlier ones that there were four sites for each effector; reasons for the discrepancy are discussed. With the knowledge of site numbers and the kinetic information from the accompanying paper it is concluded that the kinetic cooperativity of the enzyme excludes a concerted conformational transition mechanism. Amino acid analysis gives a molecular weight of 18,842 Da per subunit, i.e., 113,052 for the hexamer. A new simplified purification of homogeneous enzyme from donkey spleen probably useful for dCMP aminohydrolase from other sources is described.

Determination of hydride transfer stereospecificity of NADH-dependent alcohol-aldehyde/ketone oxidoreductase from Sulfolobus solfataricus.

This paper describes the determination of stereospecificity of hydride transfer reaction of an alcohol dehydrogenase isolated from the archaebacterium Sulfolobus solfataricus. The 1H-NMR and EI-MS data indicate that the enzyme transfers the pro-R hydrogen from coenzyme to substrate and is therefore an A-specific dehydrogenase.

Purification and properties of a thermophilic and thermostable DNA polymerase from the archaebacterium Sulfolobus solfataricus.

A DNA-dependent DNA polymerase was obtained in homogenous form from the thermoacidophilic archaebacterium Sulfolobus solfataricus. The enzyme, purified 706-fold, has a molecular mass of about 110000 daltons as determined by gel filtration and by glycerol gradient centrifugation. It requires Mg++ for its activity and has a pH optimum of 7.7. The activity is sharply dependent on the ionic strength. The enzyme is thermostable; its properties and activity requirements were characterized. The features of this enzyme are compared to those of other DNA polymerases isolated either from prokaryotes or eukaryotes.

Thermostable beta-galactosidase from the archaebacterium Sulfolobus solfataricus. Purification and properties.

A thermophilic and thermostable beta-galactosidase activity was purified to homogeneity from crude extracts of the archaebacterium Sulfolobus solfataricus, by a procedure including ion-exchange and affinity chromatography. The homogeneous enzyme had a specific activity of 116.4 units/mg at 75 degrees C with o-nitrophenyl beta-galactopyranoside as substrate. Molecular mass studies demonstrated that the S. solfataricus beta-galactosidase was a tetramer of 240 +/- 8 kDa composed of similar or identical subunits. Comparison of the amino acid composition of beta-galactosidase from S. solfataricus with that from Escherichia coli revealed a lower cysteine content and a lower Arg/Lys ratio in the thermophilic enzyme. A rabbit serum, raised against the homogeneous enzyme did not cross-react with beta-galactosidase from E. coli. The enzyme, characterized for its reaction requirements and kinetic properties, showed a thermostability and thermophilicity notably greater than those reported for beta-galactosidases from other mesophilic and thermophilic sources.

A novel archaebacterial NAD+-dependent alcohol dehydrogenase. Purification and properties.

An NAD+-dependent alcohol dehydrogenase (alcohol: NAD+ oxidoreductase, EC 1.1.1.1) was detected in cellular extracts of the extreme thermophilic archaebacterium Sulfolobus solfataricus. The enzyme was purified to homogeneity and shown to be a dimer with a native molecular mass of 71 kDa by sucrose gradient centrifugation and SDS electrophoresis. The enzyme has a broad substrate specificity that includes linear and branched primary alcohols, linear and cyclic secondary alcohols, linear and cyclic ketones and anisaldehyde. The enzyme has an extraordinary thermophilicity and a remarkable thermostability, and appears to have some properties and a structure different from those previously described for thermophilic alcohol dehydrogenases.

Malic enzyme from archaebacterium Sulfolobus solfataricus. Purification, structure, and kinetic properties.

An NADP-preferring malic enzyme ((S)-malate:NADP oxidoreductase (oxalacetate-decarboxylating) EC 1.1.1.40) with a specific activity of 36.6 units per mg of protein at 60 degrees C and an isoelectric point of 5.1 was purified to homogeneity from the thermoacidophilic archaebacterium Sulfolobus solfataricus, strain MT-4. The purification procedure employed ion exchange chromatography, ammonium sulfate fractionation, affinity chromatography, and gel filtration. Molecular weight determinations demonstrated that the enzyme was a dimer of Mr 105,000 +/- 2,000 with apparently identical Mr 49,000 +/- 1,500 subunits. Amino acid composition of S. solfataricus enzyme was determined and found to be significantly higher in tryptophan content than the malic enzyme from Escherichia coli. In addition to the NAD(P)-dependent oxidative decarboxylation of L-malate, S. solfataricus malic enzyme was able to catalyze the decarboxylation of oxalacetate. The enzyme absolutely required divalent metal cations and it displayed maximal activity at 85 degrees C and pH 8.0 with a turnover number of 376 s-1. The enzyme showed classical saturation kinetics and no sigmoidicity was detected at different pH values and temperatures. At 60 degrees C and in the presence of 0.1 mM MnCl2, the Michaelis constants for malate, NADP, and NAD were 18, 3, and 250 microM, respectively. The S. solfataricus malic enzyme was shown to be very thermostable.